diff --git a/.gitignore b/.gitignore
index a1973fc..17f8a8a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,7 +5,10 @@
 frontend/.astro/
 frontend/dist/
 frontend/node_modules/
+mcp-server/node_modules/
 
 backend/target/
 backend/.loco-start.err.log
 backend/.loco-start.out.log
+backend/backend-start.log
+backend/storage/ai_embedding_models/
diff --git a/README.md b/README.md
index 15359c3..2b7073d 100644
--- a/README.md
+++ b/README.md
@@ -8,6 +8,7 @@ Monorepo for the Termi blog system.
 .
 ├─ frontend/   # Astro blog frontend
 ├─ backend/    # Loco.rs backend and admin
+├─ mcp-server/ # Streamable HTTP MCP server for articles/categories/tags
 ├─ .codex/     # Codex workspace config
 └─ .vscode/    # Editor workspace config
 ```
@@ -22,6 +23,12 @@ From the repository root:
 .\dev.ps1
 ```
 
+Frontend + backend + MCP:
+
+```powershell
+.\dev.ps1 -WithMcp
+```
+
 Only frontend:
 
 ```powershell
@@ -34,11 +41,18 @@ Only backend:
 .\dev.ps1 -BackendOnly
 ```
 
+Only MCP:
+
+```powershell
+.\dev.ps1 -McpOnly
+```
+
 Direct scripts:
 
 ```powershell
 .\start-frontend.ps1
 .\start-backend.ps1
+.\start-mcp.ps1
 ```
 
 ### Frontend
@@ -57,6 +71,32 @@ $env:DATABASE_URL="postgres://postgres:postgres%402025%21@10.0.0.2:5432/termi-ap
 cargo loco start 2>&1
 ```
 
+### MCP Server
+
+```powershell
+.\start-mcp.ps1
+```
+
+Default MCP endpoint:
+
+```text
+http://127.0.0.1:5151/mcp
+```
+
+Default local development API key:
+
+```text
+termi-mcp-local-dev-key
+```
+
+The MCP server wraps real backend APIs for:
+
+- Listing, reading, creating, updating, and deleting Markdown posts
+- Listing, creating, updating, and deleting categories
+- Listing, creating, updating, and deleting tags
+- Reading and updating public site settings
+- Rebuilding the AI index
+
 ## Repo Name
 
 Recommended repository name: `termi-blog`
diff --git a/backend/Cargo.lock b/backend/Cargo.lock
index 5dde918..8768958 100644
--- a/backend/Cargo.lock
+++ b/backend/Cargo.lock
@@ -28,6 +28,7 @@ dependencies = [
  "cfg-if",
  "getrandom 0.3.4",
  "once_cell",
+ "serde",
  "version_check",
  "zerocopy",
 ]
@@ -47,6 +48,24 @@ version = "0.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "250f629c0161ad8107cf89319e990051fae62832fd343083bea452d93e2205fd"
 
+[[package]]
+name = "aligned"
+version = "0.4.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ee4508988c62edf04abd8d92897fca0c2995d907ce1dfeaf369dac3716a40685"
+dependencies = [
+ "as-slice",
+]
+
+[[package]]
+name = "aligned-vec"
+version = "0.6.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dc890384c8602f339876ded803c97ad529f3842aba97f6392b3dba0dd171769b"
+dependencies = [
+ "equator",
+]
+
 [[package]]
 name = "alloc-no-stdlib"
 version = "2.0.4"
@@ -142,6 +161,23 @@ dependencies = [
  "object",
 ]
 
+[[package]]
+name = "arbitrary"
+version = "1.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c3d036a3c4ab069c7b410a2ce876bd74808d2d0888a82667669f8e783a898bf1"
+
+[[package]]
+name = "arg_enum_proc_macro"
+version = "0.3.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0ae92a5119aa49cdbcf6b9f893fe4e1d98b04ccbf82ee0584ad948a44a734dea"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
 [[package]]
 name = "argon2"
 version = "0.5.3"
@@ -160,6 +196,15 @@ version = "0.7.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
+[[package]]
+name = "as-slice"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "516b6b4f0e40d50dcda9365d53964ec74560ad4284da2e7fc97122cd83174516"
+dependencies = [
+ "stable_deref_trait",
+]
+
 [[package]]
 name = "assert-json-diff"
 version = "2.0.2"
@@ -242,6 +287,49 @@ version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8"
 
+[[package]]
+name = "av-scenechange"
+version = "0.14.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0f321d77c20e19b92c39e7471cf986812cbb46659d2af674adc4331ef3f18394"
+dependencies = [
+ "aligned",
+ "anyhow",
+ "arg_enum_proc_macro",
+ "arrayvec",
+ "log",
+ "num-rational",
+ "num-traits",
+ "pastey",
+ "rayon",
+ "thiserror 2.0.18",
+ "v_frame",
+ "y4m",
+]
+
+[[package]]
+name = "av1-grain"
+version = "0.2.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8cfddb07216410377231960af4fcab838eaa12e013417781b78bd95ee22077f8"
+dependencies = [
+ "anyhow",
+ "arrayvec",
+ "log",
+ "nom 8.0.0",
+ "num-rational",
+ "v_frame",
+]
+
+[[package]]
+name = "avif-serialize"
+version = "0.8.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "375082f007bd67184fb9c0374614b29f9aaa604ec301635f72338bb65386a53d"
+dependencies = [
+ "arrayvec",
+]
+
 [[package]]
 name = "axum"
 version = "0.8.8"
@@ -386,6 +474,12 @@ dependencies = [
  "thiserror 1.0.69",
 ]
 
+[[package]]
+name = "base64"
+version = "0.13.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9e1b586273c5702936fe7b7d6896644d8be71e6314cfe09d3167c95f712589e8"
+
 [[package]]
 name = "base64"
 version = "0.22.1"
@@ -412,6 +506,12 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "bit_field"
+version = "0.10.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1e4b40c7323adcfc0a41c4b88143ed58346ff65a288fc144329c5c45e05d70c6"
+
 [[package]]
 name = "bitflags"
 version = "1.3.2"
@@ -427,6 +527,15 @@ dependencies = [
  "serde_core",
 ]
 
+[[package]]
+name = "bitstream-io"
+version = "4.9.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "60d4bd9d1db2c6bdf285e223a7fa369d5ce98ec767dec949c6ca62863ce61757"
+dependencies = [
+ "core2",
+]
+
 [[package]]
 name = "bitvec"
 version = "1.0.1"
@@ -518,6 +627,12 @@ version = "0.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0d75b8252ed252f881d1dc4482ae3c3854df6ee8183c1906bac50ff358f4f89f"
 
+[[package]]
+name = "built"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f4ad8f11f288f48ca24471bbd51ac257aaeaaa07adae295591266b792902ae64"
+
 [[package]]
 name = "bumpalo"
 version = "3.20.2"
@@ -556,12 +671,24 @@ dependencies = [
  "syn 1.0.109",
 ]
 
+[[package]]
+name = "bytemuck"
+version = "1.25.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c8efb64bd706a16a1bdde310ae86b351e4d21550d98d056f22f8a7f7a2183fec"
+
 [[package]]
 name = "byteorder"
 version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1fd0f2584146f6f2ef48085050886acf353beff7305ebd1ae69500e27c67f64b"
 
+[[package]]
+name = "byteorder-lite"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8f1fe948ff07f4bd06c30984e69f5b4899c516a3ef74f34df92a2df2ab535495"
+
 [[package]]
 name = "bytes"
 version = "1.11.1"
@@ -574,6 +701,15 @@ version = "2.3.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6bd91ee7b2422bcb158d90ef4d14f75ef67f340943fc4149891dcce8f8b972a3"
 
+[[package]]
+name = "castaway"
+version = "0.2.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dec551ab6e7578819132c713a93c022a05d60159dc86e7a7050223577484c55a"
+dependencies = [
+ "rustversion",
+]
+
 [[package]]
 name = "cc"
 version = "1.2.57"
@@ -695,6 +831,12 @@ version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c8d4a3bb8b1e0c1050499d1815f5ab16d04f0959b233085fb31653fbfc9d98f9"
 
+[[package]]
+name = "color_quant"
+version = "1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3d7b894f5411737b7867f4827955924d7c254fc9f4d91a6aad6b097804b1018b"
+
 [[package]]
 name = "colorchoice"
 version = "1.0.5"
@@ -734,6 +876,21 @@ dependencies = [
  "tokio-util",
 ]
 
+[[package]]
+name = "compact_str"
+version = "0.9.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3fdb1325a1cece981e8a296ab8f0f9b63ae357bd0784a9faaf548cc7b480707a"
+dependencies = [
+ "castaway",
+ "cfg-if",
+ "itoa",
+ "rustversion",
+ "ryu",
+ "serde",
+ "static_assertions",
+]
+
 [[package]]
 name = "compression-codecs"
 version = "0.4.37"
@@ -763,6 +920,19 @@ dependencies = [
  "crossbeam-utils",
 ]
 
+[[package]]
+name = "console"
+version = "0.15.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "054ccb5b10f9f2cbf51eb355ca1d05c2d279ce1804688d0db74b4733a5aeafd8"
+dependencies = [
+ "encode_unicode",
+ "libc",
+ "once_cell",
+ "unicode-width",
+ "windows-sys 0.59.0",
+]
+
 [[package]]
 name = "console"
 version = "0.16.3"
@@ -791,12 +961,41 @@ dependencies = [
  "version_check",
 ]
 
+[[package]]
+name = "core-foundation"
+version = "0.9.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "91e195e091a93c46f7102ec7818a2aa394e1e1771c3ab4825963fa03e45afb8f"
+dependencies = [
+ "core-foundation-sys",
+ "libc",
+]
+
+[[package]]
+name = "core-foundation"
+version = "0.10.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b2a6cd9ae233e7f62ba4e9353e81a88df7fc8a5987b8d445b4d90c879bd156f6"
+dependencies = [
+ "core-foundation-sys",
+ "libc",
+]
+
 [[package]]
 name = "core-foundation-sys"
 version = "0.8.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "773648b94d0e5d620f64f280777445740e61fe701025087ec8b57f45c791888b"
 
+[[package]]
+name = "core2"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b49ba7ef1ad6107f8824dbe97de947cbaac53c44e7f9756a1fba0d37c1eec505"
+dependencies = [
+ "memchr",
+]
+
 [[package]]
 name = "cpufeatures"
 version = "0.2.17"
@@ -913,6 +1112,12 @@ dependencies = [
  "regex",
 ]
 
+[[package]]
+name = "crunchy"
+version = "0.2.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "460fbee9c2c2f33933d720630a6a0bac33ba7053db5344fac858d4b8952d77d5"
+
 [[package]]
 name = "crypto-common"
 version = "0.1.7"
@@ -981,6 +1186,15 @@ dependencies = [
  "syn 2.0.117",
 ]
 
+[[package]]
+name = "dary_heap"
+version = "0.3.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "06d2e3287df1c007e74221c49ca10a95d557349e54b3a75dc2fb14712c751f04"
+dependencies = [
+ "serde",
+]
+
 [[package]]
 name = "dashmap"
 version = "6.1.0"
@@ -1002,7 +1216,17 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e7c1832837b905bbfb5101e07cc24c8deddf52f93225eee6ead5f4d63d53ddcb"
 dependencies = [
  "const-oid",
- "pem-rfc7468",
+ "pem-rfc7468 0.7.0",
+ "zeroize",
+]
+
+[[package]]
+name = "der"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "71fd89660b2dc699704064e59e9dba0147b903e85319429e131620d022be411b"
+dependencies = [
+ "pem-rfc7468 1.0.0",
  "zeroize",
 ]
 
@@ -1016,6 +1240,37 @@ dependencies = [
  "serde_core",
 ]
 
+[[package]]
+name = "derive_builder"
+version = "0.20.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "507dfb09ea8b7fa618fcf76e953f4f5e192547945816d5358edffe39f6f94947"
+dependencies = [
+ "derive_builder_macro",
+]
+
+[[package]]
+name = "derive_builder_core"
+version = "0.20.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2d5bcf7b024d6835cfb3d473887cd966994907effbe9227e8c8219824d06c4e8"
+dependencies = [
+ "darling",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
+[[package]]
+name = "derive_builder_macro"
+version = "0.20.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ab63b0e2bf4d5928aff72e83a7dace85d7bba5fe12dcc3c5a572d78caffd3f3c"
+dependencies = [
+ "derive_builder_core",
+ "syn 2.0.117",
+]
+
 [[package]]
 name = "derive_more"
 version = "0.99.20"
@@ -1073,6 +1328,27 @@ dependencies = [
  "subtle",
 ]
 
+[[package]]
+name = "dirs"
+version = "6.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c3e8aa94d75141228480295a7d0e7feb620b1a5ad9f12bc40be62411e38cce4e"
+dependencies = [
+ "dirs-sys",
+]
+
+[[package]]
+name = "dirs-sys"
+version = "0.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e01a3366d27ee9890022452ee61b2b63a67e6f13f58900b651ff5665f0bb1fab"
+dependencies = [
+ "libc",
+ "option-ext",
+ "redox_users",
+ "windows-sys 0.61.2",
+]
+
 [[package]]
 name = "displaydoc"
 version = "0.2.5"
@@ -1147,7 +1423,7 @@ version = "0.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9298e6504d9b9e780ed3f7dfd43a61be8cd0e09eb07f7706a945b0072b6670b6"
 dependencies = [
- "base64",
+ "base64 0.22.1",
  "memchr",
 ]
 
@@ -1181,6 +1457,26 @@ dependencies = [
  "regex",
 ]
 
+[[package]]
+name = "equator"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4711b213838dfee0117e3be6ac926007d7f433d7bbe33595975d4190cb07e6fc"
+dependencies = [
+ "equator-macro",
+]
+
+[[package]]
+name = "equator-macro"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "44f23cf4b44bfce11a86ace86f8a73ffdec849c9fd00a386a53d278bd9e81fb3"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
 [[package]]
 name = "equivalent"
 version = "1.0.2"
@@ -1197,6 +1493,12 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "esaxx-rs"
+version = "0.1.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d817e038c30374a4bcb22f94d0a8a0e216958d4c3dcde369b1439fec4bdda6e6"
+
 [[package]]
 name = "etcetera"
 version = "0.8.0"
@@ -1219,12 +1521,73 @@ dependencies = [
  "pin-project-lite",
 ]
 
+[[package]]
+name = "exr"
+version = "1.74.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4300e043a56aa2cb633c01af81ca8f699a321879a7854d3896a0ba89056363be"
+dependencies = [
+ "bit_field",
+ "half",
+ "lebe",
+ "miniz_oxide",
+ "rayon-core",
+ "smallvec",
+ "zune-inflate",
+]
+
+[[package]]
+name = "fastembed"
+version = "5.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3688aa7e02113db24e0f83aba1edee912f36f515b52cffc9b3c550bbfc3eab87"
+dependencies = [
+ "anyhow",
+ "hf-hub",
+ "image",
+ "ndarray",
+ "ort",
+ "safetensors",
+ "serde",
+ "serde_json",
+ "tokenizers",
+]
+
 [[package]]
 name = "fastrand"
 version = "2.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "37909eebbb50d72f9059c3b6d82c0463f2ff062c9e95845c43a6c9c0355411be"
 
+[[package]]
+name = "fax"
+version = "0.2.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f05de7d48f37cd6730705cbca900770cab77a89f413d23e100ad7fad7795a0ab"
+dependencies = [
+ "fax_derive",
+]
+
+[[package]]
+name = "fax_derive"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a0aca10fb742cb43f9e7bb8467c91aa9bcb8e3ffbc6a6f7389bb93ffc920577d"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
+[[package]]
+name = "fdeflate"
+version = "0.3.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1e6853b52649d4ac5c0bd02320cddc5ba956bdb407c4b75a2c6b75bf51500f8c"
+dependencies = [
+ "simd-adler32",
+]
+
 [[package]]
 name = "find-msvc-tools"
 version = "0.1.9"
@@ -1334,6 +1697,27 @@ version = "0.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d9c4f5dac5e15c24eb999c26181a6ca40b39fe946cbe4c263c7209467bc83af2"
 
+[[package]]
+name = "foldhash"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "77ce24cb58228fbb8aa041425bb1050850ac19177686ea6e0f41a70416f56fdb"
+
+[[package]]
+name = "foreign-types"
+version = "0.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f6f339eb8adc052cd2ca78910fda869aefa38d22d5cb648e6485e4d3fc06f3b1"
+dependencies = [
+ "foreign-types-shared",
+]
+
+[[package]]
+name = "foreign-types-shared"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "00b0228411908ca8685dba7fc2cdd70ec9990a6e753e89b6ac91a84c40fbaf4b"
+
 [[package]]
 name = "form_urlencoded"
 version = "1.2.2"
@@ -1529,9 +1913,11 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "899def5c37c4fd7b2664648c28120ecec138e4d395b459e5ca34f9cce2dd77fd"
 dependencies = [
  "cfg-if",
+ "js-sys",
  "libc",
  "r-efi 5.3.0",
  "wasip2",
+ "wasm-bindgen",
 ]
 
 [[package]]
@@ -1548,6 +1934,16 @@ dependencies = [
  "wasip3",
 ]
 
+[[package]]
+name = "gif"
+version = "0.14.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f5df2ba84018d80c213569363bdcd0c64e6933c67fe4c1d60ecf822971a3c35e"
+dependencies = [
+ "color_quant",
+ "weezl",
+]
+
 [[package]]
 name = "glob"
 version = "0.3.3"
@@ -1590,6 +1986,36 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "h2"
+version = "0.4.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2f44da3a8150a6703ed5d34e164b875fd14c2cdab9af1252a9a1020bde2bdc54"
+dependencies = [
+ "atomic-waker",
+ "bytes",
+ "fnv",
+ "futures-core",
+ "futures-sink",
+ "http",
+ "indexmap",
+ "slab",
+ "tokio",
+ "tokio-util",
+ "tracing",
+]
+
+[[package]]
+name = "half"
+version = "2.7.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6ea2d84b969582b4b1864a92dc5d27cd2b77b622a8d79306834f1be5ba20d84b"
+dependencies = [
+ "cfg-if",
+ "crunchy",
+ "zerocopy",
+]
+
 [[package]]
 name = "hashbrown"
 version = "0.12.3"
@@ -1617,7 +2043,7 @@ checksum = "9229cfe53dfd69f0609a49f65461bd93001ea1ef889cd5529dd176593f5338a1"
 dependencies = [
  "allocator-api2",
  "equivalent",
- "foldhash",
+ "foldhash 0.1.5",
 ]
 
 [[package]]
@@ -1625,6 +2051,13 @@ name = "hashbrown"
 version = "0.16.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "841d1cc9bed7f9236f321df977030373f4a4163ae1a7dbfe1a51a2c1a51d9100"
+dependencies = [
+ "allocator-api2",
+ "equivalent",
+ "foldhash 0.2.0",
+ "serde",
+ "serde_core",
+]
 
 [[package]]
 name = "hashlink"
@@ -1653,6 +2086,27 @@ version = "0.4.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7f24254aa9a54b5c858eaee2f5bccdb46aaf0e486a595ed5fd8f86ba55232a70"
 
+[[package]]
+name = "hf-hub"
+version = "0.4.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "629d8f3bbeda9d148036d6b0de0a3ab947abd08ce90626327fc3547a49d59d97"
+dependencies = [
+ "dirs",
+ "http",
+ "indicatif",
+ "libc",
+ "log",
+ "native-tls",
+ "rand 0.9.2",
+ "reqwest",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.18",
+ "ureq 2.12.1",
+ "windows-sys 0.60.2",
+]
+
 [[package]]
 name = "hkdf"
 version = "0.12.4"
@@ -1671,6 +2125,12 @@ dependencies = [
  "digest",
 ]
 
+[[package]]
+name = "hmac-sha256"
+version = "1.1.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ec9d92d097f4749b64e8cc33d924d9f40a2d4eb91402b458014b781f5733d60f"
+
 [[package]]
 name = "home"
 version = "0.5.12"
@@ -1773,6 +2233,7 @@ dependencies = [
  "bytes",
  "futures-channel",
  "futures-core",
+ "h2",
  "http",
  "http-body",
  "httparse",
@@ -1785,13 +2246,46 @@ dependencies = [
  "want",
 ]
 
+[[package]]
+name = "hyper-rustls"
+version = "0.27.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e3c93eb611681b207e1fe55d5a71ecf91572ec8a6705cdb6857f7d8d5242cf58"
+dependencies = [
+ "http",
+ "hyper",
+ "hyper-util",
+ "rustls",
+ "rustls-pki-types",
+ "tokio",
+ "tokio-rustls",
+ "tower-service",
+ "webpki-roots 1.0.6",
+]
+
+[[package]]
+name = "hyper-tls"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "70206fc6890eaca9fde8a0bf71caa2ddfc9fe045ac9e5c70df101a7dbde866e0"
+dependencies = [
+ "bytes",
+ "http-body-util",
+ "hyper",
+ "hyper-util",
+ "native-tls",
+ "tokio",
+ "tokio-native-tls",
+ "tower-service",
+]
+
 [[package]]
 name = "hyper-util"
 version = "0.1.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "96547c2556ec9d12fb1578c4eaf448b04993e7fb79cbaad930a656880a6bdfa0"
 dependencies = [
- "base64",
+ "base64 0.22.1",
  "bytes",
  "futures-channel",
  "futures-util",
@@ -1803,9 +2297,11 @@ dependencies = [
  "percent-encoding",
  "pin-project-lite",
  "socket2 0.6.3",
+ "system-configuration",
  "tokio",
  "tower-service",
  "tracing",
+ "windows-registry",
 ]
 
 [[package]]
@@ -1962,6 +2458,46 @@ dependencies = [
  "winapi-util",
 ]
 
+[[package]]
+name = "image"
+version = "0.25.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "85ab80394333c02fe689eaf900ab500fbd0c2213da414687ebf995a65d5a6104"
+dependencies = [
+ "bytemuck",
+ "byteorder-lite",
+ "color_quant",
+ "exr",
+ "gif",
+ "image-webp",
+ "moxcms",
+ "num-traits",
+ "png",
+ "qoi",
+ "ravif",
+ "rayon",
+ "rgb",
+ "tiff",
+ "zune-core",
+ "zune-jpeg",
+]
+
+[[package]]
+name = "image-webp"
+version = "0.2.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "525e9ff3e1a4be2fbea1fdf0e98686a6d98b4d8f937e1bf7402245af1909e8c3"
+dependencies = [
+ "byteorder-lite",
+ "quick-error",
+]
+
+[[package]]
+name = "imgref"
+version = "1.12.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e7c5cedc30da3a610cac6b4ba17597bdf7152cf974e8aab3afb3d54455e371c8"
+
 [[package]]
 name = "include_dir"
 version = "0.7.4"
@@ -1993,6 +2529,19 @@ dependencies = [
  "serde_core",
 ]
 
+[[package]]
+name = "indicatif"
+version = "0.17.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "183b3088984b400f4cfac3620d5e076c84da5364016b4f49473de574b2586235"
+dependencies = [
+ "console 0.15.11",
+ "number_prefix",
+ "portable-atomic",
+ "unicode-width",
+ "web-time",
+]
+
 [[package]]
 name = "inherent"
 version = "1.0.13"
@@ -2030,7 +2579,7 @@ version = "1.47.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6f40e41efb5f592d3a0764f818e2f08e5e21c4f368126f74f37c81bd4af7a0c6"
 dependencies = [
- "console",
+ "console 0.16.3",
  "once_cell",
  "pest",
  "pest_derive",
@@ -2040,6 +2589,17 @@ dependencies = [
  "tempfile",
 ]
 
+[[package]]
+name = "interpolate_name"
+version = "0.2.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c34819042dc3d3971c46c2190835914dfbe0c3c13f61449b2997f4e9722dfa60"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
 [[package]]
 name = "intl-memoizer"
 version = "0.5.3"
@@ -2090,6 +2650,15 @@ version = "1.70.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "a6cb138bb79a146c1bd460005623e142ef0181e3d0219cb493e02f7d08a35695"
 
+[[package]]
+name = "itertools"
+version = "0.14.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2b192c782037fadd9cfa75548310488aabdbf3d2da73885b31bd0abd03351285"
+dependencies = [
+ "either",
+]
+
 [[package]]
 name = "itoa"
 version = "1.0.18"
@@ -2122,7 +2691,7 @@ version = "9.3.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5a87cc7a48537badeae96744432de36f4be2b4a34a05a5ef32e9dd8a1c169dde"
 dependencies = [
- "base64",
+ "base64 0.22.1",
  "js-sys",
  "pem",
  "ring",
@@ -2166,6 +2735,12 @@ version = "0.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "09edd9e8b54e49e587e4f6295a7d29c3ea94d469cb40ab8ca70b288248a81db2"
 
+[[package]]
+name = "lebe"
+version = "0.5.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7a79a3332a6609480d7d0c9eab957bca6b455b91bb84e66d19f5ff66294b85b8"
+
 [[package]]
 name = "lettre"
 version = "0.11.19"
@@ -2173,7 +2748,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9e13e10e8818f8b2a60f52cb127041d388b89f3a96a62be9ceaffa22262fef7f"
 dependencies = [
  "async-trait",
- "base64",
+ "base64 0.22.1",
  "chumsky",
  "email-encoding",
  "email_address",
@@ -2201,6 +2776,16 @@ version = "0.2.183"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b5b646652bf6661599e1da8901b3b9522896f01e736bad5f723fe7a3a27f899d"
 
+[[package]]
+name = "libfuzzer-sys"
+version = "0.4.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f12a681b7dd8ce12bff52488013ba614b869148d54dd79836ab85aafdd53f08d"
+dependencies = [
+ "arbitrary",
+ "cc",
+]
+
 [[package]]
 name = "libm"
 version = "0.2.16"
@@ -2340,12 +2925,49 @@ version = "0.4.29"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5e5032e24019045c762d3c0f28f5b6b8bbf38563a65908389bf7978758920897"
 
+[[package]]
+name = "loop9"
+version = "0.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0fae87c125b03c1d2c0150c90365d7d6bcc53fb73a9acaef207d2d065860f062"
+dependencies = [
+ "imgref",
+]
+
+[[package]]
+name = "lru-slab"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "112b39cec0b298b6c1999fee3e31427f74f676e4cb9879ed1a121b43661a4154"
+
+[[package]]
+name = "lzma-rust2"
+version = "0.15.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1670343e58806300d87950e3401e820b519b9384281bbabfb15e3636689ffd69"
+
 [[package]]
 name = "mac"
 version = "0.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c41e0c4fef86961ac6d6f8a82609f55f31b05e4fce149ac5710e439df7619ba4"
 
+[[package]]
+name = "macro_rules_attribute"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "65049d7923698040cd0b1ddcced9b0eb14dd22c5f86ae59c3740eab64a676520"
+dependencies = [
+ "macro_rules_attribute-proc_macro",
+ "paste",
+]
+
+[[package]]
+name = "macro_rules_attribute-proc_macro"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "670fdfda89751bc4a84ac13eaa63e205cf0fd22b4c9a5fbfa085b63c1f1d3a30"
+
 [[package]]
 name = "markup5ever"
 version = "0.14.1"
@@ -2386,6 +3008,26 @@ version = "0.8.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "47e1ffaa40ddd1f3ed91f717a33c8c0ee23fff369e3aa8772b9605cc1d22f4c3"
 
+[[package]]
+name = "matrixmultiply"
+version = "0.3.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a06de3016e9fae57a36fd14dba131fccf49f74b40b7fbdb472f96e361ec71a08"
+dependencies = [
+ "autocfg",
+ "rawpointer",
+]
+
+[[package]]
+name = "maybe-rayon"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8ea1f30cedd69f0a2954655f7188c6a834246d2bcf1e315e2ac40c4b24dc9519"
+dependencies = [
+ "cfg-if",
+ "rayon",
+]
+
 [[package]]
 name = "md-5"
 version = "0.10.6"
@@ -2471,6 +3113,38 @@ dependencies = [
  "uuid",
 ]
 
+[[package]]
+name = "monostate"
+version = "0.1.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3341a273f6c9d5bef1908f17b7267bbab0e95c9bf69a0d4dcf8e9e1b2c76ef67"
+dependencies = [
+ "monostate-impl",
+ "serde",
+ "serde_core",
+]
+
+[[package]]
+name = "monostate-impl"
+version = "0.1.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e4db6d5580af57bf992f59068d4ea26fd518574ff48d7639b255a36f9de6e7e9"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
+[[package]]
+name = "moxcms"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bb85c154ba489f01b25c0d36ae69a87e4a1c73a72631fc6c0eb6dde34a73e44b"
+dependencies = [
+ "num-traits",
+ "pxfm",
+]
+
 [[package]]
 name = "multer"
 version = "3.1.0"
@@ -2488,6 +3162,38 @@ dependencies = [
  "version_check",
 ]
 
+[[package]]
+name = "native-tls"
+version = "0.2.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "465500e14ea162429d264d44189adc38b199b62b1c21eea9f69e4b73cb03bbf2"
+dependencies = [
+ "libc",
+ "log",
+ "openssl",
+ "openssl-probe",
+ "openssl-sys",
+ "schannel",
+ "security-framework",
+ "security-framework-sys",
+ "tempfile",
+]
+
+[[package]]
+name = "ndarray"
+version = "0.17.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "520080814a7a6b4a6e9070823bb24b4531daac8c4627e08ba5de8c5ef2f2752d"
+dependencies = [
+ "matrixmultiply",
+ "num-complex",
+ "num-integer",
+ "num-traits",
+ "portable-atomic",
+ "portable-atomic-util",
+ "rawpointer",
+]
+
 [[package]]
 name = "new_debug_unreachable"
 version = "1.0.6"
@@ -2513,6 +3219,12 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "noop_proc_macro"
+version = "0.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0676bb32a98c1a483ce53e500a81ad9c3d5b3f7c920c28c24e9cb0980d0b5bc8"
+
 [[package]]
 name = "notify"
 version = "8.2.0"
@@ -2575,6 +3287,15 @@ dependencies = [
  "zeroize",
 ]
 
+[[package]]
+name = "num-complex"
+version = "0.4.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "73f88a1307638156682bada9d7604135552957b7818057dcef22705b4d509495"
+dependencies = [
+ "num-traits",
+]
+
 [[package]]
 name = "num-conv"
 version = "0.2.1"
@@ -2612,6 +3333,17 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "num-rational"
+version = "0.4.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f83d14da390562dca69fc84082e73e548e1ad308d24accdedd2720017cb37824"
+dependencies = [
+ "num-bigint",
+ "num-integer",
+ "num-traits",
+]
+
 [[package]]
 name = "num-traits"
 version = "0.2.19"
@@ -2622,6 +3354,12 @@ dependencies = [
  "libm",
 ]
 
+[[package]]
+name = "number_prefix"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "830b246a0e5f20af87141b25c173cd1b609bd7779a4617d6ec582abaf90870f3"
+
 [[package]]
 name = "object"
 version = "0.37.3"
@@ -2643,6 +3381,28 @@ version = "1.70.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "384b8ab6d37215f3c5301a95a4accb5d64aa607f1fcb26a11b5303878451b4fe"
 
+[[package]]
+name = "onig"
+version = "6.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "336b9c63443aceef14bea841b899035ae3abe89b7c486aaf4c5bd8aafedac3f0"
+dependencies = [
+ "bitflags 2.11.0",
+ "libc",
+ "once_cell",
+ "onig_sys",
+]
+
+[[package]]
+name = "onig_sys"
+version = "69.9.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c7f86c6eef3d6df15f23bcfb6af487cbd2fed4e5581d58d5bf1f5f8b7f6727dc"
+dependencies = [
+ "cc",
+ "pkg-config",
+]
+
 [[package]]
 name = "opendal"
 version = "0.54.1"
@@ -2651,7 +3411,7 @@ checksum = "42afda58fa2cf50914402d132cc1caacff116a85d10c72ab2082bb7c50021754"
 dependencies = [
  "anyhow",
  "backon",
- "base64",
+ "base64 0.22.1",
  "bytes",
  "chrono",
  "futures",
@@ -2669,6 +3429,56 @@ dependencies = [
  "uuid",
 ]
 
+[[package]]
+name = "openssl"
+version = "0.10.76"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "951c002c75e16ea2c65b8c7e4d3d51d5530d8dfa7d060b4776828c88cfb18ecf"
+dependencies = [
+ "bitflags 2.11.0",
+ "cfg-if",
+ "foreign-types",
+ "libc",
+ "once_cell",
+ "openssl-macros",
+ "openssl-sys",
+]
+
+[[package]]
+name = "openssl-macros"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a948666b637a0f465e8564c73e89d4dde00d72d4d473cc972f390fc3dcee7d9c"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.117",
+]
+
+[[package]]
+name = "openssl-probe"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7c87def4c32ab89d880effc9e097653c8da5d6ef28e6b539d313baaacfbafcbe"
+
+[[package]]
+name = "openssl-sys"
+version = "0.9.112"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "57d55af3b3e226502be1526dfdba67ab0e9c96fc293004e79576b2b9edb0dbdb"
+dependencies = [
+ "cc",
+ "libc",
+ "pkg-config",
+ "vcpkg",
+]
+
+[[package]]
+name = "option-ext"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "04744f49eae99ab78e0d5c0b603ab218f515ea8cfe5a456d7629ad883a3b6e7d"
+
 [[package]]
 name = "ordered-float"
 version = "4.6.0"
@@ -2678,6 +3488,30 @@ dependencies = [
  "num-traits",
 ]
 
+[[package]]
+name = "ort"
+version = "2.0.0-rc.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4a5df903c0d2c07b56950f1058104ab0c8557159f2741782223704de9be73c3c"
+dependencies = [
+ "ndarray",
+ "ort-sys",
+ "smallvec",
+ "tracing",
+ "ureq 3.3.0",
+]
+
+[[package]]
+name = "ort-sys"
+version = "2.0.0-rc.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "06503bb33f294c5f1ba484011e053bfa6ae227074bdb841e9863492dc5960d4b"
+dependencies = [
+ "hmac-sha256",
+ "lzma-rust2",
+ "ureq 3.3.0",
+]
+
 [[package]]
 name = "os_pipe"
 version = "1.2.3"
@@ -2761,13 +3595,25 @@ dependencies = [
  "subtle",
 ]
 
+[[package]]
+name = "paste"
+version = "1.0.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "57c0d7b74b563b49d38dae00a0c37d4d6de9b432382b2892f0574ddcae73fd0a"
+
+[[package]]
+name = "pastey"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "35fb2e5f958ec131621fdd531e9fc186ed768cbe395337403ae56c17a74c68ec"
+
 [[package]]
 name = "pem"
 version = "3.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1d30c53c26bc5b31a98cd02d20f25a7c8567146caf63ed593a9d87b2775291be"
 dependencies = [
- "base64",
+ "base64 0.22.1",
  "serde_core",
 ]
 
@@ -2780,6 +3626,15 @@ dependencies = [
  "base64ct",
 ]
 
+[[package]]
+name = "pem-rfc7468"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a6305423e0e7738146434843d1694d621cce767262b2a86910beab705e4493d9"
+dependencies = [
+ "base64ct",
+]
+
 [[package]]
 name = "percent-encoding"
 version = "2.3.2"
@@ -2908,7 +3763,7 @@ version = "0.7.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c8ffb9f10fa047879315e6625af03c164b16962a5368d724ed16323b68ace47f"
 dependencies = [
- "der",
+ "der 0.7.10",
  "pkcs8",
  "spki",
 ]
@@ -2919,7 +3774,7 @@ version = "0.10.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f950b2377845cebe5cf8b5165cb3cc1a5e0fa5cfa3e1f7f55707d8fd82e0a7b7"
 dependencies = [
- "der",
+ "der 0.7.10",
  "spki",
 ]
 
@@ -2935,12 +3790,34 @@ version = "0.2.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b4596b6d070b27117e987119b4dac604f3c58cfb0b191112e24771b2faeac1a6"
 
+[[package]]
+name = "png"
+version = "0.18.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "60769b8b31b2a9f263dae2776c37b1b28ae246943cf719eb6946a1db05128a61"
+dependencies = [
+ "bitflags 2.11.0",
+ "crc32fast",
+ "fdeflate",
+ "flate2",
+ "miniz_oxide",
+]
+
 [[package]]
 name = "portable-atomic"
 version = "1.13.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c33a9471896f1c69cecef8d20cbe2f7accd12527ce60845ff44c153bb2a21b49"
 
+[[package]]
+name = "portable-atomic-util"
+version = "0.2.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "091397be61a01d4be58e7841595bd4bfedb15f1cd54977d79b8271e94ed799a3"
+dependencies = [
+ "portable-atomic",
+]
+
 [[package]]
 name = "potential_utf"
 version = "0.1.4"
@@ -3050,6 +3927,25 @@ dependencies = [
  "yansi",
 ]
 
+[[package]]
+name = "profiling"
+version = "1.0.17"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3eb8486b569e12e2c32ad3e204dbaba5e4b5b216e9367044f25f1dba42341773"
+dependencies = [
+ "profiling-procmacros",
+]
+
+[[package]]
+name = "profiling-procmacros"
+version = "1.0.17"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "52717f9a02b6965224f95ca2a81e2e0c5c43baacd28ca057577988930b6c3d5b"
+dependencies = [
+ "quote",
+ "syn 2.0.117",
+]
+
 [[package]]
 name = "psm"
 version = "0.1.30"
@@ -3080,6 +3976,27 @@ dependencies = [
  "syn 1.0.109",
 ]
 
+[[package]]
+name = "pxfm"
+version = "0.1.28"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b5a041e753da8b807c9255f28de81879c78c876392ff2469cde94799b2896b9d"
+
+[[package]]
+name = "qoi"
+version = "0.4.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7f6d64c71eb498fe9eae14ce4ec935c555749aef511cca85b5568910d6e48001"
+dependencies = [
+ "bytemuck",
+]
+
+[[package]]
+name = "quick-error"
+version = "2.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a993555f31e5a609f617c12db6250dedcac1b0a85076912c436e6fc9b2c8e6a3"
+
 [[package]]
 name = "quick-xml"
 version = "0.38.4"
@@ -3090,6 +4007,61 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "quinn"
+version = "0.11.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b9e20a958963c291dc322d98411f541009df2ced7b5a4f2bd52337638cfccf20"
+dependencies = [
+ "bytes",
+ "cfg_aliases",
+ "pin-project-lite",
+ "quinn-proto",
+ "quinn-udp",
+ "rustc-hash",
+ "rustls",
+ "socket2 0.6.3",
+ "thiserror 2.0.18",
+ "tokio",
+ "tracing",
+ "web-time",
+]
+
+[[package]]
+name = "quinn-proto"
+version = "0.11.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f1906b49b0c3bc04b5fe5d86a77925ae6524a19b816ae38ce1e426255f1d8a31"
+dependencies = [
+ "bytes",
+ "getrandom 0.3.4",
+ "lru-slab",
+ "rand 0.9.2",
+ "ring",
+ "rustc-hash",
+ "rustls",
+ "rustls-pki-types",
+ "slab",
+ "thiserror 2.0.18",
+ "tinyvec",
+ "tracing",
+ "web-time",
+]
+
+[[package]]
+name = "quinn-udp"
+version = "0.5.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "addec6a0dcad8a8d96a771f815f0eaf55f9d1805756410b39f5fa81332574cbd"
+dependencies = [
+ "cfg_aliases",
+ "libc",
+ "once_cell",
+ "socket2 0.6.3",
+ "tracing",
+ "windows-sys 0.60.2",
+]
+
 [[package]]
 name = "quote"
 version = "1.0.45"
@@ -3199,6 +4171,93 @@ version = "0.10.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0c8d0fd677905edcbeedbf2edb6494d676f0e98d54d5cf9bda0b061cb8fb8aba"
 
+[[package]]
+name = "rav1e"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "43b6dd56e85d9483277cde964fd1bdb0428de4fec5ebba7540995639a21cb32b"
+dependencies = [
+ "aligned-vec",
+ "arbitrary",
+ "arg_enum_proc_macro",
+ "arrayvec",
+ "av-scenechange",
+ "av1-grain",
+ "bitstream-io",
+ "built",
+ "cfg-if",
+ "interpolate_name",
+ "itertools",
+ "libc",
+ "libfuzzer-sys",
+ "log",
+ "maybe-rayon",
+ "new_debug_unreachable",
+ "noop_proc_macro",
+ "num-derive",
+ "num-traits",
+ "paste",
+ "profiling",
+ "rand 0.9.2",
+ "rand_chacha 0.9.0",
+ "simd_helpers",
+ "thiserror 2.0.18",
+ "v_frame",
+ "wasm-bindgen",
+]
+
+[[package]]
+name = "ravif"
+version = "0.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e52310197d971b0f5be7fe6b57530dcd27beb35c1b013f29d66c1ad73fbbcc45"
+dependencies = [
+ "avif-serialize",
+ "imgref",
+ "loop9",
+ "quick-error",
+ "rav1e",
+ "rayon",
+ "rgb",
+]
+
+[[package]]
+name = "rawpointer"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "60a357793950651c4ed0f3f52338f53b2f809f32d83a07f72909fa13e4c6c1e3"
+
+[[package]]
+name = "rayon"
+version = "1.11.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "368f01d005bf8fd9b1206fb6fa653e6c4a81ceb1466406b81792d87c5677a58f"
+dependencies = [
+ "either",
+ "rayon-core",
+]
+
+[[package]]
+name = "rayon-cond"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2964d0cf57a3e7a06e8183d14a8b527195c706b7983549cd5462d5aa3747438f"
+dependencies = [
+ "either",
+ "itertools",
+ "rayon",
+]
+
+[[package]]
+name = "rayon-core"
+version = "1.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "22e18b0f0062d30d4230b2e85ff77fdfe4326feb054b9783a3460d8435c8ab91"
+dependencies = [
+ "crossbeam-deque",
+ "crossbeam-utils",
+]
+
 [[package]]
 name = "redis"
 version = "0.31.0"
@@ -3239,6 +4298,17 @@ dependencies = [
  "bitflags 2.11.0",
 ]
 
+[[package]]
+name = "redox_users"
+version = "0.5.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a4e608c6638b9c18977b00b475ac1f28d14e84b27d8d42f70e0bf1e3dec127ac"
+dependencies = [
+ "getrandom 0.2.17",
+ "libredox",
+ "thiserror 2.0.18",
+]
+
 [[package]]
 name = "regex"
 version = "1.12.3"
@@ -3289,24 +4359,36 @@ version = "0.12.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "eddd3ca559203180a307f12d114c268abf583f59b03cb906fd0b3ff8646c1147"
 dependencies = [
- "base64",
+ "base64 0.22.1",
  "bytes",
+ "encoding_rs",
+ "futures-channel",
  "futures-core",
  "futures-util",
+ "h2",
  "http",
  "http-body",
  "http-body-util",
  "hyper",
+ "hyper-rustls",
+ "hyper-tls",
  "hyper-util",
  "js-sys",
  "log",
+ "mime",
+ "native-tls",
  "percent-encoding",
  "pin-project-lite",
+ "quinn",
+ "rustls",
+ "rustls-pki-types",
  "serde",
  "serde_json",
  "serde_urlencoded",
  "sync_wrapper",
  "tokio",
+ "tokio-native-tls",
+ "tokio-rustls",
  "tokio-util",
  "tower 0.5.3",
  "tower-http",
@@ -3316,6 +4398,7 @@ dependencies = [
  "wasm-bindgen-futures",
  "wasm-streams",
  "web-sys",
+ "webpki-roots 1.0.6",
 ]
 
 [[package]]
@@ -3327,6 +4410,12 @@ dependencies = [
  "thiserror 2.0.18",
 ]
 
+[[package]]
+name = "rgb"
+version = "0.8.53"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "47b34b781b31e5d73e9fbc8689c70551fd1ade9a19e3e28cfec8580a79290cc4"
+
 [[package]]
 name = "ring"
 version = "0.17.14"
@@ -3519,6 +4608,7 @@ version = "1.14.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "be040f8b0a225e40375822a563fa9524378b9d63112f53e19ffff34df5d33fdd"
 dependencies = [
+ "web-time",
  "zeroize",
 ]
 
@@ -3545,6 +4635,17 @@ version = "1.0.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9774ba4a74de5f7b1c1451ed6cd5285a32eddb5cccb8cc655a4e50009e06477f"
 
+[[package]]
+name = "safetensors"
+version = "0.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "675656c1eabb620b921efea4f9199f97fc86e36dd6ffd1fbbe48d0f59a4987f5"
+dependencies = [
+ "hashbrown 0.16.1",
+ "serde",
+ "serde_json",
+]
+
 [[package]]
 name = "same-file"
 version = "1.0.6"
@@ -3563,6 +4664,15 @@ dependencies = [
  "sdd",
 ]
 
+[[package]]
+name = "schannel"
+version = "0.1.29"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "91c1b7e4904c873ef0710c1f407dde2e6287de2bebc1bbbf7d430bb7cbffd939"
+dependencies = [
+ "windows-sys 0.61.2",
+]
+
 [[package]]
 name = "scopeguard"
 version = "1.2.0"
@@ -3762,6 +4872,29 @@ version = "4.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1c107b6f4780854c8b126e228ea8869f4d7b71260f962fefb57b996b8959ba6b"
 
+[[package]]
+name = "security-framework"
+version = "3.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b7f4bc775c73d9a02cde8bf7b2ec4c9d12743edf609006c7facc23998404cd1d"
+dependencies = [
+ "bitflags 2.11.0",
+ "core-foundation 0.10.1",
+ "core-foundation-sys",
+ "libc",
+ "security-framework-sys",
+]
+
+[[package]]
+name = "security-framework-sys"
+version = "2.17.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6ce2691df843ecc5d231c0b14ece2acc3efb62c0a398c7e1d875f3983ce020e3"
+dependencies = [
+ "core-foundation-sys",
+ "libc",
+]
+
 [[package]]
 name = "selectors"
 version = "0.26.0"
@@ -4055,6 +5188,15 @@ version = "0.3.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "703d5c7ef118737c72f1af64ad2f6f8c5e1921f818cdcb97b8fe6fc69bf66214"
 
+[[package]]
+name = "simd_helpers"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "95890f873bec569a0362c235787f3aca6e1e887302ba4840839bcc6459c42da6"
+dependencies = [
+ "quote",
+]
+
 [[package]]
 name = "simdutf8"
 version = "0.1.5"
@@ -4130,6 +5272,17 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "socks"
+version = "0.3.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f0c3dbbd9ae980613c6dd8e28a9407b50509d3803b57624d5dfe8315218cd58b"
+dependencies = [
+ "byteorder",
+ "libc",
+ "winapi",
+]
+
 [[package]]
 name = "spin"
 version = "0.9.8"
@@ -4146,7 +5299,19 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d91ed6c858b01f942cd56b37a94b3e0a1798290327d1236e4d9cf4eaca44d29d"
 dependencies = [
  "base64ct",
- "der",
+ "der 0.7.10",
+]
+
+[[package]]
+name = "spm_precompiled"
+version = "0.1.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5851699c4033c63636f7ea4cf7b7c1f1bf06d0cc03cfb42e711de5a5c46cf326"
+dependencies = [
+ "base64 0.13.1",
+ "nom 7.1.3",
+ "serde",
+ "unicode-segmentation",
 ]
 
 [[package]]
@@ -4168,7 +5333,7 @@ version = "0.8.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ee6798b1838b6a0f69c007c133b8df5866302197e404e8b6ee8ed3e3a5e68dc6"
 dependencies = [
- "base64",
+ "base64 0.22.1",
  "bigdecimal",
  "bytes",
  "chrono",
@@ -4248,7 +5413,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "aa003f0038df784eb8fecbbac13affe3da23b45194bd57dba231c8f48199c526"
 dependencies = [
  "atoi",
- "base64",
+ "base64 0.22.1",
  "bigdecimal",
  "bitflags 2.11.0",
  "byteorder",
@@ -4295,7 +5460,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "db58fcd5a53cf07c184b154801ff91347e4c30d17a3562a635ff028ad5deda46"
 dependencies = [
  "atoi",
- "base64",
+ "base64 0.22.1",
  "bigdecimal",
  "bitflags 2.11.0",
  "byteorder",
@@ -4479,6 +5644,27 @@ dependencies = [
  "syn 2.0.117",
 ]
 
+[[package]]
+name = "system-configuration"
+version = "0.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a13f3d0daba03132c0aa9767f98351b3488edc2c100cda2d2ec2b04f3d8d3c8b"
+dependencies = [
+ "bitflags 2.11.0",
+ "core-foundation 0.9.4",
+ "system-configuration-sys",
+]
+
+[[package]]
+name = "system-configuration-sys"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8e1d1b10ced5ca923a1fcb8d03e96b8d3268065d724548c0211415ff6ac6bac4"
+dependencies = [
+ "core-foundation-sys",
+ "libc",
+]
+
 [[package]]
 name = "tagptr"
 version = "0.2.0"
@@ -4541,16 +5727,19 @@ dependencies = [
 name = "termi-api"
 version = "0.1.0"
 dependencies = [
+ "async-stream",
  "async-trait",
  "axum",
  "axum-extra",
  "chrono",
+ "fastembed",
  "fluent-templates",
  "include_dir",
  "insta",
  "loco-rs",
  "migration",
  "regex",
+ "reqwest",
  "rstest",
  "sea-orm",
  "serde",
@@ -4615,6 +5804,20 @@ dependencies = [
  "cfg-if",
 ]
 
+[[package]]
+name = "tiff"
+version = "0.11.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b63feaf3343d35b6ca4d50483f94843803b0f51634937cc2ec519fc32232bc52"
+dependencies = [
+ "fax",
+ "flate2",
+ "half",
+ "quick-error",
+ "weezl",
+ "zune-jpeg",
+]
+
 [[package]]
 name = "time"
 version = "0.3.47"
@@ -4672,6 +5875,39 @@ version = "0.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1f3ccbac311fea05f86f61904b462b55fb3df8837a366dfc601a0161d0532f20"
 
+[[package]]
+name = "tokenizers"
+version = "0.22.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b238e22d44a15349529690fb07bd645cf58149a1b1e44d6cb5bd1641ff1a6223"
+dependencies = [
+ "ahash 0.8.12",
+ "aho-corasick",
+ "compact_str",
+ "dary_heap",
+ "derive_builder",
+ "esaxx-rs",
+ "getrandom 0.3.4",
+ "itertools",
+ "log",
+ "macro_rules_attribute",
+ "monostate",
+ "onig",
+ "paste",
+ "rand 0.9.2",
+ "rayon",
+ "rayon-cond",
+ "regex",
+ "regex-syntax",
+ "serde",
+ "serde_json",
+ "spm_precompiled",
+ "thiserror 2.0.18",
+ "unicode-normalization-alignments",
+ "unicode-segmentation",
+ "unicode_categories",
+]
+
 [[package]]
 name = "tokio"
 version = "1.50.0"
@@ -4714,6 +5950,16 @@ dependencies = [
  "syn 2.0.117",
 ]
 
+[[package]]
+name = "tokio-native-tls"
+version = "0.3.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bbae76ab933c85776efabc971569dd6119c580d8f5d448769dec1764bf796ef2"
+dependencies = [
+ "native-tls",
+ "tokio",
+]
+
 [[package]]
 name = "tokio-rustls"
 version = "0.26.4"
@@ -5091,6 +6337,15 @@ dependencies = [
  "tinyvec",
 ]
 
+[[package]]
+name = "unicode-normalization-alignments"
+version = "0.1.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "43f613e4fa046e69818dd287fdc4bc78175ff20331479dab6e1b0f98d57062de"
+dependencies = [
+ "smallvec",
+]
+
 [[package]]
 name = "unicode-properties"
 version = "0.1.4"
@@ -5115,6 +6370,12 @@ version = "0.2.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ebc1c04c71510c7f702b52b7c350734c9ff1295c464a03335b00bb84fc54f853"
 
+[[package]]
+name = "unicode_categories"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "39ec24b3121d976906ece63c9daad25b85969647682eee313cb5779fdd69e14e"
+
 [[package]]
 name = "unsafe-libyaml"
 version = "0.2.11"
@@ -5127,6 +6388,56 @@ version = "0.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8ecb6da28b8a351d773b68d5825ac39017e680750f980f3a1a85cd8dd28a47c1"
 
+[[package]]
+name = "ureq"
+version = "2.12.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "02d1a66277ed75f640d608235660df48c8e3c19f3b4edb6a263315626cc3c01d"
+dependencies = [
+ "base64 0.22.1",
+ "flate2",
+ "log",
+ "native-tls",
+ "once_cell",
+ "rustls",
+ "rustls-pki-types",
+ "serde",
+ "serde_json",
+ "socks",
+ "url",
+ "webpki-roots 0.26.11",
+]
+
+[[package]]
+name = "ureq"
+version = "3.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dea7109cdcd5864d4eeb1b58a1648dc9bf520360d7af16ec26d0a9354bafcfc0"
+dependencies = [
+ "base64 0.22.1",
+ "der 0.8.0",
+ "log",
+ "native-tls",
+ "percent-encoding",
+ "rustls-pki-types",
+ "socks",
+ "ureq-proto",
+ "utf8-zero",
+ "webpki-root-certs",
+]
+
+[[package]]
+name = "ureq-proto"
+version = "0.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e994ba84b0bd1b1b0cf92878b7ef898a5c1760108fe7b6010327e274917a808c"
+dependencies = [
+ "base64 0.22.1",
+ "http",
+ "httparse",
+ "log",
+]
+
 [[package]]
 name = "url"
 version = "2.5.8"
@@ -5151,6 +6462,12 @@ version = "0.1.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1292c0d970b54115d14f2492fe0170adf21d68a1de108eebc51c1df4f346a091"
 
+[[package]]
+name = "utf8-zero"
+version = "0.8.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b8c0a043c9540bae7c578c88f91dda8bd82e59ae27c21baca69c8b191aaf5a6e"
+
 [[package]]
 name = "utf8_iter"
 version = "1.0.4"
@@ -5176,6 +6493,17 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "v_frame"
+version = "0.3.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "666b7727c8875d6ab5db9533418d7c764233ac9c0cff1d469aec8fa127597be2"
+dependencies = [
+ "aligned-vec",
+ "num-traits",
+ "wasm-bindgen",
+]
+
 [[package]]
 name = "validator"
 version = "0.20.0"
@@ -5399,6 +6727,15 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "webpki-root-certs"
+version = "1.0.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "804f18a4ac2676ffb4e8b5b5fa9ae38af06df08162314f96a68d2a363e21a8ca"
+dependencies = [
+ "rustls-pki-types",
+]
+
 [[package]]
 name = "webpki-roots"
 version = "0.26.11"
@@ -5417,6 +6754,12 @@ dependencies = [
  "rustls-pki-types",
 ]
 
+[[package]]
+name = "weezl"
+version = "0.1.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a28ac98ddc8b9274cb41bb4d9d4d5c425b6020c50c46f25559911905610b4a88"
+
 [[package]]
 name = "whoami"
 version = "1.6.1"
@@ -5427,6 +6770,22 @@ dependencies = [
  "wasite",
 ]
 
+[[package]]
+name = "winapi"
+version = "0.3.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5c839a674fcd7a98952e593242ea400abe93992746761e38641405d28b00f419"
+dependencies = [
+ "winapi-i686-pc-windows-gnu",
+ "winapi-x86_64-pc-windows-gnu",
+]
+
+[[package]]
+name = "winapi-i686-pc-windows-gnu"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ac3b87c63620426dd9b991e5ce0329eff545bccbbb34f3be09ff6fb6ab51b7b6"
+
 [[package]]
 name = "winapi-util"
 version = "0.1.11"
@@ -5436,6 +6795,12 @@ dependencies = [
  "windows-sys 0.61.2",
 ]
 
+[[package]]
+name = "winapi-x86_64-pc-windows-gnu"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"
+
 [[package]]
 name = "windows-core"
 version = "0.62.2"
@@ -5477,6 +6842,17 @@ version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
 
+[[package]]
+name = "windows-registry"
+version = "0.6.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "02752bf7fbdcce7f2a27a742f798510f3e5ad88dbe84871e5168e2120c3d5720"
+dependencies = [
+ "windows-link",
+ "windows-result",
+ "windows-strings",
+]
+
 [[package]]
 name = "windows-result"
 version = "0.4.1"
@@ -5847,6 +7223,12 @@ dependencies = [
  "tap",
 ]
 
+[[package]]
+name = "y4m"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7a5a4b21e1a62b67a2970e6831bc091d7b87e119e7f9791aef9702e3bef04448"
+
 [[package]]
 name = "yansi"
 version = "1.0.1"
@@ -5990,3 +7372,27 @@ dependencies = [
  "cc",
  "pkg-config",
 ]
+
+[[package]]
+name = "zune-core"
+version = "0.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cb8a0807f7c01457d0379ba880ba6322660448ddebc890ce29bb64da71fb40f9"
+
+[[package]]
+name = "zune-inflate"
+version = "0.2.54"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "73ab332fe2f6680068f3582b16a24f90ad7096d5d39b974d1c0aff0125116f02"
+dependencies = [
+ "simd-adler32",
+]
+
+[[package]]
+name = "zune-jpeg"
+version = "0.5.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "27bc9d5b815bc103f142aa054f561d9187d191692ec7c2d1e2b4737f8dbd7296"
+dependencies = [
+ "zune-core",
+]
diff --git a/backend/Cargo.toml b/backend/Cargo.toml
index f5b31e9..b43851b 100644
--- a/backend/Cargo.toml
+++ b/backend/Cargo.toml
@@ -42,6 +42,9 @@ unic-langid = { version = "0.9" }
 # /view engine
 axum-extra = { version = "0.10", features = ["form"] }
 tower-http = { version = "0.6", features = ["cors"] }
+reqwest = { version = "0.12", default-features = false, features = ["blocking", "json", "rustls-tls"] }
+fastembed = "5.1"
+async-stream = "0.3"
 
 [[bin]]
 name = "termi_api-cli"
diff --git a/backend/assets/views/admin/base.html b/backend/assets/views/admin/base.html
index f5652f2..f189df0 100644
--- a/backend/assets/views/admin/base.html
+++ b/backend/assets/views/admin/base.html
@@ -47,7 +47,8 @@
 
         button,
         input,
-        textarea {
+        textarea,
+        select {
             font: inherit;
         }
 
@@ -455,7 +456,8 @@
         }
 
         .field input,
-        .field textarea {
+        .field textarea,
+        .field select {
             width: 100%;
             border: 1px solid var(--line);
             border-radius: 14px;
@@ -676,6 +678,27 @@
 
             location.reload();
         }
+
+        async function adminDelete(url, successMessage) {
+            const confirmed = confirm("确认删除这条记录吗？此操作无法撤销。");
+            if (!confirmed) {
+                return;
+            }
+
+            const response = await fetch(url, {
+                method: "DELETE"
+            });
+
+            if (!response.ok) {
+                throw new Error(await response.text() || "request failed");
+            }
+
+            if (successMessage) {
+                alert(successMessage);
+            }
+
+            location.reload();
+        }
     </script>
     {% block page_scripts %}{% endblock %}
 </body>
diff --git a/backend/assets/views/admin/comments.html b/backend/assets/views/admin/comments.html
index dd925a4..45bddeb 100644
--- a/backend/assets/views/admin/comments.html
+++ b/backend/assets/views/admin/comments.html
@@ -1,11 +1,74 @@
 {% extends "admin/base.html" %}
 
 {% block main_content %}
+<section class="form-panel">
+    <div class="table-head">
+        <div>
+            <h2>评论筛选</h2>
+            <div class="table-note">按 scope、审核状态、文章 slug 或关键词快速定位评论，尤其适合处理段落评论和垃圾留言。</div>
+        </div>
+    </div>
+
+    <form method="get" action="/admin/comments" class="inline-form compact">
+        <div class="compact-grid">
+            <div class="field">
+                <label for="scope">评论类型</label>
+                <select id="scope" name="scope">
+                    <option value="" {% if filters.scope == "" %}selected{% endif %}>全部</option>
+                    <option value="article" {% if filters.scope == "article" %}selected{% endif %}>全文评论</option>
+                    <option value="paragraph" {% if filters.scope == "paragraph" %}selected{% endif %}>段落评论</option>
+                </select>
+            </div>
+
+            <div class="field">
+                <label for="approved">审核状态</label>
+                <select id="approved" name="approved">
+                    <option value="" {% if filters.approved == "" %}selected{% endif %}>全部</option>
+                    <option value="true" {% if filters.approved == "true" %}selected{% endif %}>已审核</option>
+                    <option value="false" {% if filters.approved == "false" %}selected{% endif %}>待审核</option>
+                </select>
+            </div>
+
+            <div class="field">
+                <label for="post_slug">文章</label>
+                <select id="post_slug" name="post_slug">
+                    <option value="" {% if filters.post_slug == "" %}selected{% endif %}>全部文章</option>
+                    {% for slug in post_options %}
+                    <option value="{{ slug }}" {% if filters.post_slug == slug %}selected{% endif %}>{{ slug }}</option>
+                    {% endfor %}
+                </select>
+            </div>
+
+            <div class="field">
+                <label for="q">关键词</label>
+                <input
+                    id="q"
+                    type="text"
+                    name="q"
+                    value="{{ filters.q }}"
+                    placeholder="作者 / 内容 / 段落 key"
+                />
+            </div>
+        </div>
+
+        <div class="compact-actions">
+            <button type="submit" class="btn btn-primary">应用筛选</button>
+            <a href="/admin/comments" class="btn btn-ghost">清空</a>
+        </div>
+    </form>
+
+    <div class="inline-links" style="margin-top: 14px;">
+        {% for stat in stats %}
+        <span class="chip">{{ stat.label }} · {{ stat.value }}</span>
+        {% endfor %}
+    </div>
+</section>
+
 <section class="table-panel">
     <div class="table-head">
         <div>
             <h2>评论队列</h2>
-            <div class="table-note">处理前台真实评论，并能一键跳到对应文章页核对展示。</div>
+            <div class="table-note">处理前台真实评论，并能一键跳到对应文章或段落核对上下文。</div>
         </div>
     </div>
 
@@ -16,7 +79,7 @@
                 <tr>
                     <th>ID</th>
                     <th>作者 / 文章</th>
-                    <th>内容</th>
+                    <th>内容与上下文</th>
                     <th>状态</th>
                     <th>时间</th>
                     <th>操作</th>
@@ -30,12 +93,32 @@
                         <div class="item-title">
                             <strong>{{ row.author }}</strong>
                             <span class="item-meta">{{ row.post_slug }}</span>
+                            {% if row.scope == "paragraph" %}
+                            <span class="badge badge-warning">{{ row.scope_label }}</span>
+                            {% else %}
+                            <span class="badge">{{ row.scope_label }}</span>
+                            {% endif %}
                             {% if row.frontend_url %}
-                            <a href="{{ row.frontend_url }}" class="inline-link" target="_blank" rel="noreferrer noopener">跳到前台文章</a>
+                            <a href="{{ row.frontend_url }}" class="inline-link" target="_blank" rel="noreferrer noopener">
+                                {% if row.scope == "paragraph" %}跳到前台段落{% else %}跳到前台文章{% endif %}
+                            </a>
+                            {% endif %}
+                        </div>
+                    </td>
+                    <td>
+                        <div class="item-title">
+                            <strong>{{ row.content }}</strong>
+                            {% if row.reply_target != "-" %}
+                            <span class="item-meta">回复目标：{{ row.reply_target }}</span>
+                            {% endif %}
+                            {% if row.scope == "paragraph" and row.paragraph_excerpt != "-" %}
+                            <span class="item-meta">段落上下文：{{ row.paragraph_excerpt }}</span>
+                            {% endif %}
+                            {% if row.scope == "paragraph" and row.paragraph_key != "-" %}
+                            <span class="item-meta">段落 key：{{ row.paragraph_key }}</span>
                             {% endif %}
                         </div>
                     </td>
-                    <td>{{ row.content }}</td>
                     <td>
                         {% if row.approved %}
                         <span class="badge badge-success">已审核</span>
@@ -48,6 +131,7 @@
                         <div class="actions">
                             <button class="btn btn-success" onclick='adminPatch("{{ row.api_url }}", {"approved": true}, "评论状态已更新")'>通过</button>
                             <button class="btn btn-warning" onclick='adminPatch("{{ row.api_url }}", {"approved": false}, "评论状态已更新")'>待审</button>
+                            <button class="btn btn-danger" onclick='adminDelete("{{ row.api_url }}", "评论已删除")'>删除</button>
                             <a href="{{ row.api_url }}" class="btn btn-ghost" target="_blank" rel="noreferrer noopener">API</a>
                         </div>
                     </td>
@@ -57,7 +141,7 @@
         </table>
     </div>
     {% else %}
-    <div class="empty">暂无评论数据。</div>
+    <div class="empty">当前筛选条件下暂无评论数据。</div>
     {% endif %}
 </section>
 {% endblock %}
diff --git a/backend/assets/views/admin/site_settings.html b/backend/assets/views/admin/site_settings.html
index 1f5cdbe..7722505 100644
--- a/backend/assets/views/admin/site_settings.html
+++ b/backend/assets/views/admin/site_settings.html
@@ -5,7 +5,7 @@
     <div class="table-head">
         <div>
             <h2>站点资料</h2>
-            <div class="table-note">保存后首页、关于页、页脚和友链页中的本站信息会直接读取这里的配置。</div>
+            <div class="table-note">保存后首页、关于页、页脚和友链页中的本站信息会直接读取这里的配置。AI 问答也在这里统一开启和配置。</div>
         </div>
     </div>
 
@@ -74,11 +74,54 @@
             <label>技术栈（每行一个）</label>
             <textarea name="tech_stack">{{ form.tech_stack }}</textarea>
         </div>
+
+        <div class="field field-wide" style="border-top: 1px solid rgba(148, 163, 184, 0.18); padding-top: 18px; margin-top: 10px;">
+            <label style="display:flex; align-items:center; gap:10px;">
+                <input type="checkbox" name="ai_enabled" {% if form.ai_enabled %}checked{% endif %}>
+                <span>启用前台 AI 问答</span>
+            </label>
+            <div class="field-hint">关闭后，前台导航不会显示 AI 页面，公开接口也不会对外提供回答。Embedding 已改为后端本地生成，并使用 PostgreSQL 的 pgvector 存储与检索。</div>
+        </div>
+        <div class="field">
+            <label>聊天 Provider</label>
+            <input name="ai_provider" value="{{ form.ai_provider }}" placeholder="newapi">
+        </div>
+        <div class="field">
+            <label>聊天 API Base</label>
+            <input name="ai_api_base" value="{{ form.ai_api_base }}" placeholder="http://localhost:8317/v1">
+        </div>
         <div class="field field-wide">
+            <label>聊天 API Key</label>
+            <input name="ai_api_key" value="{{ form.ai_api_key }}" placeholder="your-api-key-1">
+            <div class="field-hint">这里只保存在后端数据库里，前台公开接口不会返回这个字段。当前默认接入本地 NewAPI 网关，未配置时前台仍可做本地检索，但不会生成完整聊天回答。</div>
+        </div>
+        <div class="field">
+            <label>聊天模型</label>
+            <input name="ai_chat_model" value="{{ form.ai_chat_model }}" placeholder="gpt-5.4">
+        </div>
+        <div class="field">
+            <label>本地 Embedding</label>
+            <input value="{{ form.ai_local_embedding }}" disabled>
+        </div>
+        <div class="field">
+            <label>Top K</label>
+            <input type="number" min="1" max="12" name="ai_top_k" value="{{ form.ai_top_k }}">
+        </div>
+        <div class="field">
+            <label>Chunk Size</label>
+            <input type="number" min="400" max="4000" step="50" name="ai_chunk_size" value="{{ form.ai_chunk_size }}">
+        </div>
+        <div class="field field-wide">
+            <label>系统提示词</label>
+            <textarea name="ai_system_prompt">{{ form.ai_system_prompt }}</textarea>
+        </div>
+        <div class="field field-wide">
+            <div class="table-note">AI 索引状态：已索引 {{ form.ai_chunks_count }} 个片段，最近建立时间 {{ form.ai_last_indexed_at }}。</div>
             <div class="actions">
                 <button type="submit" class="btn btn-primary">保存设置</button>
+                <button type="button" id="reindex-btn" class="btn">重建 AI 索引</button>
             </div>
-            <div class="field-hint" style="margin-top: 10px;">保存后可直接点击顶部“预览首页 / 预览关于页 / 预览友链页”确认前台展示。</div>
+            <div class="field-hint" style="margin-top: 10px;">文章内容变化后建议手动重建一次 AI 索引。本地 embedding 使用后端内置 `fastembed` 生成，向量会写入 PostgreSQL 的 `pgvector` 列，并通过 HNSW 索引做相似度检索；聊天回答默认走 `newapi -> /responses -> gpt-5.4`。</div>
             <div id="notice" class="notice"></div>
         </div>
     </form>
@@ -89,12 +132,18 @@
 <script>
     const form = document.getElementById("site-settings-form");
     const notice = document.getElementById("notice");
+    const reindexBtn = document.getElementById("reindex-btn");
 
     function showNotice(message, kind) {
         notice.textContent = message;
         notice.className = "notice show " + (kind === "success" ? "notice-success" : "notice-error");
     }
 
+    function numericOrNull(value) {
+        const parsed = Number(value);
+        return Number.isFinite(parsed) ? parsed : null;
+    }
+
     form?.addEventListener("submit", async (event) => {
         event.preventDefault();
 
@@ -118,7 +167,15 @@
             techStack: String(data.get("tech_stack") || "")
                 .split("\n")
                 .map((item) => item.trim())
-                .filter(Boolean)
+                .filter(Boolean),
+            aiEnabled: data.get("ai_enabled") === "on",
+            aiProvider: data.get("ai_provider"),
+            aiApiBase: data.get("ai_api_base"),
+            aiApiKey: data.get("ai_api_key"),
+            aiChatModel: data.get("ai_chat_model"),
+            aiTopK: numericOrNull(data.get("ai_top_k")),
+            aiChunkSize: numericOrNull(data.get("ai_chunk_size")),
+            aiSystemPrompt: data.get("ai_system_prompt")
         };
 
         try {
@@ -134,10 +191,34 @@
                 throw new Error(await response.text() || "save failed");
             }
 
-            showNotice("站点信息已保存。", "success");
+            showNotice("站点信息与 AI 配置已保存。", "success");
         } catch (error) {
             showNotice("保存失败：" + (error?.message || "unknown error"), "error");
         }
     });
+
+    reindexBtn?.addEventListener("click", async () => {
+        reindexBtn.disabled = true;
+        reindexBtn.textContent = "正在重建...";
+
+        try {
+            const response = await fetch("/api/ai/reindex", {
+                method: "POST"
+            });
+
+            if (!response.ok) {
+                throw new Error(await response.text() || "reindex failed");
+            }
+
+            const data = await response.json();
+            showNotice(`AI 索引已重建，当前共有 ${data.indexed_chunks} 个片段。`, "success");
+            window.setTimeout(() => window.location.reload(), 900);
+        } catch (error) {
+            showNotice("重建失败：" + (error?.message || "unknown error"), "error");
+        } finally {
+            reindexBtn.disabled = false;
+            reindexBtn.textContent = "重建 AI 索引";
+        }
+    });
 </script>
 {% endblock %}
diff --git a/backend/migration/src/lib.rs b/backend/migration/src/lib.rs
index 93cf863..6d93c6a 100644
--- a/backend/migration/src/lib.rs
+++ b/backend/migration/src/lib.rs
@@ -13,6 +13,10 @@ mod m20260328_000002_create_site_settings;
 mod m20260328_000003_add_site_url_to_site_settings;
 mod m20260328_000004_add_posts_search_index;
 mod m20260328_000005_categories;
+mod m20260328_000006_add_ai_to_site_settings;
+mod m20260328_000007_create_ai_chunks;
+mod m20260328_000008_enable_pgvector_for_ai_chunks;
+mod m20260328_000009_add_paragraph_comments;
 pub struct Migrator;
 
 #[async_trait::async_trait]
@@ -30,6 +34,10 @@ impl MigratorTrait for Migrator {
             Box::new(m20260328_000003_add_site_url_to_site_settings::Migration),
             Box::new(m20260328_000004_add_posts_search_index::Migration),
             Box::new(m20260328_000005_categories::Migration),
+            Box::new(m20260328_000006_add_ai_to_site_settings::Migration),
+            Box::new(m20260328_000007_create_ai_chunks::Migration),
+            Box::new(m20260328_000008_enable_pgvector_for_ai_chunks::Migration),
+            Box::new(m20260328_000009_add_paragraph_comments::Migration),
             // inject-above (do not remove this comment)
         ]
     }
diff --git a/backend/migration/src/m20260328_000006_add_ai_to_site_settings.rs b/backend/migration/src/m20260328_000006_add_ai_to_site_settings.rs
new file mode 100644
index 0000000..a6349f1
--- /dev/null
+++ b/backend/migration/src/m20260328_000006_add_ai_to_site_settings.rs
@@ -0,0 +1,175 @@
+use sea_orm_migration::prelude::*;
+
+#[derive(DeriveMigrationName)]
+pub struct Migration;
+
+#[async_trait::async_trait]
+impl MigrationTrait for Migration {
+    async fn up(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        let table = Alias::new("site_settings");
+
+        if !manager.has_column("site_settings", "ai_enabled").await? {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(
+                            ColumnDef::new(Alias::new("ai_enabled"))
+                                .boolean()
+                                .null()
+                                .default(false),
+                        )
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager.has_column("site_settings", "ai_provider").await? {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(ColumnDef::new(Alias::new("ai_provider")).string().null())
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager.has_column("site_settings", "ai_api_base").await? {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(ColumnDef::new(Alias::new("ai_api_base")).string().null())
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager.has_column("site_settings", "ai_api_key").await? {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(ColumnDef::new(Alias::new("ai_api_key")).text().null())
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager.has_column("site_settings", "ai_chat_model").await? {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(ColumnDef::new(Alias::new("ai_chat_model")).string().null())
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager
+            .has_column("site_settings", "ai_embedding_model")
+            .await?
+        {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(
+                            ColumnDef::new(Alias::new("ai_embedding_model"))
+                                .string()
+                                .null(),
+                        )
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager
+            .has_column("site_settings", "ai_system_prompt")
+            .await?
+        {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(ColumnDef::new(Alias::new("ai_system_prompt")).text().null())
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager.has_column("site_settings", "ai_top_k").await? {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(ColumnDef::new(Alias::new("ai_top_k")).integer().null())
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager.has_column("site_settings", "ai_chunk_size").await? {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(ColumnDef::new(Alias::new("ai_chunk_size")).integer().null())
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager
+            .has_column("site_settings", "ai_last_indexed_at")
+            .await?
+        {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table)
+                        .add_column(
+                            ColumnDef::new(Alias::new("ai_last_indexed_at"))
+                                .timestamp_with_time_zone()
+                                .null(),
+                        )
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        Ok(())
+    }
+
+    async fn down(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        let table = Alias::new("site_settings");
+
+        for column in [
+            "ai_last_indexed_at",
+            "ai_chunk_size",
+            "ai_top_k",
+            "ai_system_prompt",
+            "ai_embedding_model",
+            "ai_chat_model",
+            "ai_api_key",
+            "ai_api_base",
+            "ai_provider",
+            "ai_enabled",
+        ] {
+            if manager.has_column("site_settings", column).await? {
+                manager
+                    .alter_table(
+                        Table::alter()
+                            .table(table.clone())
+                            .drop_column(Alias::new(column))
+                            .to_owned(),
+                    )
+                    .await?;
+            }
+        }
+
+        Ok(())
+    }
+}
diff --git a/backend/migration/src/m20260328_000007_create_ai_chunks.rs b/backend/migration/src/m20260328_000007_create_ai_chunks.rs
new file mode 100644
index 0000000..89f6188
--- /dev/null
+++ b/backend/migration/src/m20260328_000007_create_ai_chunks.rs
@@ -0,0 +1,33 @@
+use loco_rs::schema::*;
+use sea_orm_migration::prelude::*;
+
+#[derive(DeriveMigrationName)]
+pub struct Migration;
+
+#[async_trait::async_trait]
+impl MigrationTrait for Migration {
+    async fn up(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        create_table(
+            manager,
+            "ai_chunks",
+            &[
+                ("id", ColType::PkAuto),
+                ("source_slug", ColType::String),
+                ("source_title", ColType::StringNull),
+                ("source_path", ColType::StringNull),
+                ("source_type", ColType::String),
+                ("chunk_index", ColType::Integer),
+                ("content", ColType::Text),
+                ("content_preview", ColType::StringNull),
+                ("embedding", ColType::JsonBinaryNull),
+                ("word_count", ColType::IntegerNull),
+            ],
+            &[],
+        )
+        .await
+    }
+
+    async fn down(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        drop_table(manager, "ai_chunks").await
+    }
+}
diff --git a/backend/migration/src/m20260328_000008_enable_pgvector_for_ai_chunks.rs b/backend/migration/src/m20260328_000008_enable_pgvector_for_ai_chunks.rs
new file mode 100644
index 0000000..a1d74b1
--- /dev/null
+++ b/backend/migration/src/m20260328_000008_enable_pgvector_for_ai_chunks.rs
@@ -0,0 +1,69 @@
+use sea_orm_migration::prelude::*;
+
+#[derive(DeriveMigrationName)]
+pub struct Migration;
+
+const AI_CHUNKS_TABLE: &str = "ai_chunks";
+const VECTOR_INDEX_NAME: &str = "idx_ai_chunks_embedding_hnsw";
+const EMBEDDING_DIMENSION: i32 = 384;
+
+#[async_trait::async_trait]
+impl MigrationTrait for Migration {
+    async fn up(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        manager
+            .get_connection()
+            .execute_unprepared("CREATE EXTENSION IF NOT EXISTS vector")
+            .await?;
+
+        if manager.has_column(AI_CHUNKS_TABLE, "embedding").await? {
+            manager
+                .get_connection()
+                .execute_unprepared("ALTER TABLE ai_chunks DROP COLUMN embedding")
+                .await?;
+        }
+
+        if !manager.has_column(AI_CHUNKS_TABLE, "embedding").await? {
+            manager
+                .get_connection()
+                .execute_unprepared(&format!(
+                    "ALTER TABLE ai_chunks ADD COLUMN embedding vector({EMBEDDING_DIMENSION})"
+                ))
+                .await?;
+        }
+
+        manager
+            .get_connection()
+            .execute_unprepared("TRUNCATE TABLE ai_chunks RESTART IDENTITY")
+            .await?;
+
+        manager
+            .get_connection()
+            .execute_unprepared(&format!(
+                "CREATE INDEX IF NOT EXISTS {VECTOR_INDEX_NAME} ON ai_chunks USING hnsw (embedding vector_cosine_ops)"
+            ))
+            .await?;
+
+        Ok(())
+    }
+
+    async fn down(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        manager
+            .get_connection()
+            .execute_unprepared(&format!("DROP INDEX IF EXISTS {VECTOR_INDEX_NAME}"))
+            .await?;
+
+        if manager.has_column(AI_CHUNKS_TABLE, "embedding").await? {
+            manager
+                .get_connection()
+                .execute_unprepared("ALTER TABLE ai_chunks DROP COLUMN embedding")
+                .await?;
+        }
+
+        manager
+            .get_connection()
+            .execute_unprepared("ALTER TABLE ai_chunks ADD COLUMN embedding jsonb")
+            .await?;
+
+        Ok(())
+    }
+}
diff --git a/backend/migration/src/m20260328_000009_add_paragraph_comments.rs b/backend/migration/src/m20260328_000009_add_paragraph_comments.rs
new file mode 100644
index 0000000..73ef7b4
--- /dev/null
+++ b/backend/migration/src/m20260328_000009_add_paragraph_comments.rs
@@ -0,0 +1,109 @@
+use sea_orm_migration::prelude::*;
+
+#[derive(DeriveMigrationName)]
+pub struct Migration;
+
+const TABLE: &str = "comments";
+
+#[async_trait::async_trait]
+impl MigrationTrait for Migration {
+    async fn up(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        let table = Alias::new(TABLE);
+
+        if !manager.has_column(TABLE, "scope").await? {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(
+                            ColumnDef::new(Alias::new("scope"))
+                                .string()
+                                .not_null()
+                                .default("article"),
+                        )
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager.has_column(TABLE, "paragraph_key").await? {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(ColumnDef::new(Alias::new("paragraph_key")).string().null())
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager.has_column(TABLE, "paragraph_excerpt").await? {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(ColumnDef::new(Alias::new("paragraph_excerpt")).string().null())
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        if !manager.has_column(TABLE, "reply_to_comment_id").await? {
+            manager
+                .alter_table(
+                    Table::alter()
+                        .table(table.clone())
+                        .add_column(
+                            ColumnDef::new(Alias::new("reply_to_comment_id"))
+                                .integer()
+                                .null(),
+                        )
+                        .to_owned(),
+                )
+                .await?;
+        }
+
+        manager
+            .get_connection()
+            .execute_unprepared(
+                "UPDATE comments SET scope = 'article' WHERE scope IS NULL OR trim(scope) = ''",
+            )
+            .await?;
+
+        manager
+            .get_connection()
+            .execute_unprepared(
+                "CREATE INDEX IF NOT EXISTS idx_comments_post_scope_paragraph ON comments (post_slug, scope, paragraph_key)",
+            )
+            .await?;
+
+        Ok(())
+    }
+
+    async fn down(&self, manager: &SchemaManager) -> Result<(), DbErr> {
+        manager
+            .get_connection()
+            .execute_unprepared("DROP INDEX IF EXISTS idx_comments_post_scope_paragraph")
+            .await?;
+
+        for column in [
+            "reply_to_comment_id",
+            "paragraph_excerpt",
+            "paragraph_key",
+            "scope",
+        ] {
+            if manager.has_column(TABLE, column).await? {
+                manager
+                    .alter_table(
+                        Table::alter()
+                            .table(Alias::new(TABLE))
+                            .drop_column(Alias::new(column))
+                            .to_owned(),
+                    )
+                    .await?;
+            }
+        }
+
+        Ok(())
+    }
+}
diff --git a/backend/src/app.rs b/backend/src/app.rs
index 9d7d7b7..7d377bc 100644
--- a/backend/src/app.rs
+++ b/backend/src/app.rs
@@ -21,7 +21,9 @@ use tower_http::cors::{Any, CorsLayer};
 #[allow(unused_imports)]
 use crate::{
     controllers, initializers,
-    models::_entities::{categories, comments, friend_links, posts, reviews, site_settings, tags, users},
+    models::_entities::{
+        ai_chunks, categories, comments, friend_links, posts, reviews, site_settings, tags, users,
+    },
     tasks,
     workers::downloader::DownloadWorker,
 };
@@ -69,12 +71,19 @@ impl Hooks for App {
             .add_route(controllers::post::routes())
             .add_route(controllers::search::routes())
             .add_route(controllers::site_settings::routes())
+            .add_route(controllers::ai::routes())
             .add_route(controllers::auth::routes())
     }
     async fn after_routes(router: AxumRouter, _ctx: &AppContext) -> Result<AxumRouter> {
         let cors = CorsLayer::new()
             .allow_origin(Any)
-            .allow_methods([Method::GET, Method::POST, Method::PUT, Method::PATCH, Method::DELETE])
+            .allow_methods([
+                Method::GET,
+                Method::POST,
+                Method::PUT,
+                Method::PATCH,
+                Method::DELETE,
+            ])
             .allow_headers(Any);
 
         Ok(router.layer(cors))
@@ -88,10 +97,6 @@ impl Hooks for App {
     fn register_tasks(tasks: &mut Tasks) {
         // tasks-inject (do not remove)
     }
-    async fn truncate(ctx: &AppContext) -> Result<()> {
-        truncate_table(&ctx.db, users::Entity).await?;
-        Ok(())
-    }
     async fn seed(ctx: &AppContext, base: &Path) -> Result<()> {
         // Seed users - use loco's default seed which handles duplicates
         let users_file = base.join("users.yaml");
@@ -275,44 +280,59 @@ impl Hooks for App {
                     let item = site_settings::ActiveModel {
                         id: Set(settings["id"].as_i64().unwrap_or(1) as i32),
                         site_name: Set(settings["site_name"].as_str().map(ToString::to_string)),
-                        site_short_name: Set(
-                            settings["site_short_name"].as_str().map(ToString::to_string),
-                        ),
+                        site_short_name: Set(settings["site_short_name"]
+                            .as_str()
+                            .map(ToString::to_string)),
                         site_url: Set(settings["site_url"].as_str().map(ToString::to_string)),
                         site_title: Set(settings["site_title"].as_str().map(ToString::to_string)),
-                        site_description: Set(
-                            settings["site_description"].as_str().map(ToString::to_string),
-                        ),
+                        site_description: Set(settings["site_description"]
+                            .as_str()
+                            .map(ToString::to_string)),
                         hero_title: Set(settings["hero_title"].as_str().map(ToString::to_string)),
-                        hero_subtitle: Set(
-                            settings["hero_subtitle"].as_str().map(ToString::to_string),
-                        ),
+                        hero_subtitle: Set(settings["hero_subtitle"]
+                            .as_str()
+                            .map(ToString::to_string)),
                         owner_name: Set(settings["owner_name"].as_str().map(ToString::to_string)),
-                        owner_title: Set(
-                            settings["owner_title"].as_str().map(ToString::to_string),
-                        ),
+                        owner_title: Set(settings["owner_title"].as_str().map(ToString::to_string)),
                         owner_bio: Set(settings["owner_bio"].as_str().map(ToString::to_string)),
-                        owner_avatar_url: Set(
-                            settings["owner_avatar_url"].as_str().and_then(|value| {
+                        owner_avatar_url: Set(settings["owner_avatar_url"].as_str().and_then(
+                            |value| {
                                 let trimmed = value.trim();
                                 if trimmed.is_empty() {
                                     None
                                 } else {
                                     Some(trimmed.to_string())
                                 }
-                            }),
-                        ),
-                        social_github: Set(
-                            settings["social_github"].as_str().map(ToString::to_string),
-                        ),
-                        social_twitter: Set(
-                            settings["social_twitter"].as_str().map(ToString::to_string),
-                        ),
-                        social_email: Set(
-                            settings["social_email"].as_str().map(ToString::to_string),
-                        ),
+                            },
+                        )),
+                        social_github: Set(settings["social_github"]
+                            .as_str()
+                            .map(ToString::to_string)),
+                        social_twitter: Set(settings["social_twitter"]
+                            .as_str()
+                            .map(ToString::to_string)),
+                        social_email: Set(settings["social_email"]
+                            .as_str()
+                            .map(ToString::to_string)),
                         location: Set(settings["location"].as_str().map(ToString::to_string)),
                         tech_stack: Set(tech_stack),
+                        ai_enabled: Set(settings["ai_enabled"].as_bool()),
+                        ai_provider: Set(settings["ai_provider"].as_str().map(ToString::to_string)),
+                        ai_api_base: Set(settings["ai_api_base"].as_str().map(ToString::to_string)),
+                        ai_api_key: Set(settings["ai_api_key"].as_str().map(ToString::to_string)),
+                        ai_chat_model: Set(settings["ai_chat_model"]
+                            .as_str()
+                            .map(ToString::to_string)),
+                        ai_embedding_model: Set(settings["ai_embedding_model"]
+                            .as_str()
+                            .map(ToString::to_string)),
+                        ai_system_prompt: Set(settings["ai_system_prompt"]
+                            .as_str()
+                            .map(ToString::to_string)),
+                        ai_top_k: Set(settings["ai_top_k"].as_i64().map(|value| value as i32)),
+                        ai_chunk_size: Set(settings["ai_chunk_size"]
+                            .as_i64()
+                            .map(|value| value as i32)),
                         ..Default::default()
                     };
                     let _ = item.insert(&ctx.db).await;
@@ -365,4 +385,10 @@ impl Hooks for App {
 
         Ok(())
     }
+
+    async fn truncate(ctx: &AppContext) -> Result<()> {
+        truncate_table(&ctx.db, ai_chunks::Entity).await?;
+        truncate_table(&ctx.db, users::Entity).await?;
+        Ok(())
+    }
 }
diff --git a/backend/src/controllers/admin.rs b/backend/src/controllers/admin.rs
index 44a27ce..6205e21 100644
--- a/backend/src/controllers/admin.rs
+++ b/backend/src/controllers/admin.rs
@@ -1,13 +1,21 @@
-use axum::{extract::{Multipart, Query, State}, Form};
+use axum::{
+    extract::{Multipart, Query, State},
+    Form,
+};
 use loco_rs::prelude::*;
-use sea_orm::{ActiveModelTrait, ColumnTrait, EntityTrait, IntoActiveModel, PaginatorTrait, QueryFilter, QueryOrder, Set};
+use sea_orm::{
+    ActiveModelTrait, ColumnTrait, EntityTrait, IntoActiveModel, PaginatorTrait, QueryFilter,
+    QueryOrder, Set,
+};
 use serde::{Deserialize, Serialize};
 use serde_json::{json, Map, Value};
 use std::collections::BTreeMap;
 use std::sync::atomic::{AtomicBool, Ordering};
 
-use crate::models::_entities::{categories, comments, friend_links, posts, reviews, site_settings, tags};
-use crate::services::content;
+use crate::models::_entities::{
+    ai_chunks, categories, comments, friend_links, posts, reviews, site_settings, tags,
+};
+use crate::services::{ai, content};
 
 static ADMIN_LOGGED_IN: AtomicBool = AtomicBool::new(false);
 const FRONTEND_BASE_URL: &str = "http://localhost:4321";
@@ -23,6 +31,14 @@ pub struct LoginQuery {
     error: Option<String>,
 }
 
+#[derive(Default, Deserialize)]
+pub struct CommentAdminQuery {
+    scope: Option<String>,
+    approved: Option<String>,
+    post_slug: Option<String>,
+    q: Option<String>,
+}
+
 #[derive(Serialize)]
 struct HeaderAction {
     label: String,
@@ -89,12 +105,31 @@ struct CommentRow {
     author: String,
     post_slug: String,
     content: String,
+    scope: String,
+    scope_label: String,
+    paragraph_excerpt: String,
+    paragraph_key: String,
+    reply_target: String,
     approved: bool,
     created_at: String,
     frontend_url: Option<String>,
     api_url: String,
 }
 
+#[derive(Serialize)]
+struct CommentFilterState {
+    scope: String,
+    approved: String,
+    post_slug: String,
+    q: String,
+}
+
+#[derive(Serialize)]
+struct CommentFilterStat {
+    label: String,
+    value: String,
+}
+
 #[derive(Serialize)]
 struct TagRow {
     id: i32,
@@ -174,13 +209,9 @@ fn url_encode(value: &str) -> String {
     let mut encoded = String::new();
     for byte in value.as_bytes() {
         match byte {
-            b'A'..=b'Z'
-            | b'a'..=b'z'
-            | b'0'..=b'9'
-            | b'-'
-            | b'_'
-            | b'.'
-            | b'~' => encoded.push(*byte as char),
+            b'A'..=b'Z' | b'a'..=b'z' | b'0'..=b'9' | b'-' | b'_' | b'.' | b'~' => {
+                encoded.push(*byte as char)
+            }
             b' ' => encoded.push_str("%20"),
             _ => encoded.push_str(&format!("%{byte:02X}")),
         }
@@ -286,6 +317,60 @@ fn link_status_text(status: &str) -> &'static str {
     }
 }
 
+fn comment_scope_label(scope: &str) -> &'static str {
+    match scope {
+        "paragraph" => "段落评论",
+        _ => "全文评论",
+    }
+}
+
+fn comment_frontend_url(comment: &comments::Model) -> Option<String> {
+    let slug = comment
+        .post_slug
+        .as_deref()
+        .map(str::trim)
+        .filter(|value| !value.is_empty())?;
+
+    let mut url = frontend_path(&format!("/articles/{slug}"));
+    if comment.scope == "paragraph" {
+        if let Some(paragraph_key) = comment
+            .paragraph_key
+            .as_deref()
+            .map(str::trim)
+            .filter(|value| !value.is_empty())
+        {
+            url.push('#');
+            url.push_str("paragraph-");
+            url.push_str(paragraph_key);
+        }
+    }
+
+    Some(url)
+}
+
+fn normalized_filter_value(value: Option<&str>) -> String {
+    value.unwrap_or_default().trim().to_string()
+}
+
+fn comment_matches_query(comment: &comments::Model, query: &str) -> bool {
+    if query.is_empty() {
+        return true;
+    }
+
+    let query = query.to_lowercase();
+    let fields = [
+        comment.author.as_deref().unwrap_or_default(),
+        comment.post_slug.as_deref().unwrap_or_default(),
+        comment.content.as_deref().unwrap_or_default(),
+        comment.paragraph_excerpt.as_deref().unwrap_or_default(),
+        comment.paragraph_key.as_deref().unwrap_or_default(),
+    ];
+
+    fields
+        .iter()
+        .any(|value| value.to_lowercase().contains(&query))
+}
+
 fn page_context(title: &str, description: &str, active_nav: &str) -> Map<String, Value> {
     let mut context = Map::new();
     context.insert("page_title".into(), json!(title));
@@ -312,7 +397,7 @@ fn render_admin(
     format::view(&view_engine.0, template, Value::Object(context))
 }
 
-fn check_auth() -> Result<()> {
+pub(crate) fn check_auth() -> Result<()> {
     if !ADMIN_LOGGED_IN.load(Ordering::SeqCst) {
         return Err(Error::Unauthorized("Not logged in".to_string()));
     }
@@ -470,16 +555,26 @@ pub async fn index(
     ];
 
     let profile = SiteProfile {
-        site_name: non_empty(site.as_ref().and_then(|item| item.site_name.as_deref()), "未配置站点"),
+        site_name: non_empty(
+            site.as_ref().and_then(|item| item.site_name.as_deref()),
+            "未配置站点",
+        ),
         site_description: non_empty(
             site.as_ref()
                 .and_then(|item| item.site_description.as_deref()),
             "站点简介尚未设置",
         ),
-        site_url: non_empty(site.as_ref().and_then(|item| item.site_url.as_deref()), "未配置站点链接"),
+        site_url: non_empty(
+            site.as_ref().and_then(|item| item.site_url.as_deref()),
+            "未配置站点链接",
+        ),
     };
 
-    let mut context = page_context("后台总览", "前后台共用同一份数据，这里可以快速处理内容和跳转前台。", "dashboard");
+    let mut context = page_context(
+        "后台总览",
+        "前后台共用同一份数据，这里可以快速处理内容和跳转前台。",
+        "dashboard",
+    );
     context.insert(
         "header_actions".into(),
         json!([
@@ -523,7 +618,11 @@ pub async fn posts_admin(
                 file_path: file_path_by_slug
                     .get(&post.slug)
                     .cloned()
-                    .unwrap_or_else(|| content::markdown_post_path(&post.slug).to_string_lossy().to_string()),
+                    .unwrap_or_else(|| {
+                        content::markdown_post_path(&post.slug)
+                            .to_string_lossy()
+                            .to_string()
+                    }),
                 created_at: post.created_at.format("%Y-%m-%d %H:%M").to_string(),
                 category_name: category_name.clone(),
                 category_frontend_url: frontend_query_url("/articles", "category", &category_name),
@@ -535,7 +634,11 @@ pub async fn posts_admin(
         })
         .collect::<Vec<_>>();
 
-    let mut context = page_context("文章管理", "核对文章、分类和标签，并可直接跳到前台详情页。", "posts");
+    let mut context = page_context(
+        "文章管理",
+        "核对文章、分类和标签，并可直接跳到前台详情页。",
+        "posts",
+    );
     context.insert(
         "header_actions".into(),
         json!([
@@ -596,7 +699,11 @@ pub async fn posts_import(
 
     let mut files = Vec::new();
 
-    while let Some(field) = multipart.next_field().await.map_err(|error| Error::BadRequest(error.to_string()))? {
+    while let Some(field) = multipart
+        .next_field()
+        .await
+        .map_err(|error| Error::BadRequest(error.to_string()))?
+    {
         let file_name = field
             .file_name()
             .map(ToString::to_string)
@@ -642,9 +749,19 @@ pub async fn post_editor(
         "header_actions".into(),
         json!([
             action("返回文章管理", "/admin/posts".to_string(), "ghost", false),
-            action("前台预览", frontend_path(&format!("/articles/{}", slug)), "primary", true),
+            action(
+                "前台预览",
+                frontend_path(&format!("/articles/{}", slug)),
+                "primary",
+                true
+            ),
             action("文章 API", format!("/api/posts/slug/{slug}"), "ghost", true),
-            action("Markdown API", format!("/api/posts/slug/{slug}/markdown"), "ghost", true),
+            action(
+                "Markdown API",
+                format!("/api/posts/slug/{slug}/markdown"),
+                "ghost",
+                true
+            ),
         ]),
     );
     context.insert(
@@ -662,6 +779,7 @@ pub async fn post_editor(
 
 pub async fn comments_admin(
     view_engine: ViewEngine<TeraView>,
+    Query(query): Query<CommentAdminQuery>,
     State(ctx): State<AppContext>,
 ) -> Result<Response> {
     check_auth()?;
@@ -672,8 +790,62 @@ pub async fn comments_admin(
         .all(&ctx.db)
         .await?;
 
+    let scope_filter = normalized_filter_value(query.scope.as_deref());
+    let approved_filter = normalized_filter_value(query.approved.as_deref());
+    let post_slug_filter = normalized_filter_value(query.post_slug.as_deref());
+    let text_filter = normalized_filter_value(query.q.as_deref());
+
+    let total_count = items.len();
+    let article_count = items.iter().filter(|comment| comment.scope != "paragraph").count();
+    let paragraph_count = items.iter().filter(|comment| comment.scope == "paragraph").count();
+    let pending_count = items
+        .iter()
+        .filter(|comment| !comment.approved.unwrap_or(false))
+        .count();
+
+    let author_by_id = items
+        .iter()
+        .map(|comment| {
+            (
+                comment.id,
+                non_empty(comment.author.as_deref(), "匿名"),
+            )
+        })
+        .collect::<BTreeMap<_, _>>();
+
+    let post_options = items
+        .iter()
+        .filter_map(|comment| comment.post_slug.as_deref())
+        .map(str::trim)
+        .filter(|slug| !slug.is_empty())
+        .map(ToString::to_string)
+        .collect::<std::collections::BTreeSet<_>>()
+        .into_iter()
+        .collect::<Vec<_>>();
+
     let rows = items
         .iter()
+        .filter(|comment| {
+            if !scope_filter.is_empty() && comment.scope != scope_filter {
+                return false;
+            }
+
+            if approved_filter == "true" && !comment.approved.unwrap_or(false) {
+                return false;
+            }
+
+            if approved_filter == "false" && comment.approved.unwrap_or(false) {
+                return false;
+            }
+
+            if !post_slug_filter.is_empty()
+                && comment.post_slug.as_deref().unwrap_or_default().trim() != post_slug_filter
+            {
+                return false;
+            }
+
+            comment_matches_query(comment, &text_filter)
+        })
         .map(|comment| {
             let post_slug = non_empty(comment.post_slug.as_deref(), "未关联文章");
             CommentRow {
@@ -681,19 +853,33 @@ pub async fn comments_admin(
                 author: non_empty(comment.author.as_deref(), "匿名"),
                 post_slug: post_slug.clone(),
                 content: non_empty(comment.content.as_deref(), "-"),
+                scope: comment.scope.clone(),
+                scope_label: comment_scope_label(&comment.scope).to_string(),
+                paragraph_excerpt: non_empty(comment.paragraph_excerpt.as_deref(), "-"),
+                paragraph_key: non_empty(comment.paragraph_key.as_deref(), "-"),
+                reply_target: comment
+                    .reply_to_comment_id
+                    .map(|reply_id| {
+                        let author = author_by_id
+                            .get(&reply_id)
+                            .cloned()
+                            .unwrap_or_else(|| "未知评论".to_string());
+                        format!("#{reply_id} · {author}")
+                    })
+                    .unwrap_or_else(|| "-".to_string()),
                 approved: comment.approved.unwrap_or(false),
                 created_at: comment.created_at.format("%Y-%m-%d %H:%M").to_string(),
-                frontend_url: comment
-                    .post_slug
-                    .as_deref()
-                    .filter(|slug| !slug.trim().is_empty())
-                    .map(|slug| frontend_path(&format!("/articles/{slug}"))),
+                frontend_url: comment_frontend_url(comment),
                 api_url: format!("/api/comments/{}", comment.id),
             }
         })
         .collect::<Vec<_>>();
 
-    let mut context = page_context("评论审核", "前台真实评论会先进入这里，审核通过后再展示到文章页。", "comments");
+    let mut context = page_context(
+        "评论审核",
+        "前台真实评论会先进入这里，审核通过后再展示到文章页。",
+        "comments",
+    );
     context.insert(
         "header_actions".into(),
         json!([
@@ -701,6 +887,37 @@ pub async fn comments_admin(
             action("评论 API", "/api/comments".to_string(), "ghost", true),
         ]),
     );
+    context.insert(
+        "filters".into(),
+        json!(CommentFilterState {
+            scope: scope_filter,
+            approved: approved_filter,
+            post_slug: post_slug_filter,
+            q: text_filter,
+        }),
+    );
+    context.insert("post_options".into(), json!(post_options));
+    context.insert(
+        "stats".into(),
+        json!([
+            CommentFilterStat {
+                label: "全部评论".to_string(),
+                value: total_count.to_string(),
+            },
+            CommentFilterStat {
+                label: "全文评论".to_string(),
+                value: article_count.to_string(),
+            },
+            CommentFilterStat {
+                label: "段落评论".to_string(),
+                value: paragraph_count.to_string(),
+            },
+            CommentFilterStat {
+                label: "待审核".to_string(),
+                value: pending_count.to_string(),
+            },
+        ]),
+    );
     context.insert("rows".into(), json!(rows));
 
     render_admin(&view_engine, "admin/comments.html", context)
@@ -742,7 +959,8 @@ pub async fn categories_admin(
                     .and_then(|post| post.title.as_deref())
                     .unwrap_or("最近文章")
                     .to_string(),
-                latest_frontend_url: latest.map(|post| frontend_path(&format!("/articles/{}", post.slug))),
+                latest_frontend_url: latest
+                    .map(|post| frontend_path(&format!("/articles/{}", post.slug))),
                 frontend_url: frontend_path("/categories"),
                 articles_url: frontend_query_url("/articles", "category", &name),
                 api_url: format!("/api/categories/{}", category.id),
@@ -758,7 +976,11 @@ pub async fn categories_admin(
             .then_with(|| left.name.cmp(&right.name))
     });
 
-    let mut context = page_context("分类管理", "维护分类字典。Markdown 导入文章时，如果分类不存在会自动创建；已存在则复用现有分类。", "categories");
+    let mut context = page_context(
+        "分类管理",
+        "维护分类字典。Markdown 导入文章时，如果分类不存在会自动创建；已存在则复用现有分类。",
+        "categories",
+    );
     context.insert(
         "header_actions".into(),
         json!([
@@ -896,7 +1118,11 @@ pub async fn tags_admin(
         })
         .collect::<Vec<_>>();
 
-    let mut context = page_context("标签管理", "维护标签字典。Markdown 导入文章时，如果标签不存在会自动创建；已存在则复用现有标签。", "tags");
+    let mut context = page_context(
+        "标签管理",
+        "维护标签字典。Markdown 导入文章时，如果标签不存在会自动创建；已存在则复用现有标签。",
+        "tags",
+    );
     context.insert(
         "header_actions".into(),
         json!([
@@ -1019,7 +1245,11 @@ pub async fn reviews_admin(
         })
         .collect::<Vec<_>>();
 
-    let mut context = page_context("评价管理", "创建和编辑评价内容，前台评价页直接读取数据库里的真实数据。", "reviews");
+    let mut context = page_context(
+        "评价管理",
+        "创建和编辑评价内容，前台评价页直接读取数据库里的真实数据。",
+        "reviews",
+    );
     context.insert(
         "header_actions".into(),
         json!([
@@ -1058,7 +1288,9 @@ pub async fn reviews_create(
         review_date: Set(Some(normalize_admin_text(&form.review_date))),
         status: Set(Some(normalize_admin_text(&form.status))),
         description: Set(Some(normalize_admin_text(&form.description))),
-        tags: Set(Some(serde_json::to_string(&parse_review_tags(&form.tags)).unwrap_or_default())),
+        tags: Set(Some(
+            serde_json::to_string(&parse_review_tags(&form.tags)).unwrap_or_default(),
+        )),
         cover: Set(Some(normalize_admin_text(&form.cover))),
         ..Default::default()
     }
@@ -1087,7 +1319,9 @@ pub async fn reviews_update(
     model.review_date = Set(Some(normalize_admin_text(&form.review_date)));
     model.status = Set(Some(normalize_admin_text(&form.status)));
     model.description = Set(Some(normalize_admin_text(&form.description)));
-    model.tags = Set(Some(serde_json::to_string(&parse_review_tags(&form.tags)).unwrap_or_default()));
+    model.tags = Set(Some(
+        serde_json::to_string(&parse_review_tags(&form.tags)).unwrap_or_default(),
+    ));
     model.cover = Set(Some(normalize_admin_text(&form.cover)));
     let _ = model.update(&ctx.db).await?;
 
@@ -1134,7 +1368,11 @@ pub async fn friend_links_admin(
         })
         .collect::<Vec<_>>();
 
-    let mut context = page_context("友链申请", "处理前台友链申请状态，并跳转到前台友链页或目标站点。", "friend_links");
+    let mut context = page_context(
+        "友链申请",
+        "处理前台友链申请状态，并跳转到前台友链页或目标站点。",
+        "friend_links",
+    );
     context.insert(
         "header_actions".into(),
         json!([
@@ -1159,6 +1397,13 @@ fn tech_stack_text(item: &site_settings::Model) -> String {
         .join("\n")
 }
 
+fn indexed_at_text(item: &site_settings::Model) -> String {
+    item.ai_last_indexed_at
+        .as_ref()
+        .map(|value| value.format("%Y-%m-%d %H:%M:%S UTC").to_string())
+        .unwrap_or_else(|| "尚未建立索引".to_string())
+}
+
 pub async fn site_settings_admin(
     view_engine: ViewEngine<TeraView>,
     State(ctx): State<AppContext>,
@@ -1171,8 +1416,13 @@ pub async fn site_settings_admin(
         .one(&ctx.db)
         .await?
         .ok_or(Error::NotFound)?;
+    let ai_chunks_count = ai_chunks::Entity::find().count(&ctx.db).await?;
 
-    let mut context = page_context("站点设置", "修改首页、关于页、页脚和友链页读取的站点信息，并直接跳到前台预览。", "site_settings");
+    let mut context = page_context(
+        "站点设置",
+        "修改首页、关于页、页脚和友链页读取的站点信息，并直接跳到前台预览。",
+        "site_settings",
+    );
     context.insert(
         "header_actions".into(),
         json!([
@@ -1201,6 +1451,17 @@ pub async fn site_settings_admin(
             "social_email": non_empty(item.social_email.as_deref(), ""),
             "owner_bio": non_empty(item.owner_bio.as_deref(), ""),
             "tech_stack": tech_stack_text(&item),
+            "ai_enabled": item.ai_enabled.unwrap_or(false),
+            "ai_provider": non_empty(item.ai_provider.as_deref(), &ai::provider_name(None)),
+            "ai_api_base": non_empty(item.ai_api_base.as_deref(), ai::default_api_base()),
+            "ai_api_key": non_empty(item.ai_api_key.as_deref(), ""),
+            "ai_chat_model": non_empty(item.ai_chat_model.as_deref(), ai::default_chat_model()),
+            "ai_local_embedding": ai::local_embedding_label(),
+            "ai_system_prompt": non_empty(item.ai_system_prompt.as_deref(), ""),
+            "ai_top_k": item.ai_top_k.unwrap_or(4),
+            "ai_chunk_size": item.ai_chunk_size.unwrap_or(1200),
+            "ai_last_indexed_at": indexed_at_text(&item),
+            "ai_chunks_count": ai_chunks_count,
         }),
     );
 
@@ -1217,7 +1478,10 @@ pub fn routes() -> Routes {
         .add("/admin/posts/import", post(posts_import))
         .add("/admin/posts/{slug}/edit", get(post_editor))
         .add("/admin/comments", get(comments_admin))
-        .add("/admin/categories", get(categories_admin).post(categories_create))
+        .add(
+            "/admin/categories",
+            get(categories_admin).post(categories_create),
+        )
         .add("/admin/categories/{id}/update", post(categories_update))
         .add("/admin/categories/{id}/delete", post(categories_delete))
         .add("/admin/tags", get(tags_admin).post(tags_create))
diff --git a/backend/src/controllers/ai.rs b/backend/src/controllers/ai.rs
new file mode 100644
index 0000000..d82ac24
--- /dev/null
+++ b/backend/src/controllers/ai.rs
@@ -0,0 +1,369 @@
+#![allow(clippy::unused_async)]
+
+use async_stream::stream;
+use axum::{
+    body::{Body, Bytes},
+    http::{
+        header::{CACHE_CONTROL, CONNECTION, CONTENT_TYPE},
+        HeaderValue,
+    },
+};
+use chrono::{DateTime, Utc};
+use loco_rs::prelude::*;
+use serde::{Deserialize, Serialize};
+use serde_json::Value;
+
+use crate::{controllers::admin::check_auth, services::ai};
+
+#[derive(Clone, Debug, Deserialize)]
+pub struct AskPayload {
+    pub question: String,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct AskResponse {
+    pub question: String,
+    pub answer: String,
+    pub sources: Vec<ai::AiSource>,
+    pub indexed_chunks: usize,
+    pub last_indexed_at: Option<String>,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct ReindexResponse {
+    pub indexed_chunks: usize,
+    pub last_indexed_at: Option<String>,
+}
+
+#[derive(Clone, Debug, Serialize)]
+struct StreamStatusEvent {
+    phase: String,
+    message: String,
+}
+
+#[derive(Clone, Debug, Serialize)]
+struct StreamDeltaEvent {
+    delta: String,
+}
+
+#[derive(Clone, Debug, Serialize)]
+struct StreamErrorEvent {
+    message: String,
+}
+
+fn format_timestamp(value: Option<DateTime<Utc>>) -> Option<String> {
+    value.map(|item| item.to_rfc3339())
+}
+
+fn sse_bytes<T: Serialize>(event: &str, payload: &T) -> Bytes {
+    let data = serde_json::to_string(payload).unwrap_or_else(|_| {
+        "{\"message\":\"failed to serialize SSE payload\"}".to_string()
+    });
+
+    Bytes::from(format!("event: {event}\ndata: {data}\n\n"))
+}
+
+fn take_next_sse_event(buffer: &mut String) -> Option<(Option<String>, String)> {
+    let mut boundary = buffer.find("\n\n").map(|index| (index, 2));
+    if let Some(index) = buffer.find("\r\n\r\n") {
+        match boundary {
+            Some((existing, _)) if existing <= index => {}
+            _ => boundary = Some((index, 4)),
+        }
+    }
+
+    let (index, separator_len) = boundary?;
+    let raw = buffer[..index].to_string();
+    buffer.drain(..index + separator_len);
+
+    let normalized = raw.replace("\r\n", "\n");
+    let mut event = None;
+    let mut data_lines = Vec::new();
+
+    for line in normalized.lines() {
+        if let Some(value) = line.strip_prefix("event:") {
+            event = Some(value.trim().to_string());
+            continue;
+        }
+
+        if let Some(value) = line.strip_prefix("data:") {
+            data_lines.push(value.trim_start().to_string());
+        }
+    }
+
+    Some((event, data_lines.join("\n")))
+}
+
+fn extract_stream_delta(value: &Value) -> Option<String> {
+    if let Some(delta) = value.get("delta").and_then(Value::as_str) {
+        return Some(delta.to_string());
+    }
+
+    if let Some(content) = value
+        .get("choices")
+        .and_then(Value::as_array)
+        .and_then(|choices| choices.first())
+        .and_then(|choice| choice.get("delta"))
+        .and_then(|delta| delta.get("content"))
+    {
+        if let Some(text) = content.as_str() {
+            return Some(text.to_string());
+        }
+
+        if let Some(parts) = content.as_array() {
+            let merged = parts
+                .iter()
+                .filter_map(|part| {
+                    part.get("text")
+                        .and_then(Value::as_str)
+                        .or_else(|| part.as_str())
+                })
+                .collect::<Vec<_>>()
+                .join("");
+
+            if !merged.is_empty() {
+                return Some(merged);
+            }
+        }
+    }
+
+    value.get("choices")
+        .and_then(Value::as_array)
+        .and_then(|choices| choices.first())
+        .and_then(|choice| choice.get("text"))
+        .and_then(Value::as_str)
+        .map(ToString::to_string)
+}
+
+fn append_missing_suffix(accumulated: &mut String, full_text: &str) -> Option<String> {
+    if full_text.is_empty() {
+        return None;
+    }
+
+    if accumulated.is_empty() {
+        accumulated.push_str(full_text);
+        return Some(full_text.to_string());
+    }
+
+    if full_text.starts_with(accumulated.as_str()) {
+        let suffix = full_text[accumulated.len()..].to_string();
+        if !suffix.is_empty() {
+            accumulated.push_str(&suffix);
+            return Some(suffix);
+        }
+    }
+
+    None
+}
+
+fn chunk_text(value: &str, chunk_size: usize) -> Vec<String> {
+    let chars = value.chars().collect::<Vec<_>>();
+    chars
+        .chunks(chunk_size.max(1))
+        .map(|chunk| chunk.iter().collect::<String>())
+        .filter(|chunk| !chunk.is_empty())
+        .collect::<Vec<_>>()
+}
+
+fn build_ask_response(prepared: &ai::PreparedAiAnswer, answer: String) -> AskResponse {
+    AskResponse {
+        question: prepared.question.clone(),
+        answer,
+        sources: prepared.sources.clone(),
+        indexed_chunks: prepared.indexed_chunks,
+        last_indexed_at: format_timestamp(prepared.last_indexed_at),
+    }
+}
+
+#[debug_handler]
+pub async fn ask(
+    State(ctx): State<AppContext>,
+    Json(payload): Json<AskPayload>,
+) -> Result<Response> {
+    let result = ai::answer_question(&ctx, &payload.question).await?;
+    format::json(AskResponse {
+        question: payload.question.trim().to_string(),
+        answer: result.answer,
+        sources: result.sources,
+        indexed_chunks: result.indexed_chunks,
+        last_indexed_at: format_timestamp(result.last_indexed_at),
+    })
+}
+
+#[debug_handler]
+pub async fn ask_stream(
+    State(ctx): State<AppContext>,
+    Json(payload): Json<AskPayload>,
+) -> Result<Response> {
+    let stream = stream! {
+        yield Ok::<Bytes, std::io::Error>(sse_bytes("status", &StreamStatusEvent {
+            phase: "retrieving".to_string(),
+            message: "正在检索知识库上下文...".to_string(),
+        }));
+
+        let prepared = match ai::prepare_answer(&ctx, &payload.question).await {
+            Ok(prepared) => prepared,
+            Err(error) => {
+                yield Ok(sse_bytes("error", &StreamErrorEvent {
+                    message: error.to_string(),
+                }));
+                return;
+            }
+        };
+
+        let mut accumulated_answer = String::new();
+
+        if let Some(answer) = prepared.immediate_answer.as_deref() {
+            yield Ok(sse_bytes("status", &StreamStatusEvent {
+                phase: "answering".to_string(),
+                message: "已完成检索，正在输出检索结论...".to_string(),
+            }));
+
+            for chunk in chunk_text(answer, 48) {
+                accumulated_answer.push_str(&chunk);
+                yield Ok(sse_bytes("delta", &StreamDeltaEvent { delta: chunk }));
+            }
+        } else if let Some(provider_request) = prepared.provider_request.as_ref() {
+            yield Ok(sse_bytes("status", &StreamStatusEvent {
+                phase: "streaming".to_string(),
+                message: "已命中相关资料，正在流式生成回答...".to_string(),
+            }));
+
+            let client = reqwest::Client::new();
+            let response = client
+                .post(ai::build_provider_url(provider_request))
+                .bearer_auth(&provider_request.api_key)
+                .header("Accept", "text/event-stream, application/json")
+                .json(&ai::build_provider_payload(provider_request, true))
+                .send()
+                .await;
+
+            let mut response = match response {
+                Ok(response) => response,
+                Err(error) => {
+                    yield Ok(sse_bytes("error", &StreamErrorEvent {
+                        message: format!("AI request failed: {error}"),
+                    }));
+                    return;
+                }
+            };
+
+            if !response.status().is_success() {
+                let status = response.status();
+                let body = response.text().await.unwrap_or_default();
+                yield Ok(sse_bytes("error", &StreamErrorEvent {
+                    message: format!("AI provider returned {status}: {body}"),
+                }));
+                return;
+            }
+
+            let mut sse_buffer = String::new();
+            let mut last_full_answer = None;
+
+            loop {
+                let next_chunk = response.chunk().await;
+                let Some(chunk) = (match next_chunk {
+                    Ok(chunk) => chunk,
+                    Err(error) => {
+                        yield Ok(sse_bytes("error", &StreamErrorEvent {
+                            message: format!("AI stream read failed: {error}"),
+                        }));
+                        return;
+                    }
+                }) else {
+                    break;
+                };
+
+                sse_buffer.push_str(&String::from_utf8_lossy(&chunk));
+
+                while let Some((_event_name, data)) = take_next_sse_event(&mut sse_buffer) {
+                    let trimmed = data.trim();
+                    if trimmed.is_empty() {
+                        continue;
+                    }
+
+                    if trimmed == "[DONE]" {
+                        continue;
+                    }
+
+                    let parsed = match serde_json::from_str::<Value>(trimmed) {
+                        Ok(parsed) => parsed,
+                        Err(_) => continue,
+                    };
+
+                    if let Some(full_text) = ai::extract_provider_text(&parsed) {
+                        last_full_answer = Some(full_text);
+                    }
+
+                    if let Some(delta) = extract_stream_delta(&parsed) {
+                        accumulated_answer.push_str(&delta);
+                        yield Ok(sse_bytes("delta", &StreamDeltaEvent { delta }));
+                    }
+                }
+            }
+
+            let leftover = sse_buffer.trim();
+            if !leftover.is_empty() && leftover != "[DONE]" {
+                if let Ok(parsed) = serde_json::from_str::<Value>(leftover) {
+                    if let Some(full_text) = ai::extract_provider_text(&parsed) {
+                        last_full_answer = Some(full_text);
+                    }
+
+                    if let Some(delta) = extract_stream_delta(&parsed) {
+                        accumulated_answer.push_str(&delta);
+                        yield Ok(sse_bytes("delta", &StreamDeltaEvent { delta }));
+                    }
+                }
+            }
+
+            if let Some(full_text) = last_full_answer {
+                if let Some(suffix) = append_missing_suffix(&mut accumulated_answer, &full_text) {
+                    yield Ok(sse_bytes("delta", &StreamDeltaEvent { delta: suffix }));
+                }
+            }
+
+            if accumulated_answer.is_empty() {
+                yield Ok(sse_bytes("error", &StreamErrorEvent {
+                    message: "AI chat response did not contain readable content".to_string(),
+                }));
+                return;
+            }
+        }
+
+        let final_payload = build_ask_response(&prepared, accumulated_answer);
+        yield Ok(sse_bytes("complete", &final_payload));
+    };
+
+    let mut response = Response::new(Body::from_stream(stream));
+    response.headers_mut().insert(
+        CONTENT_TYPE,
+        HeaderValue::from_static("text/event-stream; charset=utf-8"),
+    );
+    response
+        .headers_mut()
+        .insert(CACHE_CONTROL, HeaderValue::from_static("no-cache"));
+    response
+        .headers_mut()
+        .insert(CONNECTION, HeaderValue::from_static("keep-alive"));
+
+    Ok(response)
+}
+
+#[debug_handler]
+pub async fn reindex(State(ctx): State<AppContext>) -> Result<Response> {
+    check_auth()?;
+    let summary = ai::rebuild_index(&ctx).await?;
+
+    format::json(ReindexResponse {
+        indexed_chunks: summary.indexed_chunks,
+        last_indexed_at: format_timestamp(summary.last_indexed_at),
+    })
+}
+
+pub fn routes() -> Routes {
+    Routes::new()
+        .prefix("api/ai/")
+        .add("/ask", post(ask))
+        .add("/ask/stream", post(ask_stream))
+        .add("/reindex", post(reindex))
+}
diff --git a/backend/src/controllers/category.rs b/backend/src/controllers/category.rs
index 0d75f08..7e2a4ba 100644
--- a/backend/src/controllers/category.rs
+++ b/backend/src/controllers/category.rs
@@ -136,16 +136,32 @@ pub async fn update(
     let name = normalized_name(&params)?;
     let slug = normalized_slug(&params, &name);
     let item = load_item(&ctx, id).await?;
+    let previous_name = item.name.clone();
+    let previous_slug = item.slug.clone();
+
+    if previous_name
+        .as_deref()
+        .map(str::trim)
+        .filter(|value| !value.is_empty())
+        != Some(name.as_str())
+    {
+        content::rewrite_category_references(previous_name.as_deref(), &previous_slug, Some(&name))?;
+    }
+
     let mut item = item.into_active_model();
     item.name = Set(Some(name));
     item.slug = Set(slug);
     let item = item.update(&ctx.db).await?;
+    content::sync_markdown_posts(&ctx).await?;
     format::json(item)
 }
 
 #[debug_handler]
 pub async fn remove(Path(id): Path<i32>, State(ctx): State<AppContext>) -> Result<Response> {
-    load_item(&ctx, id).await?.delete(&ctx.db).await?;
+    let item = load_item(&ctx, id).await?;
+    content::rewrite_category_references(item.name.as_deref(), &item.slug, None)?;
+    item.delete(&ctx.db).await?;
+    content::sync_markdown_posts(&ctx).await?;
     format::empty()
 }
 
diff --git a/backend/src/controllers/comment.rs b/backend/src/controllers/comment.rs
index 5440792..f2e357a 100644
--- a/backend/src/controllers/comment.rs
+++ b/backend/src/controllers/comment.rs
@@ -4,12 +4,16 @@
 use loco_rs::prelude::*;
 use sea_orm::{ColumnTrait, QueryFilter, QueryOrder};
 use serde::{Deserialize, Serialize};
+use std::collections::BTreeMap;
 
 use crate::models::_entities::{
     comments::{ActiveModel, Column, Entity, Model},
     posts,
 };
 
+const ARTICLE_SCOPE: &str = "article";
+const PARAGRAPH_SCOPE: &str = "paragraph";
+
 #[derive(Clone, Debug, Serialize, Deserialize)]
 pub struct Params {
     pub post_id: Option<Uuid>,
@@ -19,6 +23,10 @@ pub struct Params {
     pub avatar: Option<String>,
     pub content: Option<String>,
     pub reply_to: Option<Uuid>,
+    pub reply_to_comment_id: Option<i32>,
+    pub scope: Option<String>,
+    pub paragraph_key: Option<String>,
+    pub paragraph_excerpt: Option<String>,
     pub approved: Option<bool>,
 }
 
@@ -45,6 +53,18 @@ impl Params {
         if let Some(reply_to) = self.reply_to {
             item.reply_to = Set(Some(reply_to));
         }
+        if let Some(reply_to_comment_id) = self.reply_to_comment_id {
+            item.reply_to_comment_id = Set(Some(reply_to_comment_id));
+        }
+        if let Some(scope) = &self.scope {
+            item.scope = Set(scope.clone());
+        }
+        if let Some(paragraph_key) = &self.paragraph_key {
+            item.paragraph_key = Set(Some(paragraph_key.clone()));
+        }
+        if let Some(paragraph_excerpt) = &self.paragraph_excerpt {
+            item.paragraph_excerpt = Set(Some(paragraph_excerpt.clone()));
+        }
         if let Some(approved) = self.approved {
             item.approved = Set(Some(approved));
         }
@@ -55,6 +75,8 @@ impl Params {
 pub struct ListQuery {
     pub post_id: Option<String>,
     pub post_slug: Option<String>,
+    pub scope: Option<String>,
+    pub paragraph_key: Option<String>,
     pub approved: Option<bool>,
 }
 
@@ -74,10 +96,58 @@ pub struct CreateCommentRequest {
     pub content: Option<String>,
     #[serde(default, alias = "replyTo")]
     pub reply_to: Option<String>,
+    #[serde(default, alias = "replyToCommentId")]
+    pub reply_to_comment_id: Option<i32>,
+    #[serde(default)]
+    pub scope: Option<String>,
+    #[serde(default, alias = "paragraphKey")]
+    pub paragraph_key: Option<String>,
+    #[serde(default, alias = "paragraphExcerpt")]
+    pub paragraph_excerpt: Option<String>,
     #[serde(default)]
     pub approved: Option<bool>,
 }
 
+#[derive(Clone, Debug, Serialize)]
+pub struct ParagraphCommentSummary {
+    pub paragraph_key: String,
+    pub count: usize,
+}
+
+fn normalize_optional_string(value: Option<String>) -> Option<String> {
+    value.and_then(|item| {
+        let trimmed = item.trim().to_string();
+        if trimmed.is_empty() {
+            None
+        } else {
+            Some(trimmed)
+        }
+    })
+}
+
+fn normalized_scope(value: Option<String>) -> Result<String> {
+    match value
+        .unwrap_or_else(|| ARTICLE_SCOPE.to_string())
+        .trim()
+        .to_lowercase()
+        .as_str()
+    {
+        ARTICLE_SCOPE => Ok(ARTICLE_SCOPE.to_string()),
+        PARAGRAPH_SCOPE => Ok(PARAGRAPH_SCOPE.to_string()),
+        _ => Err(Error::BadRequest("invalid comment scope".to_string())),
+    }
+}
+
+fn preview_excerpt(value: &str) -> Option<String> {
+    let flattened = value.split_whitespace().collect::<Vec<_>>().join(" ");
+    let excerpt = flattened.chars().take(120).collect::<String>();
+    if excerpt.is_empty() {
+        None
+    } else {
+        Some(excerpt)
+    }
+}
+
 async fn load_item(ctx: &AppContext, id: i32) -> Result<Model> {
     let item = Entity::find_by_id(id).one(&ctx.db).await?;
     item.ok_or_else(|| Error::NotFound)
@@ -116,6 +186,19 @@ pub async fn list(
         db_query = db_query.filter(Column::PostSlug.eq(post_slug));
     }
 
+    if let Some(scope) = query.scope {
+        db_query = db_query.filter(Column::Scope.eq(scope.trim().to_lowercase()));
+    }
+
+    if let Some(paragraph_key) = query
+        .paragraph_key
+        .as_deref()
+        .map(str::trim)
+        .filter(|value| !value.is_empty())
+    {
+        db_query = db_query.filter(Column::ParagraphKey.eq(paragraph_key));
+    }
+
     if let Some(approved) = query.approved {
         db_query = db_query.filter(Column::Approved.eq(approved));
     }
@@ -123,18 +206,87 @@ pub async fn list(
     format::json(db_query.all(&ctx.db).await?)
 }
 
+#[debug_handler]
+pub async fn paragraph_summary(
+    Query(query): Query<ListQuery>,
+    State(ctx): State<AppContext>,
+) -> Result<Response> {
+    let post_slug = if let Some(post_slug) = query.post_slug {
+        Some(post_slug)
+    } else if let Some(post_id) = query.post_id {
+        resolve_post_slug(&ctx, &post_id).await?
+    } else {
+        None
+    }
+    .ok_or_else(|| Error::BadRequest("post_slug is required".to_string()))?;
+
+    let items = Entity::find()
+        .filter(Column::PostSlug.eq(post_slug))
+        .filter(Column::Scope.eq(PARAGRAPH_SCOPE))
+        .filter(Column::Approved.eq(true))
+        .order_by_asc(Column::CreatedAt)
+        .all(&ctx.db)
+        .await?;
+
+    let mut counts = BTreeMap::<String, usize>::new();
+    for item in items {
+        let Some(paragraph_key) = item.paragraph_key.as_deref() else {
+            continue;
+        };
+        let key = paragraph_key.trim();
+        if key.is_empty() {
+            continue;
+        }
+
+        *counts.entry(key.to_string()).or_default() += 1;
+    }
+
+    let summary = counts
+        .into_iter()
+        .map(|(paragraph_key, count)| ParagraphCommentSummary { paragraph_key, count })
+        .collect::<Vec<_>>();
+
+    format::json(summary)
+}
+
 #[debug_handler]
 pub async fn add(
     State(ctx): State<AppContext>,
     Json(params): Json<CreateCommentRequest>,
 ) -> Result<Response> {
+    let scope = normalized_scope(params.scope.clone())?;
     let post_slug = if let Some(post_slug) = params.post_slug.as_deref() {
         Some(post_slug.to_string())
     } else if let Some(post_id) = params.post_id.as_deref() {
         resolve_post_slug(&ctx, post_id).await?
     } else {
         None
-    };
+    }
+    .and_then(|value| normalize_optional_string(Some(value)));
+
+    let author = normalize_optional_string(params.author);
+    let email = normalize_optional_string(params.email);
+    let avatar = normalize_optional_string(params.avatar);
+    let content = normalize_optional_string(params.content);
+    let paragraph_key = normalize_optional_string(params.paragraph_key);
+    let paragraph_excerpt = normalize_optional_string(params.paragraph_excerpt)
+        .or_else(|| content.as_deref().and_then(preview_excerpt));
+
+    if post_slug.is_none() {
+        return Err(Error::BadRequest("post_slug is required".to_string()));
+    }
+
+    if author.is_none() {
+        return Err(Error::BadRequest("author is required".to_string()));
+    }
+
+    if content.is_none() {
+        return Err(Error::BadRequest("content is required".to_string()));
+    }
+
+    if scope == PARAGRAPH_SCOPE && paragraph_key.is_none() {
+        return Err(Error::BadRequest("paragraph_key is required".to_string()));
+    }
 
     let mut item = ActiveModel {
         ..Default::default()
@@ -144,14 +296,18 @@ pub async fn add(
         .as_deref()
         .and_then(|value| Uuid::parse_str(value).ok()));
     item.post_slug = Set(post_slug);
-    item.author = Set(params.author);
-    item.email = Set(params.email);
-    item.avatar = Set(params.avatar);
-    item.content = Set(params.content);
+    item.author = Set(author);
+    item.email = Set(email);
+    item.avatar = Set(avatar);
+    item.content = Set(content);
+    item.scope = Set(scope);
+    item.paragraph_key = Set(paragraph_key);
+    item.paragraph_excerpt = Set(paragraph_excerpt);
     item.reply_to = Set(params
         .reply_to
         .as_deref()
         .and_then(|value| Uuid::parse_str(value).ok()));
+    item.reply_to_comment_id = Set(params.reply_to_comment_id);
     item.approved = Set(Some(params.approved.unwrap_or(false)));
     let item = item.insert(&ctx.db).await?;
     format::json(item)
@@ -185,6 +341,7 @@ pub fn routes() -> Routes {
     Routes::new()
         .prefix("api/comments/")
         .add("/", get(list))
+        .add("paragraphs/summary", get(paragraph_summary))
         .add("/", post(add))
         .add("{id}", get(get_one))
         .add("{id}", delete(remove))
diff --git a/backend/src/controllers/mod.rs b/backend/src/controllers/mod.rs
index bf678f9..4a6c3b0 100644
--- a/backend/src/controllers/mod.rs
+++ b/backend/src/controllers/mod.rs
@@ -1,4 +1,5 @@
 pub mod admin;
+pub mod ai;
 pub mod auth;
 pub mod category;
 pub mod comment;
diff --git a/backend/src/controllers/post.rs b/backend/src/controllers/post.rs
index c4767ff..2374dbd 100644
--- a/backend/src/controllers/post.rs
+++ b/backend/src/controllers/post.rs
@@ -51,6 +51,20 @@ pub struct MarkdownUpdateParams {
     pub markdown: String,
 }
 
+#[derive(Clone, Debug, Deserialize)]
+pub struct MarkdownCreateParams {
+    pub title: String,
+    pub slug: Option<String>,
+    pub description: Option<String>,
+    pub content: Option<String>,
+    pub category: Option<String>,
+    pub tags: Option<Vec<String>>,
+    pub post_type: Option<String>,
+    pub image: Option<String>,
+    pub pinned: Option<bool>,
+    pub published: Option<bool>,
+}
+
 #[derive(Clone, Debug, Serialize)]
 pub struct MarkdownDocumentResponse {
     pub slug: String,
@@ -58,6 +72,12 @@ pub struct MarkdownDocumentResponse {
     pub markdown: String,
 }
 
+#[derive(Clone, Debug, Serialize)]
+pub struct MarkdownDeleteResponse {
+    pub slug: String,
+    pub deleted: bool,
+}
+
 async fn load_item(ctx: &AppContext, id: i32) -> Result<Model> {
     let item = Entity::find_by_id(id).one(&ctx.db).await?;
     item.ok_or_else(|| Error::NotFound)
@@ -228,7 +248,11 @@ pub async fn get_markdown_by_slug(
 ) -> Result<Response> {
     content::sync_markdown_posts(&ctx).await?;
     let (path, markdown) = content::read_markdown_document(&slug)?;
-    format::json(MarkdownDocumentResponse { slug, path, markdown })
+    format::json(MarkdownDocumentResponse {
+        slug,
+        path,
+        markdown,
+    })
 }
 
 #[debug_handler]
@@ -247,14 +271,64 @@ pub async fn update_markdown_by_slug(
     })
 }
 
+#[debug_handler]
+pub async fn create_markdown(
+    State(ctx): State<AppContext>,
+    Json(params): Json<MarkdownCreateParams>,
+) -> Result<Response> {
+    let title = params.title.trim();
+    if title.is_empty() {
+        return Err(Error::BadRequest("title is required".to_string()));
+    }
+
+    let default_body = format!("# {title}\n");
+    let created = content::create_markdown_post(
+        &ctx,
+        content::MarkdownPostDraft {
+            title: title.to_string(),
+            slug: params.slug,
+            description: params.description,
+            content: params.content.unwrap_or(default_body),
+            category: params.category,
+            tags: params.tags.unwrap_or_default(),
+            post_type: params.post_type.unwrap_or_else(|| "article".to_string()),
+            image: params.image,
+            pinned: params.pinned.unwrap_or(false),
+            published: params.published.unwrap_or(true),
+        },
+    )
+    .await?;
+    let (path, markdown) = content::read_markdown_document(&created.slug)?;
+
+    format::json(MarkdownDocumentResponse {
+        slug: created.slug,
+        path,
+        markdown,
+    })
+}
+
+#[debug_handler]
+pub async fn delete_markdown_by_slug(
+    Path(slug): Path<String>,
+    State(ctx): State<AppContext>,
+) -> Result<Response> {
+    content::delete_markdown_post(&ctx, &slug).await?;
+    format::json(MarkdownDeleteResponse {
+        slug,
+        deleted: true,
+    })
+}
+
 pub fn routes() -> Routes {
     Routes::new()
         .prefix("api/posts/")
         .add("/", get(list))
         .add("/", post(add))
+        .add("markdown", post(create_markdown))
         .add("slug/{slug}/markdown", get(get_markdown_by_slug))
         .add("slug/{slug}/markdown", put(update_markdown_by_slug))
         .add("slug/{slug}/markdown", patch(update_markdown_by_slug))
+        .add("slug/{slug}/markdown", delete(delete_markdown_by_slug))
         .add("slug/{slug}", get(get_by_slug))
         .add("{id}", get(get_one))
         .add("{id}", delete(remove))
diff --git a/backend/src/controllers/search.rs b/backend/src/controllers/search.rs
index 4322bf1..c608509 100644
--- a/backend/src/controllers/search.rs
+++ b/backend/src/controllers/search.rs
@@ -174,7 +174,10 @@ pub async fn search(
             [q.clone().into(), (limit as i64).into()],
         );
 
-        match SearchResult::find_by_statement(statement).all(&ctx.db).await {
+        match SearchResult::find_by_statement(statement)
+            .all(&ctx.db)
+            .await
+        {
             Ok(rows) => rows,
             Err(_) => fallback_search(&ctx, &q, limit).await?,
         }
diff --git a/backend/src/controllers/site_settings.rs b/backend/src/controllers/site_settings.rs
index cb850af..76e2e3a 100644
--- a/backend/src/controllers/site_settings.rs
+++ b/backend/src/controllers/site_settings.rs
@@ -6,7 +6,11 @@ use loco_rs::prelude::*;
 use sea_orm::{ActiveModelTrait, EntityTrait, IntoActiveModel, QueryOrder, Set};
 use serde::{Deserialize, Serialize};
 
-use crate::models::_entities::site_settings::{self, ActiveModel, Entity, Model};
+use crate::{
+    controllers::admin::check_auth,
+    models::_entities::site_settings::{self, ActiveModel, Entity, Model},
+    services::ai,
+};
 
 #[derive(Clone, Debug, Default, Deserialize, Serialize)]
 pub struct SiteSettingsPayload {
@@ -42,6 +46,46 @@ pub struct SiteSettingsPayload {
     pub location: Option<String>,
     #[serde(default, alias = "techStack")]
     pub tech_stack: Option<Vec<String>>,
+    #[serde(default, alias = "aiEnabled")]
+    pub ai_enabled: Option<bool>,
+    #[serde(default, alias = "aiProvider")]
+    pub ai_provider: Option<String>,
+    #[serde(default, alias = "aiApiBase")]
+    pub ai_api_base: Option<String>,
+    #[serde(default, alias = "aiApiKey")]
+    pub ai_api_key: Option<String>,
+    #[serde(default, alias = "aiChatModel")]
+    pub ai_chat_model: Option<String>,
+    #[serde(default, alias = "aiEmbeddingModel")]
+    pub ai_embedding_model: Option<String>,
+    #[serde(default, alias = "aiSystemPrompt")]
+    pub ai_system_prompt: Option<String>,
+    #[serde(default, alias = "aiTopK")]
+    pub ai_top_k: Option<i32>,
+    #[serde(default, alias = "aiChunkSize")]
+    pub ai_chunk_size: Option<i32>,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct PublicSiteSettingsResponse {
+    pub id: i32,
+    pub site_name: Option<String>,
+    pub site_short_name: Option<String>,
+    pub site_url: Option<String>,
+    pub site_title: Option<String>,
+    pub site_description: Option<String>,
+    pub hero_title: Option<String>,
+    pub hero_subtitle: Option<String>,
+    pub owner_name: Option<String>,
+    pub owner_title: Option<String>,
+    pub owner_bio: Option<String>,
+    pub owner_avatar_url: Option<String>,
+    pub social_github: Option<String>,
+    pub social_twitter: Option<String>,
+    pub social_email: Option<String>,
+    pub location: Option<String>,
+    pub tech_stack: Option<serde_json::Value>,
+    pub ai_enabled: bool,
 }
 
 fn normalize_optional_string(value: Option<String>) -> Option<String> {
@@ -55,6 +99,10 @@ fn normalize_optional_string(value: Option<String>) -> Option<String> {
     })
 }
 
+fn normalize_optional_int(value: Option<i32>, min: i32, max: i32) -> Option<i32> {
+    value.map(|item| item.clamp(min, max))
+}
+
 impl SiteSettingsPayload {
     fn apply(self, item: &mut ActiveModel) {
         if let Some(site_name) = self.site_name {
@@ -105,6 +153,33 @@ impl SiteSettingsPayload {
         if let Some(tech_stack) = self.tech_stack {
             item.tech_stack = Set(Some(serde_json::json!(tech_stack)));
         }
+        if let Some(ai_enabled) = self.ai_enabled {
+            item.ai_enabled = Set(Some(ai_enabled));
+        }
+        if let Some(ai_provider) = self.ai_provider {
+            item.ai_provider = Set(normalize_optional_string(Some(ai_provider)));
+        }
+        if let Some(ai_api_base) = self.ai_api_base {
+            item.ai_api_base = Set(normalize_optional_string(Some(ai_api_base)));
+        }
+        if let Some(ai_api_key) = self.ai_api_key {
+            item.ai_api_key = Set(normalize_optional_string(Some(ai_api_key)));
+        }
+        if let Some(ai_chat_model) = self.ai_chat_model {
+            item.ai_chat_model = Set(normalize_optional_string(Some(ai_chat_model)));
+        }
+        if let Some(ai_embedding_model) = self.ai_embedding_model {
+            item.ai_embedding_model = Set(normalize_optional_string(Some(ai_embedding_model)));
+        }
+        if let Some(ai_system_prompt) = self.ai_system_prompt {
+            item.ai_system_prompt = Set(normalize_optional_string(Some(ai_system_prompt)));
+        }
+        if self.ai_top_k.is_some() {
+            item.ai_top_k = Set(normalize_optional_int(self.ai_top_k, 1, 12));
+        }
+        if self.ai_chunk_size.is_some() {
+            item.ai_chunk_size = Set(normalize_optional_int(self.ai_chunk_size, 400, 4000));
+        }
     }
 }
 
@@ -134,10 +209,22 @@ fn default_payload() -> SiteSettingsPayload {
             "Tailwind CSS".to_string(),
             "TypeScript".to_string(),
         ]),
+        ai_enabled: Some(false),
+        ai_provider: Some(ai::provider_name(None)),
+        ai_api_base: Some(ai::default_api_base().to_string()),
+        ai_api_key: Some(ai::default_api_key().to_string()),
+        ai_chat_model: Some(ai::default_chat_model().to_string()),
+        ai_embedding_model: Some(ai::local_embedding_label().to_string()),
+        ai_system_prompt: Some(
+            "你是这个博客的站内 AI 助手。请优先基于提供的上下文回答，答案要准确、简洁、实用；如果上下文不足，请明确说明。"
+                .to_string(),
+        ),
+        ai_top_k: Some(4),
+        ai_chunk_size: Some(1200),
     }
 }
 
-async fn load_current(ctx: &AppContext) -> Result<Model> {
+pub(crate) async fn load_current(ctx: &AppContext) -> Result<Model> {
     if let Some(settings) = Entity::find()
         .order_by_asc(site_settings::Column::Id)
         .one(&ctx.db)
@@ -154,9 +241,32 @@ async fn load_current(ctx: &AppContext) -> Result<Model> {
     Ok(item.insert(&ctx.db).await?)
 }
 
+fn public_response(model: Model) -> PublicSiteSettingsResponse {
+    PublicSiteSettingsResponse {
+        id: model.id,
+        site_name: model.site_name,
+        site_short_name: model.site_short_name,
+        site_url: model.site_url,
+        site_title: model.site_title,
+        site_description: model.site_description,
+        hero_title: model.hero_title,
+        hero_subtitle: model.hero_subtitle,
+        owner_name: model.owner_name,
+        owner_title: model.owner_title,
+        owner_bio: model.owner_bio,
+        owner_avatar_url: model.owner_avatar_url,
+        social_github: model.social_github,
+        social_twitter: model.social_twitter,
+        social_email: model.social_email,
+        location: model.location,
+        tech_stack: model.tech_stack,
+        ai_enabled: model.ai_enabled.unwrap_or(false),
+    }
+}
+
 #[debug_handler]
 pub async fn show(State(ctx): State<AppContext>) -> Result<Response> {
-    format::json(load_current(&ctx).await?)
+    format::json(public_response(load_current(&ctx).await?))
 }
 
 #[debug_handler]
@@ -164,10 +274,13 @@ pub async fn update(
     State(ctx): State<AppContext>,
     Json(params): Json<SiteSettingsPayload>,
 ) -> Result<Response> {
+    check_auth()?;
+
     let current = load_current(&ctx).await?;
     let mut item = current.into_active_model();
     params.apply(&mut item);
-    format::json(item.update(&ctx.db).await?)
+    let updated = item.update(&ctx.db).await?;
+    format::json(public_response(updated))
 }
 
 pub fn routes() -> Routes {
diff --git a/backend/src/controllers/tag.rs b/backend/src/controllers/tag.rs
index 1e75473..575bb7f 100644
--- a/backend/src/controllers/tag.rs
+++ b/backend/src/controllers/tag.rs
@@ -48,15 +48,38 @@ pub async fn update(
     Json(params): Json<Params>,
 ) -> Result<Response> {
     let item = load_item(&ctx, id).await?;
+    let previous_name = item.name.clone();
+    let previous_slug = item.slug.clone();
+    let next_name = params
+        .name
+        .as_deref()
+        .map(str::trim)
+        .filter(|value| !value.is_empty());
+
+    if let Some(next_name) = next_name {
+        if previous_name
+            .as_deref()
+            .map(str::trim)
+            .filter(|value| !value.is_empty())
+            != Some(next_name)
+        {
+            content::rewrite_tag_references(previous_name.as_deref(), &previous_slug, Some(next_name))?;
+        }
+    }
+
     let mut item = item.into_active_model();
     params.update(&mut item);
     let item = item.update(&ctx.db).await?;
+    content::sync_markdown_posts(&ctx).await?;
     format::json(item)
 }
 
 #[debug_handler]
 pub async fn remove(Path(id): Path<i32>, State(ctx): State<AppContext>) -> Result<Response> {
-    load_item(&ctx, id).await?.delete(&ctx.db).await?;
+    let item = load_item(&ctx, id).await?;
+    content::rewrite_tag_references(item.name.as_deref(), &item.slug, None)?;
+    item.delete(&ctx.db).await?;
+    content::sync_markdown_posts(&ctx).await?;
     format::empty()
 }
 
diff --git a/backend/src/fixtures/site_settings.yaml b/backend/src/fixtures/site_settings.yaml
index 4f9adbd..fd16577 100644
--- a/backend/src/fixtures/site_settings.yaml
+++ b/backend/src/fixtures/site_settings.yaml
@@ -19,3 +19,12 @@
     - "Svelte"
     - "Tailwind CSS"
     - "TypeScript"
+  ai_enabled: false
+  ai_provider: "newapi"
+  ai_api_base: "http://localhost:8317/v1"
+  ai_api_key: "your-api-key-1"
+  ai_chat_model: "gpt-5.4"
+  ai_embedding_model: "fastembed / local all-MiniLM-L6-v2"
+  ai_system_prompt: "你是这个博客的站内 AI 助手。请优先基于提供的上下文回答，答案要准确、简洁、实用；如果上下文不足，请明确说明。"
+  ai_top_k: 4
+  ai_chunk_size: 1200
diff --git a/backend/src/initializers/content_sync.rs b/backend/src/initializers/content_sync.rs
index 1be52c0..4e27754 100644
--- a/backend/src/initializers/content_sync.rs
+++ b/backend/src/initializers/content_sync.rs
@@ -56,6 +56,13 @@ fn is_blank(value: &Option<String>) -> bool {
     value.as_deref().map(str::trim).unwrap_or("").is_empty()
 }
 
+fn matches_legacy_ai_defaults(settings: &site_settings::Model) -> bool {
+    settings.ai_provider.as_deref().map(str::trim) == Some("openai-compatible")
+        && settings.ai_api_base.as_deref().map(str::trim) == Some("https://api.openai.com/v1")
+        && settings.ai_chat_model.as_deref().map(str::trim) == Some("gpt-4.1-mini")
+        && is_blank(&settings.ai_api_key)
+}
+
 async fn sync_site_settings(ctx: &AppContext, base: &Path) -> Result<()> {
     let rows = read_fixture_rows(base, "site_settings.yaml");
     let Some(seed) = rows.first() else {
@@ -81,6 +88,7 @@ async fn sync_site_settings(ctx: &AppContext, base: &Path) -> Result<()> {
 
     if let Some(existing) = existing {
         let mut model = existing.clone().into_active_model();
+        let should_upgrade_legacy_ai_defaults = matches_legacy_ai_defaults(&existing);
 
         if is_blank(&existing.site_name) {
             model.site_name = Set(as_optional_string(&seed["site_name"]));
@@ -130,6 +138,39 @@ async fn sync_site_settings(ctx: &AppContext, base: &Path) -> Result<()> {
         if existing.tech_stack.is_none() {
             model.tech_stack = Set(tech_stack);
         }
+        if existing.ai_enabled.is_none() {
+            model.ai_enabled = Set(seed["ai_enabled"].as_bool());
+        }
+        if should_upgrade_legacy_ai_defaults {
+            model.ai_provider = Set(as_optional_string(&seed["ai_provider"]));
+            model.ai_api_base = Set(as_optional_string(&seed["ai_api_base"]));
+            model.ai_api_key = Set(as_optional_string(&seed["ai_api_key"]));
+            model.ai_chat_model = Set(as_optional_string(&seed["ai_chat_model"]));
+        }
+        if is_blank(&existing.ai_provider) {
+            model.ai_provider = Set(as_optional_string(&seed["ai_provider"]));
+        }
+        if is_blank(&existing.ai_api_base) {
+            model.ai_api_base = Set(as_optional_string(&seed["ai_api_base"]));
+        }
+        if is_blank(&existing.ai_api_key) {
+            model.ai_api_key = Set(as_optional_string(&seed["ai_api_key"]));
+        }
+        if is_blank(&existing.ai_chat_model) {
+            model.ai_chat_model = Set(as_optional_string(&seed["ai_chat_model"]));
+        }
+        if is_blank(&existing.ai_embedding_model) {
+            model.ai_embedding_model = Set(as_optional_string(&seed["ai_embedding_model"]));
+        }
+        if is_blank(&existing.ai_system_prompt) {
+            model.ai_system_prompt = Set(as_optional_string(&seed["ai_system_prompt"]));
+        }
+        if existing.ai_top_k.is_none() {
+            model.ai_top_k = Set(seed["ai_top_k"].as_i64().map(|value| value as i32));
+        }
+        if existing.ai_chunk_size.is_none() {
+            model.ai_chunk_size = Set(seed["ai_chunk_size"].as_i64().map(|value| value as i32));
+        }
 
         let _ = model.update(&ctx.db).await;
         return Ok(());
@@ -153,6 +194,15 @@ async fn sync_site_settings(ctx: &AppContext, base: &Path) -> Result<()> {
         social_email: Set(as_optional_string(&seed["social_email"])),
         location: Set(as_optional_string(&seed["location"])),
         tech_stack: Set(tech_stack),
+        ai_enabled: Set(seed["ai_enabled"].as_bool()),
+        ai_provider: Set(as_optional_string(&seed["ai_provider"])),
+        ai_api_base: Set(as_optional_string(&seed["ai_api_base"])),
+        ai_api_key: Set(as_optional_string(&seed["ai_api_key"])),
+        ai_chat_model: Set(as_optional_string(&seed["ai_chat_model"])),
+        ai_embedding_model: Set(as_optional_string(&seed["ai_embedding_model"])),
+        ai_system_prompt: Set(as_optional_string(&seed["ai_system_prompt"])),
+        ai_top_k: Set(seed["ai_top_k"].as_i64().map(|value| value as i32)),
+        ai_chunk_size: Set(seed["ai_chunk_size"].as_i64().map(|value| value as i32)),
         ..Default::default()
     };
 
diff --git a/backend/src/models/_entities/ai_chunks.rs b/backend/src/models/_entities/ai_chunks.rs
new file mode 100644
index 0000000..9c0846a
--- /dev/null
+++ b/backend/src/models/_entities/ai_chunks.rs
@@ -0,0 +1,28 @@
+//! `SeaORM` Entity, manually maintained
+
+use sea_orm::entity::prelude::*;
+use serde::{Deserialize, Serialize};
+
+#[derive(Clone, Debug, PartialEq, DeriveEntityModel, Serialize, Deserialize)]
+#[sea_orm(table_name = "ai_chunks")]
+pub struct Model {
+    pub created_at: DateTimeWithTimeZone,
+    pub updated_at: DateTimeWithTimeZone,
+    #[sea_orm(primary_key)]
+    pub id: i32,
+    pub source_slug: String,
+    pub source_title: Option<String>,
+    pub source_path: Option<String>,
+    pub source_type: String,
+    pub chunk_index: i32,
+    #[sea_orm(column_type = "Text")]
+    pub content: String,
+    pub content_preview: Option<String>,
+    pub embedding: Option<String>,
+    pub word_count: Option<i32>,
+}
+
+#[derive(Copy, Clone, Debug, EnumIter, DeriveRelation)]
+pub enum Relation {}
+
+impl ActiveModelBehavior for ActiveModel {}
diff --git a/backend/src/models/_entities/comments.rs b/backend/src/models/_entities/comments.rs
index 6ee8da7..fd3f8b6 100644
--- a/backend/src/models/_entities/comments.rs
+++ b/backend/src/models/_entities/comments.rs
@@ -17,7 +17,11 @@ pub struct Model {
     pub avatar: Option<String>,
     #[sea_orm(column_type = "Text", nullable)]
     pub content: Option<String>,
+    pub scope: String,
+    pub paragraph_key: Option<String>,
+    pub paragraph_excerpt: Option<String>,
     pub reply_to: Option<Uuid>,
+    pub reply_to_comment_id: Option<i32>,
     pub approved: Option<bool>,
 }
 
diff --git a/backend/src/models/_entities/mod.rs b/backend/src/models/_entities/mod.rs
index 70bcd16..77fd8ae 100644
--- a/backend/src/models/_entities/mod.rs
+++ b/backend/src/models/_entities/mod.rs
@@ -1,5 +1,6 @@
 //! `SeaORM` Entity, @generated by sea-orm-codegen 1.1.10
 
+pub mod ai_chunks;
 pub mod prelude;
 
 pub mod categories;
diff --git a/backend/src/models/_entities/prelude.rs b/backend/src/models/_entities/prelude.rs
index a6dfc59..3f86e17 100644
--- a/backend/src/models/_entities/prelude.rs
+++ b/backend/src/models/_entities/prelude.rs
@@ -1,5 +1,6 @@
 //! `SeaORM` Entity, @generated by sea-orm-codegen 1.1.10
 
+pub use super::ai_chunks::Entity as AiChunks;
 pub use super::categories::Entity as Categories;
 pub use super::comments::Entity as Comments;
 pub use super::friend_links::Entity as FriendLinks;
diff --git a/backend/src/models/_entities/site_settings.rs b/backend/src/models/_entities/site_settings.rs
index 4795054..0e3cb3e 100644
--- a/backend/src/models/_entities/site_settings.rs
+++ b/backend/src/models/_entities/site_settings.rs
@@ -28,6 +28,18 @@ pub struct Model {
     pub location: Option<String>,
     #[sea_orm(column_type = "JsonBinary", nullable)]
     pub tech_stack: Option<Json>,
+    pub ai_enabled: Option<bool>,
+    pub ai_provider: Option<String>,
+    pub ai_api_base: Option<String>,
+    #[sea_orm(column_type = "Text", nullable)]
+    pub ai_api_key: Option<String>,
+    pub ai_chat_model: Option<String>,
+    pub ai_embedding_model: Option<String>,
+    #[sea_orm(column_type = "Text", nullable)]
+    pub ai_system_prompt: Option<String>,
+    pub ai_top_k: Option<i32>,
+    pub ai_chunk_size: Option<i32>,
+    pub ai_last_indexed_at: Option<DateTimeWithTimeZone>,
 }
 
 #[derive(Copy, Clone, Debug, EnumIter, DeriveRelation)]
diff --git a/backend/src/models/ai_chunks.rs b/backend/src/models/ai_chunks.rs
new file mode 100644
index 0000000..bdfe305
--- /dev/null
+++ b/backend/src/models/ai_chunks.rs
@@ -0,0 +1,3 @@
+pub use super::_entities::ai_chunks::{ActiveModel, Entity, Model};
+
+pub type AiChunks = Entity;
diff --git a/backend/src/models/mod.rs b/backend/src/models/mod.rs
index bf149a6..d7659d4 100644
--- a/backend/src/models/mod.rs
+++ b/backend/src/models/mod.rs
@@ -1,4 +1,5 @@
 pub mod _entities;
+pub mod ai_chunks;
 pub mod categories;
 pub mod comments;
 pub mod friend_links;
diff --git a/backend/src/services/ai.rs b/backend/src/services/ai.rs
new file mode 100644
index 0000000..d9b82b4
--- /dev/null
+++ b/backend/src/services/ai.rs
@@ -0,0 +1,993 @@
+use chrono::{DateTime, Utc};
+use fastembed::{
+    InitOptionsUserDefined, Pooling, TextEmbedding, TokenizerFiles, UserDefinedEmbeddingModel,
+};
+use loco_rs::prelude::*;
+use reqwest::Client;
+use sea_orm::{
+    ActiveModelTrait, ConnectionTrait, DbBackend, EntityTrait, FromQueryResult, IntoActiveModel,
+    PaginatorTrait, QueryOrder, Set, Statement,
+};
+use serde::Serialize;
+use serde_json::{json, Value};
+use std::fs;
+use std::path::{Path, PathBuf};
+use std::sync::{Mutex, OnceLock};
+
+use crate::{
+    models::_entities::{ai_chunks, site_settings},
+    services::content,
+};
+
+const DEFAULT_AI_PROVIDER: &str = "newapi";
+const DEFAULT_AI_API_BASE: &str = "http://localhost:8317/v1";
+const DEFAULT_AI_API_KEY: &str = "your-api-key-1";
+const DEFAULT_CHAT_MODEL: &str = "gpt-5.4";
+const DEFAULT_REASONING_EFFORT: &str = "medium";
+const DEFAULT_DISABLE_RESPONSE_STORAGE: bool = true;
+const DEFAULT_TOP_K: usize = 4;
+const DEFAULT_CHUNK_SIZE: usize = 1200;
+const DEFAULT_SYSTEM_PROMPT: &str =
+    "你是这个博客的站内 AI 助手。请严格基于提供的博客上下文回答，优先给出准确结论，再补充细节；如果上下文不足，请明确说明。";
+const EMBEDDING_BATCH_SIZE: usize = 32;
+const EMBEDDING_DIMENSION: usize = 384;
+const LOCAL_EMBEDDING_MODEL_LABEL: &str = "fastembed / local all-MiniLM-L6-v2";
+const LOCAL_EMBEDDING_CACHE_DIR: &str = "storage/ai_embedding_models/all-minilm-l6-v2";
+const LOCAL_EMBEDDING_BASE_URL: &str =
+    "https://huggingface.co/Qdrant/all-MiniLM-L6-v2-onnx/resolve/main";
+const LOCAL_EMBEDDING_FILES: [&str; 5] = [
+    "model.onnx",
+    "tokenizer.json",
+    "config.json",
+    "special_tokens_map.json",
+    "tokenizer_config.json",
+];
+
+static TEXT_EMBEDDING_MODEL: OnceLock<Mutex<TextEmbedding>> = OnceLock::new();
+
+#[derive(Clone, Debug)]
+struct AiRuntimeSettings {
+    raw: site_settings::Model,
+    provider: String,
+    api_base: Option<String>,
+    api_key: Option<String>,
+    chat_model: String,
+    system_prompt: String,
+    top_k: usize,
+    chunk_size: usize,
+}
+
+#[derive(Clone, Debug)]
+struct ChunkDraft {
+    source_slug: String,
+    source_title: Option<String>,
+    source_path: Option<String>,
+    source_type: String,
+    chunk_index: i32,
+    content: String,
+    content_preview: Option<String>,
+    word_count: Option<i32>,
+}
+
+#[derive(Clone, Debug)]
+struct ScoredChunk {
+    score: f64,
+    row: ai_chunks::Model,
+}
+
+#[derive(Clone, Debug, FromQueryResult)]
+struct SimilarChunkRow {
+    source_slug: String,
+    source_title: Option<String>,
+    chunk_index: i32,
+    content: String,
+    content_preview: Option<String>,
+    word_count: Option<i32>,
+    score: f64,
+}
+
+#[derive(Clone, Copy, Debug)]
+enum EmbeddingKind {
+    Passage,
+    Query,
+}
+
+#[derive(Clone, Debug, Serialize)]
+pub struct AiSource {
+    pub slug: String,
+    pub title: String,
+    pub excerpt: String,
+    pub score: f64,
+    pub chunk_index: i32,
+}
+
+#[derive(Clone, Debug)]
+pub struct AiAnswer {
+    pub answer: String,
+    pub sources: Vec<AiSource>,
+    pub indexed_chunks: usize,
+    pub last_indexed_at: Option<DateTime<Utc>>,
+}
+
+#[derive(Clone, Debug)]
+pub(crate) struct AiProviderRequest {
+    pub(crate) provider: String,
+    pub(crate) api_base: String,
+    pub(crate) api_key: String,
+    pub(crate) chat_model: String,
+    pub(crate) system_prompt: String,
+    pub(crate) prompt: String,
+}
+
+#[derive(Clone, Debug)]
+pub(crate) struct PreparedAiAnswer {
+    pub(crate) question: String,
+    pub(crate) provider_request: Option<AiProviderRequest>,
+    pub(crate) immediate_answer: Option<String>,
+    pub(crate) sources: Vec<AiSource>,
+    pub(crate) indexed_chunks: usize,
+    pub(crate) last_indexed_at: Option<DateTime<Utc>>,
+}
+
+#[derive(Clone, Debug)]
+pub struct AiIndexSummary {
+    pub indexed_chunks: usize,
+    pub last_indexed_at: Option<DateTime<Utc>>,
+}
+
+fn trim_to_option(value: Option<String>) -> Option<String> {
+    value.and_then(|item| {
+        let trimmed = item.trim().to_string();
+        if trimmed.is_empty() {
+            None
+        } else {
+            Some(trimmed)
+        }
+    })
+}
+
+fn preview_text(content: &str, limit: usize) -> Option<String> {
+    let flattened = content
+        .split_whitespace()
+        .collect::<Vec<_>>()
+        .join(" ")
+        .trim()
+        .to_string();
+
+    if flattened.is_empty() {
+        return None;
+    }
+
+    let preview = flattened.chars().take(limit).collect::<String>();
+    Some(preview)
+}
+
+fn build_endpoint(api_base: &str, path: &str) -> String {
+    format!(
+        "{}/{}",
+        api_base.trim_end_matches('/'),
+        path.trim_start_matches('/')
+    )
+}
+
+fn local_embedding_dir() -> PathBuf {
+    PathBuf::from(LOCAL_EMBEDDING_CACHE_DIR)
+}
+
+fn download_embedding_file(
+    client: &reqwest::blocking::Client,
+    directory: &Path,
+    file_name: &str,
+) -> Result<()> {
+    let target_path = directory.join(file_name);
+    if target_path.exists() {
+        return Ok(());
+    }
+
+    let url = format!("{LOCAL_EMBEDDING_BASE_URL}/{file_name}");
+    let bytes = client
+        .get(url)
+        .send()
+        .and_then(reqwest::blocking::Response::error_for_status)
+        .map_err(|error| Error::BadRequest(format!("下载本地 embedding 文件失败: {error}")))?
+        .bytes()
+        .map_err(|error| Error::BadRequest(format!("读取本地 embedding 文件失败: {error}")))?;
+
+    fs::write(&target_path, &bytes)
+        .map_err(|error| Error::BadRequest(format!("写入本地 embedding 文件失败: {error}")))?;
+
+    Ok(())
+}
+
+fn ensure_local_embedding_files() -> Result<PathBuf> {
+    let directory = local_embedding_dir();
+    fs::create_dir_all(&directory)
+        .map_err(|error| Error::BadRequest(format!("创建本地 embedding 目录失败: {error}")))?;
+
+    let client = reqwest::blocking::Client::builder()
+        .build()
+        .map_err(|error| {
+            Error::BadRequest(format!("创建本地 embedding 下载客户端失败: {error}"))
+        })?;
+
+    for file_name in LOCAL_EMBEDDING_FILES {
+        download_embedding_file(&client, &directory, file_name)?;
+    }
+
+    Ok(directory)
+}
+
+fn load_local_embedding_model() -> Result<TextEmbedding> {
+    let directory = ensure_local_embedding_files()?;
+    let tokenizer_files = TokenizerFiles {
+        tokenizer_file: fs::read(directory.join("tokenizer.json"))
+            .map_err(|error| Error::BadRequest(format!("读取 tokenizer.json 失败: {error}")))?,
+        config_file: fs::read(directory.join("config.json"))
+            .map_err(|error| Error::BadRequest(format!("读取 config.json 失败: {error}")))?,
+        special_tokens_map_file: fs::read(directory.join("special_tokens_map.json")).map_err(
+            |error| Error::BadRequest(format!("读取 special_tokens_map.json 失败: {error}")),
+        )?,
+        tokenizer_config_file: fs::read(directory.join("tokenizer_config.json")).map_err(
+            |error| Error::BadRequest(format!("读取 tokenizer_config.json 失败: {error}")),
+        )?,
+    };
+
+    let model = UserDefinedEmbeddingModel::new(
+        fs::read(directory.join("model.onnx"))
+            .map_err(|error| Error::BadRequest(format!("读取 model.onnx 失败: {error}")))?,
+        tokenizer_files,
+    )
+    .with_pooling(Pooling::Mean);
+
+    TextEmbedding::try_new_from_user_defined(model, InitOptionsUserDefined::default())
+        .map_err(|error| Error::BadRequest(format!("本地 embedding 模型初始化失败: {error}")))
+}
+
+fn local_embedding_engine() -> Result<&'static Mutex<TextEmbedding>> {
+    if let Some(model) = TEXT_EMBEDDING_MODEL.get() {
+        return Ok(model);
+    }
+
+    let model = load_local_embedding_model()?;
+
+    let _ = TEXT_EMBEDDING_MODEL.set(Mutex::new(model));
+
+    TEXT_EMBEDDING_MODEL
+        .get()
+        .ok_or_else(|| Error::BadRequest("本地 embedding 模型未能成功缓存".to_string()))
+}
+
+fn vector_literal(embedding: &[f64]) -> Result<String> {
+    if embedding.len() != EMBEDDING_DIMENSION {
+        return Err(Error::BadRequest(format!(
+            "embedding 维度异常，期望 {EMBEDDING_DIMENSION}，实际 {}",
+            embedding.len()
+        )));
+    }
+
+    Ok(format!(
+        "[{}]",
+        embedding
+            .iter()
+            .map(|value| value.to_string())
+            .collect::<Vec<_>>()
+            .join(",")
+    ))
+}
+
+fn prepare_embedding_text(kind: EmbeddingKind, text: &str) -> String {
+    match kind {
+        EmbeddingKind::Passage | EmbeddingKind::Query => text.trim().to_string(),
+    }
+}
+
+fn split_long_text(text: &str, chunk_size: usize) -> Vec<String> {
+    let mut parts = Vec::new();
+    let mut current = String::new();
+
+    for line in text.lines() {
+        let candidate = if current.is_empty() {
+            line.to_string()
+        } else {
+            format!("{current}\n{line}")
+        };
+
+        if candidate.chars().count() > chunk_size && !current.is_empty() {
+            parts.push(current.trim().to_string());
+            current = line.to_string();
+        } else {
+            current = candidate;
+        }
+    }
+
+    if !current.trim().is_empty() {
+        parts.push(current.trim().to_string());
+    }
+
+    parts
+}
+
+fn build_chunks(posts: &[content::MarkdownPost], chunk_size: usize) -> Vec<ChunkDraft> {
+    let mut chunks = Vec::new();
+
+    for post in posts.iter().filter(|post| post.published) {
+        let mut sections = Vec::new();
+        sections.push(format!("# {}", post.title));
+        if let Some(description) = post
+            .description
+            .as_deref()
+            .filter(|value| !value.trim().is_empty())
+        {
+            sections.push(description.trim().to_string());
+        }
+        sections.push(post.content.trim().to_string());
+
+        let source_text = sections
+            .into_iter()
+            .filter(|item| !item.trim().is_empty())
+            .collect::<Vec<_>>()
+            .join("\n\n");
+
+        let paragraphs = source_text
+            .split("\n\n")
+            .map(str::trim)
+            .filter(|value| !value.is_empty())
+            .collect::<Vec<_>>();
+
+        let mut buffer = String::new();
+        let mut chunk_index = 0_i32;
+
+        for paragraph in paragraphs {
+            if paragraph.chars().count() > chunk_size {
+                if !buffer.trim().is_empty() {
+                    chunks.push(ChunkDraft {
+                        source_slug: post.slug.clone(),
+                        source_title: Some(post.title.clone()),
+                        source_path: Some(post.file_path.clone()),
+                        source_type: "post".to_string(),
+                        chunk_index,
+                        content: buffer.trim().to_string(),
+                        content_preview: preview_text(&buffer, 180),
+                        word_count: Some(buffer.split_whitespace().count() as i32),
+                    });
+                    chunk_index += 1;
+                    buffer.clear();
+                }
+
+                for part in split_long_text(paragraph, chunk_size) {
+                    if part.trim().is_empty() {
+                        continue;
+                    }
+
+                    chunks.push(ChunkDraft {
+                        source_slug: post.slug.clone(),
+                        source_title: Some(post.title.clone()),
+                        source_path: Some(post.file_path.clone()),
+                        source_type: "post".to_string(),
+                        chunk_index,
+                        content_preview: preview_text(&part, 180),
+                        word_count: Some(part.split_whitespace().count() as i32),
+                        content: part,
+                    });
+                    chunk_index += 1;
+                }
+                continue;
+            }
+
+            let candidate = if buffer.is_empty() {
+                paragraph.to_string()
+            } else {
+                format!("{buffer}\n\n{paragraph}")
+            };
+
+            if candidate.chars().count() > chunk_size && !buffer.trim().is_empty() {
+                chunks.push(ChunkDraft {
+                    source_slug: post.slug.clone(),
+                    source_title: Some(post.title.clone()),
+                    source_path: Some(post.file_path.clone()),
+                    source_type: "post".to_string(),
+                    chunk_index,
+                    content_preview: preview_text(&buffer, 180),
+                    word_count: Some(buffer.split_whitespace().count() as i32),
+                    content: buffer.trim().to_string(),
+                });
+                chunk_index += 1;
+                buffer = paragraph.to_string();
+            } else {
+                buffer = candidate;
+            }
+        }
+
+        if !buffer.trim().is_empty() {
+            chunks.push(ChunkDraft {
+                source_slug: post.slug.clone(),
+                source_title: Some(post.title.clone()),
+                source_path: Some(post.file_path.clone()),
+                source_type: "post".to_string(),
+                chunk_index,
+                content_preview: preview_text(&buffer, 180),
+                word_count: Some(buffer.split_whitespace().count() as i32),
+                content: buffer.trim().to_string(),
+            });
+        }
+    }
+
+    chunks
+}
+
+async fn request_json(client: &Client, url: &str, api_key: &str, payload: Value) -> Result<Value> {
+    let response = client
+        .post(url)
+        .bearer_auth(api_key)
+        .header("Accept", "application/json")
+        .json(&payload)
+        .send()
+        .await
+        .map_err(|error| Error::BadRequest(format!("AI request failed: {error}")))?;
+
+    let status = response.status();
+    let body = response
+        .text()
+        .await
+        .map_err(|error| Error::BadRequest(format!("AI response read failed: {error}")))?;
+
+    if !status.is_success() {
+        return Err(Error::BadRequest(format!(
+            "AI provider returned {status}: {body}"
+        )));
+    }
+
+    serde_json::from_str(&body)
+        .map_err(|error| Error::BadRequest(format!("AI response parse failed: {error}")))
+}
+
+fn provider_uses_responses(provider: &str) -> bool {
+    provider.eq_ignore_ascii_case("newapi")
+}
+
+async fn embed_texts_locally(inputs: Vec<String>, kind: EmbeddingKind) -> Result<Vec<Vec<f64>>> {
+    tokio::task::spawn_blocking(move || {
+        let model = local_embedding_engine()?;
+        let prepared = inputs
+            .iter()
+            .map(|item| prepare_embedding_text(kind, item))
+            .collect::<Vec<_>>();
+
+        let mut guard = model.lock().map_err(|_| {
+            Error::BadRequest("本地 embedding 模型当前不可用，请稍后重试".to_string())
+        })?;
+
+        let embeddings = guard
+            .embed(prepared, Some(EMBEDDING_BATCH_SIZE))
+            .map_err(|error| Error::BadRequest(format!("本地 embedding 生成失败: {error}")))?;
+
+        Ok(embeddings
+            .into_iter()
+            .map(|embedding| embedding.into_iter().map(f64::from).collect::<Vec<_>>())
+            .collect::<Vec<_>>())
+    })
+    .await
+    .map_err(|error| Error::BadRequest(format!("本地 embedding 任务执行失败: {error}")))?
+}
+
+fn extract_message_content(value: &Value) -> Option<String> {
+    if let Some(content) = value
+        .get("choices")
+        .and_then(Value::as_array)
+        .and_then(|choices| choices.first())
+        .and_then(|choice| choice.get("message"))
+        .and_then(|message| message.get("content"))
+    {
+        if let Some(text) = content.as_str() {
+            return Some(text.trim().to_string());
+        }
+
+        if let Some(parts) = content.as_array() {
+            let merged = parts
+                .iter()
+                .filter_map(|part| part.get("text").and_then(Value::as_str))
+                .collect::<Vec<_>>()
+                .join("\n");
+
+            if !merged.trim().is_empty() {
+                return Some(merged.trim().to_string());
+            }
+        }
+    }
+
+    None
+}
+
+fn merge_text_segments(parts: Vec<String>) -> Option<String> {
+    let merged = parts
+        .into_iter()
+        .filter_map(|part| {
+            let trimmed = part.trim().to_string();
+            if trimmed.is_empty() {
+                None
+            } else {
+                Some(trimmed)
+            }
+        })
+        .collect::<Vec<_>>()
+        .join("\n");
+
+    if merged.trim().is_empty() {
+        None
+    } else {
+        Some(merged)
+    }
+}
+
+fn extract_response_output(value: &Value) -> Option<String> {
+    if let Some(text) = value.get("output_text").and_then(Value::as_str) {
+        let trimmed = text.trim();
+        if !trimmed.is_empty() {
+            return Some(trimmed.to_string());
+        }
+    }
+
+    let output_items = value.get("output").and_then(Value::as_array)?;
+    let mut segments = Vec::new();
+
+    for item in output_items {
+        let Some(content_items) = item.get("content").and_then(Value::as_array) else {
+            continue;
+        };
+
+        for content in content_items {
+            if let Some(text) = content.get("text").and_then(Value::as_str) {
+                segments.push(text.to_string());
+                continue;
+            }
+
+            if let Some(text) = content
+                .get("output_text")
+                .and_then(|output_text| output_text.get("text"))
+                .and_then(Value::as_str)
+            {
+                segments.push(text.to_string());
+            }
+        }
+    }
+
+    merge_text_segments(segments)
+}
+
+fn build_chat_prompt(question: &str, matches: &[ScoredChunk]) -> String {
+    let context_blocks = matches
+        .iter()
+        .enumerate()
+        .map(|(index, item)| {
+            format!(
+                "[资料 {}]\n标题: {}\nSlug: {}\n相似度: {:.4}\n内容:\n{}",
+                index + 1,
+                item.row
+                    .source_title
+                    .as_deref()
+                    .filter(|value| !value.trim().is_empty())
+                    .unwrap_or("未命名内容"),
+                item.row.source_slug,
+                item.score,
+                item.row.content
+            )
+        })
+        .collect::<Vec<_>>()
+        .join("\n\n");
+
+    format!(
+        "请仅根据下面提供的资料回答用户问题。\n\
+如果资料不足以支撑结论，请直接说明“我在当前博客资料里没有找到足够信息”。\n\
+回答要求：\n\
+1. 使用中文。\n\
+2. 使用 Markdown 输出，必要时用短列表或小标题，不要输出 HTML。\n\
+3. 先给直接结论，再补充关键点，整体尽量精炼。\n\
+4. 不要编造未在资料中出现的事实。\n\
+5. 如果回答引用了具体资料，可自然地提及文章标题。\n\n\
+用户问题：{question}\n\n\
+可用资料：\n{context_blocks}"
+    )
+}
+
+fn build_sources(matches: &[ScoredChunk]) -> Vec<AiSource> {
+    matches
+        .iter()
+        .map(|item| AiSource {
+            slug: item.row.source_slug.clone(),
+            title: item
+                .row
+                .source_title
+                .as_deref()
+                .filter(|value| !value.trim().is_empty())
+                .unwrap_or("未命名内容")
+                .to_string(),
+            excerpt: item
+                .row
+                .content_preview
+                .clone()
+                .unwrap_or_else(|| preview_text(&item.row.content, 180).unwrap_or_default()),
+            score: (item.score * 10000.0).round() / 10000.0,
+            chunk_index: item.row.chunk_index,
+        })
+        .collect::<Vec<_>>()
+}
+
+pub(crate) fn build_provider_payload(request: &AiProviderRequest, stream: bool) -> Value {
+    if provider_uses_responses(&request.provider) {
+        json!({
+            "model": request.chat_model,
+            "input": [
+                {
+                    "role": "system",
+                    "content": [
+                        {
+                            "type": "input_text",
+                            "text": request.system_prompt
+                        }
+                    ]
+                },
+                {
+                    "role": "user",
+                    "content": [
+                        {
+                            "type": "input_text",
+                            "text": request.prompt
+                        }
+                    ]
+                }
+            ],
+            "reasoning": {
+                "effort": DEFAULT_REASONING_EFFORT
+            },
+            "max_output_tokens": 520,
+            "store": !DEFAULT_DISABLE_RESPONSE_STORAGE,
+            "stream": stream
+        })
+    } else {
+        json!({
+            "model": request.chat_model,
+            "temperature": 0.2,
+            "stream": stream,
+            "messages": [
+                {
+                    "role": "system",
+                    "content": request.system_prompt,
+                },
+                {
+                    "role": "user",
+                    "content": request.prompt,
+                }
+            ]
+        })
+    }
+}
+
+pub(crate) fn build_provider_url(request: &AiProviderRequest) -> String {
+    let path = if provider_uses_responses(&request.provider) {
+        "/responses"
+    } else {
+        "/chat/completions"
+    };
+
+    build_endpoint(&request.api_base, path)
+}
+
+pub(crate) fn extract_provider_text(value: &Value) -> Option<String> {
+    extract_response_output(value).or_else(|| extract_message_content(value))
+}
+
+async fn request_chat_answer(request: &AiProviderRequest) -> Result<String> {
+    let client = Client::new();
+    let response = request_json(
+        &client,
+        &build_provider_url(request),
+        &request.api_key,
+        build_provider_payload(request, false),
+    )
+    .await?;
+
+    extract_provider_text(&response).ok_or_else(|| {
+        Error::BadRequest("AI chat response did not contain readable content".to_string())
+    })
+}
+
+pub(crate) async fn prepare_answer(ctx: &AppContext, question: &str) -> Result<PreparedAiAnswer> {
+    let trimmed_question = question.trim();
+    if trimmed_question.is_empty() {
+        return Err(Error::BadRequest("问题不能为空".to_string()));
+    }
+
+    let settings = load_runtime_settings(ctx, true).await?;
+    let (matches, indexed_chunks, last_indexed_at) =
+        retrieve_matches(ctx, &settings, trimmed_question).await?;
+
+    if matches.is_empty() {
+        return Ok(PreparedAiAnswer {
+            question: trimmed_question.to_string(),
+            provider_request: None,
+            immediate_answer: Some(
+                "我在当前博客资料里没有找到足够信息。你可以换个更具体的问题，或者先去后台重建一下 AI 索引。"
+                    .to_string(),
+            ),
+            sources: Vec::new(),
+            indexed_chunks,
+            last_indexed_at,
+        });
+    }
+
+    let sources = build_sources(&matches);
+    let provider_request = match (settings.api_base.clone(), settings.api_key.clone()) {
+        (Some(api_base), Some(api_key)) => Some(AiProviderRequest {
+            provider: settings.provider.clone(),
+            api_base,
+            api_key,
+            chat_model: settings.chat_model.clone(),
+            system_prompt: settings.system_prompt.clone(),
+            prompt: build_chat_prompt(trimmed_question, &matches),
+        }),
+        _ => None,
+    };
+
+    let immediate_answer = provider_request
+        .is_none()
+        .then(|| retrieval_only_answer(&matches));
+
+    Ok(PreparedAiAnswer {
+        question: trimmed_question.to_string(),
+        provider_request,
+        immediate_answer,
+        sources,
+        indexed_chunks,
+        last_indexed_at,
+    })
+}
+
+fn retrieval_only_answer(matches: &[ScoredChunk]) -> String {
+    let summary = matches
+        .iter()
+        .take(3)
+        .map(|item| {
+            let title = item
+                .row
+                .source_title
+                .as_deref()
+                .filter(|value| !value.trim().is_empty())
+                .unwrap_or("未命名内容");
+            let excerpt = item
+                .row
+                .content_preview
+                .clone()
+                .unwrap_or_else(|| preview_text(&item.row.content, 120).unwrap_or_default());
+
+            format!("《{title}》: {excerpt}")
+        })
+        .collect::<Vec<_>>()
+        .join("\n");
+
+    format!(
+        "本地知识检索已经完成，但后台还没有配置聊天模型 API，所以我先返回最相关的资料摘要：\n{summary}\n\n\
+如果你希望得到完整的自然语言回答，请在后台补上聊天模型的 API Base / API Key。"
+    )
+}
+
+async fn load_runtime_settings(
+    ctx: &AppContext,
+    require_enabled: bool,
+) -> Result<AiRuntimeSettings> {
+    let raw = site_settings::Entity::find()
+        .order_by_asc(site_settings::Column::Id)
+        .one(&ctx.db)
+        .await?
+        .ok_or(Error::NotFound)?;
+
+    if require_enabled && !raw.ai_enabled.unwrap_or(false) {
+        return Err(Error::NotFound);
+    }
+
+    Ok(AiRuntimeSettings {
+        provider: provider_name(raw.ai_provider.as_deref()),
+        api_base: trim_to_option(raw.ai_api_base.clone()),
+        api_key: trim_to_option(raw.ai_api_key.clone()),
+        chat_model: trim_to_option(raw.ai_chat_model.clone())
+            .unwrap_or_else(|| DEFAULT_CHAT_MODEL.to_string()),
+        system_prompt: trim_to_option(raw.ai_system_prompt.clone())
+            .unwrap_or_else(|| DEFAULT_SYSTEM_PROMPT.to_string()),
+        top_k: raw
+            .ai_top_k
+            .map(|value| value.clamp(1, 12) as usize)
+            .unwrap_or(DEFAULT_TOP_K),
+        chunk_size: raw
+            .ai_chunk_size
+            .map(|value| value.clamp(400, 4000) as usize)
+            .unwrap_or(DEFAULT_CHUNK_SIZE),
+        raw,
+    })
+}
+
+async fn update_indexed_at(
+    ctx: &AppContext,
+    settings: &site_settings::Model,
+) -> Result<DateTime<Utc>> {
+    let now = Utc::now();
+    let mut model = settings.clone().into_active_model();
+    model.ai_last_indexed_at = Set(Some(now.into()));
+    let _ = model.update(&ctx.db).await?;
+    Ok(now)
+}
+
+async fn retrieve_matches(
+    ctx: &AppContext,
+    settings: &AiRuntimeSettings,
+    question: &str,
+) -> Result<(Vec<ScoredChunk>, usize, Option<DateTime<Utc>>)> {
+    let mut indexed_chunks = ai_chunks::Entity::find().count(&ctx.db).await? as usize;
+    let mut last_indexed_at = settings.raw.ai_last_indexed_at.map(Into::into);
+
+    if indexed_chunks == 0 {
+        let summary = rebuild_index(ctx).await?;
+        indexed_chunks = summary.indexed_chunks;
+        last_indexed_at = summary.last_indexed_at;
+    }
+
+    if indexed_chunks == 0 {
+        return Ok((Vec::new(), 0, last_indexed_at));
+    }
+
+    let question_embedding =
+        embed_texts_locally(vec![question.trim().to_string()], EmbeddingKind::Query)
+            .await?
+            .into_iter()
+            .next()
+            .unwrap_or_default();
+    let query_vector = vector_literal(&question_embedding)?;
+
+    let statement = Statement::from_sql_and_values(
+        DbBackend::Postgres,
+        r#"
+        SELECT
+            source_slug,
+            source_title,
+            chunk_index,
+            content,
+            content_preview,
+            word_count,
+            (1 - (embedding <=> $1::vector))::float8 AS score
+        FROM ai_chunks
+        WHERE embedding IS NOT NULL
+        ORDER BY embedding <=> $1::vector
+        LIMIT $2
+        "#,
+        [query_vector.into(), (settings.top_k as i64).into()],
+    );
+
+    let matches = SimilarChunkRow::find_by_statement(statement)
+        .all(&ctx.db)
+        .await?
+        .into_iter()
+        .map(|row| ScoredChunk {
+            score: row.score,
+            row: ai_chunks::Model {
+                created_at: Utc::now().into(),
+                updated_at: Utc::now().into(),
+                id: 0,
+                source_slug: row.source_slug,
+                source_title: row.source_title,
+                source_path: None,
+                source_type: "post".to_string(),
+                chunk_index: row.chunk_index,
+                content: row.content,
+                content_preview: row.content_preview,
+                embedding: None,
+                word_count: row.word_count,
+            },
+        })
+        .collect::<Vec<_>>();
+
+    Ok((matches, indexed_chunks, last_indexed_at))
+}
+
+pub async fn rebuild_index(ctx: &AppContext) -> Result<AiIndexSummary> {
+    let settings = load_runtime_settings(ctx, false).await?;
+    let posts = content::sync_markdown_posts(ctx).await?;
+    let chunk_drafts = build_chunks(&posts, settings.chunk_size);
+    let embeddings = if chunk_drafts.is_empty() {
+        Vec::new()
+    } else {
+        embed_texts_locally(
+            chunk_drafts
+                .iter()
+                .map(|chunk| chunk.content.clone())
+                .collect::<Vec<_>>(),
+            EmbeddingKind::Passage,
+        )
+        .await?
+    };
+
+    ctx.db
+        .execute(Statement::from_string(
+            DbBackend::Postgres,
+            "TRUNCATE TABLE ai_chunks RESTART IDENTITY".to_string(),
+        ))
+        .await?;
+
+    for (draft, embedding) in chunk_drafts.iter().zip(embeddings.into_iter()) {
+        let embedding_literal = vector_literal(&embedding)?;
+        let statement = Statement::from_sql_and_values(
+            DbBackend::Postgres,
+            r#"
+            INSERT INTO ai_chunks (
+                source_slug,
+                source_title,
+                source_path,
+                source_type,
+                chunk_index,
+                content,
+                content_preview,
+                embedding,
+                word_count
+            ) VALUES (
+                $1, $2, $3, $4, $5, $6, $7, $8::vector, $9
+            )
+            "#,
+            vec![
+                draft.source_slug.clone().into(),
+                draft.source_title.clone().into(),
+                draft.source_path.clone().into(),
+                draft.source_type.clone().into(),
+                draft.chunk_index.into(),
+                draft.content.clone().into(),
+                draft.content_preview.clone().into(),
+                embedding_literal.into(),
+                draft.word_count.into(),
+            ],
+        );
+        ctx.db.execute(statement).await?;
+    }
+
+    let last_indexed_at = update_indexed_at(ctx, &settings.raw).await?;
+
+    Ok(AiIndexSummary {
+        indexed_chunks: chunk_drafts.len(),
+        last_indexed_at: Some(last_indexed_at),
+    })
+}
+
+pub async fn answer_question(ctx: &AppContext, question: &str) -> Result<AiAnswer> {
+    let prepared = prepare_answer(ctx, question).await?;
+    let answer = if let Some(immediate_answer) = prepared.immediate_answer.clone() {
+        immediate_answer
+    } else {
+        let request = prepared.provider_request.as_ref().ok_or_else(|| {
+            Error::BadRequest("AI provider request was not prepared".to_string())
+        })?;
+        request_chat_answer(request).await?
+    };
+
+    Ok(AiAnswer {
+        answer,
+        sources: prepared.sources,
+        indexed_chunks: prepared.indexed_chunks,
+        last_indexed_at: prepared.last_indexed_at,
+    })
+}
+
+pub fn provider_name(value: Option<&str>) -> String {
+    trim_to_option(value.map(ToString::to_string))
+        .unwrap_or_else(|| DEFAULT_AI_PROVIDER.to_string())
+}
+
+pub fn default_api_base() -> &'static str {
+    DEFAULT_AI_API_BASE
+}
+
+pub fn default_api_key() -> &'static str {
+    DEFAULT_AI_API_KEY
+}
+
+pub fn default_chat_model() -> &'static str {
+    DEFAULT_CHAT_MODEL
+}
+
+pub fn local_embedding_label() -> &'static str {
+    LOCAL_EMBEDDING_MODEL_LABEL
+}
diff --git a/backend/src/services/content.rs b/backend/src/services/content.rs
index 54a4955..084dbec 100644
--- a/backend/src/services/content.rs
+++ b/backend/src/services/content.rs
@@ -1,13 +1,14 @@
 use loco_rs::prelude::*;
 use sea_orm::{
-    ActiveModelTrait, ColumnTrait, EntityTrait, IntoActiveModel, QueryFilter, QueryOrder, Set,
+    ActiveModelTrait, ColumnTrait, Condition, EntityTrait, IntoActiveModel, QueryFilter,
+    QueryOrder, Set,
 };
 use serde::{Deserialize, Serialize};
 use serde_json::Value;
 use std::fs;
 use std::path::{Path, PathBuf};
 
-use crate::models::_entities::{categories, posts, tags};
+use crate::models::_entities::{categories, comments, posts, tags};
 
 pub const MARKDOWN_POSTS_DIR: &str = "content/posts";
 const FIXTURE_POSTS_FILE: &str = "src/fixtures/posts.yaml";
@@ -120,6 +121,19 @@ fn slugify(value: &str) -> String {
     slug.trim_matches('-').to_string()
 }
 
+fn normalized_match_key(value: &str) -> String {
+    value.trim().to_lowercase()
+}
+
+fn same_text(left: &str, right: &str) -> bool {
+    normalized_match_key(left) == normalized_match_key(right)
+}
+
+fn text_matches_any(value: &str, keys: &[String]) -> bool {
+    let current = normalized_match_key(value);
+    !current.is_empty() && keys.iter().any(|key| current == *key)
+}
+
 fn excerpt_from_content(content: &str) -> Option<String> {
     let mut in_code_block = false;
 
@@ -135,7 +149,11 @@ fn excerpt_from_content(content: &str) -> Option<String> {
         }
 
         let excerpt = trimmed.chars().take(180).collect::<String>();
-        return if excerpt.is_empty() { None } else { Some(excerpt) };
+        return if excerpt.is_empty() {
+            None
+        } else {
+            Some(excerpt)
+        };
     }
 
     None
@@ -188,7 +206,8 @@ fn parse_markdown_source(file_stem: &str, raw: &str, file_path: &str) -> Result<
     let title = trim_to_option(frontmatter.title.clone())
         .or_else(|| title_from_content(&content))
         .unwrap_or_else(|| slug.clone());
-    let description = trim_to_option(frontmatter.description.clone()).or_else(|| excerpt_from_content(&content));
+    let description =
+        trim_to_option(frontmatter.description.clone()).or_else(|| excerpt_from_content(&content));
     let category = trim_to_option(frontmatter.category.clone());
     let tags = frontmatter
         .tags
@@ -205,7 +224,8 @@ fn parse_markdown_source(file_stem: &str, raw: &str, file_path: &str) -> Result<
         content: content.trim_start_matches('\n').to_string(),
         category,
         tags,
-        post_type: trim_to_option(frontmatter.post_type.clone()).unwrap_or_else(|| "article".to_string()),
+        post_type: trim_to_option(frontmatter.post_type.clone())
+            .unwrap_or_else(|| "article".to_string()),
         image: trim_to_option(frontmatter.image.clone()),
         pinned: frontmatter.pinned.unwrap_or(false),
         published: frontmatter.published.unwrap_or(true),
@@ -216,7 +236,12 @@ fn parse_markdown_source(file_stem: &str, raw: &str, file_path: &str) -> Result<
 fn build_markdown_document(post: &MarkdownPost) -> String {
     let mut lines = vec![
         "---".to_string(),
-        format!("title: {}", serde_yaml::to_string(&post.title).unwrap_or_else(|_| format!("{:?}", post.title)).trim()),
+        format!(
+            "title: {}",
+            serde_yaml::to_string(&post.title)
+                .unwrap_or_else(|_| format!("{:?}", post.title))
+                .trim()
+        ),
         format!("slug: {}", post.slug),
     ];
 
@@ -284,10 +309,16 @@ fn ensure_markdown_posts_bootstrapped() -> Result<()> {
             image: None,
             pinned: fixture.pinned.unwrap_or(false),
             published: fixture.published.unwrap_or(true),
-            file_path: markdown_post_path(&fixture.slug).to_string_lossy().to_string(),
+            file_path: markdown_post_path(&fixture.slug)
+                .to_string_lossy()
+                .to_string(),
         };
 
-        fs::write(markdown_post_path(&fixture.slug), build_markdown_document(&post)).map_err(io_error)?;
+        fs::write(
+            markdown_post_path(&fixture.slug),
+            build_markdown_document(&post),
+        )
+        .map_err(io_error)?;
     }
 
     Ok(())
@@ -312,14 +343,19 @@ async fn sync_tags_from_posts(ctx: &AppContext, posts: &[MarkdownPost]) -> Resul
     for post in posts {
         for tag_name in &post.tags {
             let slug = slugify(tag_name);
+            let trimmed = tag_name.trim();
             let existing = tags::Entity::find()
-                .filter(tags::Column::Slug.eq(&slug))
+                .filter(
+                    Condition::any()
+                        .add(tags::Column::Slug.eq(&slug))
+                        .add(tags::Column::Name.eq(trimmed)),
+                )
                 .one(&ctx.db)
                 .await?;
 
             if existing.is_none() {
                 let item = tags::ActiveModel {
-                    name: Set(Some(tag_name.clone())),
+                    name: Set(Some(trimmed.to_string())),
                     slug: Set(slug),
                     ..Default::default()
                 };
@@ -339,12 +375,21 @@ async fn ensure_category(ctx: &AppContext, raw_name: &str) -> Result<Option<Stri
 
     let slug = slugify(name);
     let existing = categories::Entity::find()
-        .filter(categories::Column::Slug.eq(&slug))
+        .filter(
+            Condition::any()
+                .add(categories::Column::Slug.eq(&slug))
+                .add(categories::Column::Name.eq(name)),
+        )
         .one(&ctx.db)
         .await?;
 
     if let Some(category) = existing {
-        if let Some(existing_name) = category.name.as_deref().map(str::trim).filter(|value| !value.is_empty()) {
+        if let Some(existing_name) = category
+            .name
+            .as_deref()
+            .map(str::trim)
+            .filter(|value| !value.is_empty())
+        {
             return Ok(Some(existing_name.to_string()));
         }
 
@@ -381,12 +426,21 @@ async fn canonicalize_tags(ctx: &AppContext, raw_tags: &[String]) -> Result<Vec<
         }
 
         let existing = tags::Entity::find()
-            .filter(tags::Column::Slug.eq(&slug))
+            .filter(
+                Condition::any()
+                    .add(tags::Column::Slug.eq(&slug))
+                    .add(tags::Column::Name.eq(trimmed)),
+            )
             .one(&ctx.db)
             .await?;
 
         let canonical_name = if let Some(tag) = existing {
-            if let Some(existing_name) = tag.name.as_deref().map(str::trim).filter(|value| !value.is_empty()) {
+            if let Some(existing_name) = tag
+                .name
+                .as_deref()
+                .map(str::trim)
+                .filter(|value| !value.is_empty())
+            {
                 existing_name.to_string()
             } else {
                 let mut tag_model = tag.into_active_model();
@@ -415,6 +469,132 @@ async fn canonicalize_tags(ctx: &AppContext, raw_tags: &[String]) -> Result<Vec<
     Ok(canonical_tags)
 }
 
+fn write_markdown_post_to_disk(post: &MarkdownPost) -> Result<()> {
+    fs::write(markdown_post_path(&post.slug), build_markdown_document(post)).map_err(io_error)
+}
+
+pub fn rewrite_category_references(
+    current_name: Option<&str>,
+    current_slug: &str,
+    next_name: Option<&str>,
+) -> Result<usize> {
+    ensure_markdown_posts_bootstrapped()?;
+
+    let mut match_keys = Vec::new();
+    if let Some(name) = current_name {
+        let normalized = normalized_match_key(name);
+        if !normalized.is_empty() {
+            match_keys.push(normalized);
+        }
+    }
+
+    let normalized_slug = normalized_match_key(current_slug);
+    if !normalized_slug.is_empty() {
+        match_keys.push(normalized_slug);
+    }
+
+    if match_keys.is_empty() {
+        return Ok(0);
+    }
+
+    let next_category = next_name
+        .map(str::trim)
+        .filter(|value| !value.is_empty())
+        .map(ToString::to_string);
+    let mut changed = 0_usize;
+    let mut posts = load_markdown_posts_from_disk()?;
+
+    for post in &mut posts {
+        let Some(category) = post.category.as_deref() else {
+            continue;
+        };
+
+        if !text_matches_any(category, &match_keys) {
+            continue;
+        }
+
+        match &next_category {
+            Some(updated_name) if same_text(category, updated_name) => {}
+            Some(updated_name) => {
+                post.category = Some(updated_name.clone());
+                write_markdown_post_to_disk(post)?;
+                changed += 1;
+            }
+            None => {
+                post.category = None;
+                write_markdown_post_to_disk(post)?;
+                changed += 1;
+            }
+        }
+    }
+
+    Ok(changed)
+}
+
+pub fn rewrite_tag_references(
+    current_name: Option<&str>,
+    current_slug: &str,
+    next_name: Option<&str>,
+) -> Result<usize> {
+    ensure_markdown_posts_bootstrapped()?;
+
+    let mut match_keys = Vec::new();
+    if let Some(name) = current_name {
+        let normalized = normalized_match_key(name);
+        if !normalized.is_empty() {
+            match_keys.push(normalized);
+        }
+    }
+
+    let normalized_slug = normalized_match_key(current_slug);
+    if !normalized_slug.is_empty() {
+        match_keys.push(normalized_slug);
+    }
+
+    if match_keys.is_empty() {
+        return Ok(0);
+    }
+
+    let next_tag = next_name
+        .map(str::trim)
+        .filter(|value| !value.is_empty())
+        .map(ToString::to_string);
+    let mut changed = 0_usize;
+    let mut posts = load_markdown_posts_from_disk()?;
+
+    for post in &mut posts {
+        let mut updated_tags = Vec::new();
+        let mut seen = std::collections::HashSet::new();
+        let mut post_changed = false;
+
+        for tag in &post.tags {
+            if text_matches_any(tag, &match_keys) {
+                post_changed = true;
+                if let Some(next_tag_name) = &next_tag {
+                    let normalized = normalized_match_key(next_tag_name);
+                    if seen.insert(normalized) {
+                        updated_tags.push(next_tag_name.clone());
+                    }
+                }
+                continue;
+            }
+
+            let normalized = normalized_match_key(tag);
+            if seen.insert(normalized) {
+                updated_tags.push(tag.clone());
+            }
+        }
+
+        if post_changed {
+            post.tags = updated_tags;
+            write_markdown_post_to_disk(post)?;
+            changed += 1;
+        }
+    }
+
+    Ok(changed)
+}
+
 async fn dedupe_tags(ctx: &AppContext) -> Result<()> {
     let existing_tags = tags::Entity::find()
         .order_by_asc(tags::Column::Id)
@@ -425,10 +605,7 @@ async fn dedupe_tags(ctx: &AppContext) -> Result<()> {
 
     for tag in existing_tags {
         let key = if tag.slug.trim().is_empty() {
-            tag.name
-                .as_deref()
-                .map(slugify)
-                .unwrap_or_default()
+            tag.name.as_deref().map(slugify).unwrap_or_default()
         } else {
             slugify(&tag.slug)
         };
@@ -453,11 +630,7 @@ async fn dedupe_categories(ctx: &AppContext) -> Result<()> {
 
     for category in existing_categories {
         let key = if category.slug.trim().is_empty() {
-            category
-                .name
-                .as_deref()
-                .map(slugify)
-                .unwrap_or_default()
+            category.name.as_deref().map(slugify).unwrap_or_default()
         } else {
             slugify(&category.slug)
         };
@@ -474,6 +647,28 @@ async fn dedupe_categories(ctx: &AppContext) -> Result<()> {
 
 pub async fn sync_markdown_posts(ctx: &AppContext) -> Result<Vec<MarkdownPost>> {
     let markdown_posts = load_markdown_posts_from_disk()?;
+    let markdown_slugs = markdown_posts
+        .iter()
+        .map(|post| post.slug.clone())
+        .collect::<std::collections::HashSet<_>>();
+    let existing_posts = posts::Entity::find().all(&ctx.db).await?;
+
+    for stale_post in existing_posts
+        .into_iter()
+        .filter(|post| !markdown_slugs.contains(&post.slug))
+    {
+        let stale_slug = stale_post.slug.clone();
+        let related_comments = comments::Entity::find()
+            .filter(comments::Column::PostSlug.eq(&stale_slug))
+            .all(&ctx.db)
+            .await?;
+
+        for comment in related_comments {
+            let _ = comment.delete(&ctx.db).await;
+        }
+
+        let _ = stale_post.delete(&ctx.db).await;
+    }
 
     for post in &markdown_posts {
         let canonical_category = match post.category.as_deref() {
@@ -545,6 +740,18 @@ pub async fn write_markdown_document(
     Ok(updated)
 }
 
+pub async fn delete_markdown_post(ctx: &AppContext, slug: &str) -> Result<()> {
+    ensure_markdown_posts_bootstrapped()?;
+    let path = markdown_post_path(slug);
+    if !path.exists() {
+        return Err(Error::NotFound);
+    }
+
+    fs::remove_file(&path).map_err(io_error)?;
+    sync_markdown_posts(ctx).await?;
+    Ok(())
+}
+
 pub async fn create_markdown_post(
     ctx: &AppContext,
     draft: MarkdownPostDraft,
@@ -594,9 +801,16 @@ pub async fn create_markdown_post(
         file_path: markdown_post_path(&slug).to_string_lossy().to_string(),
     };
 
-    fs::write(markdown_post_path(&slug), build_markdown_document(&post)).map_err(io_error)?;
+    let path = markdown_post_path(&slug);
+    if path.exists() {
+        return Err(Error::BadRequest(format!(
+            "markdown post already exists for slug: {slug}"
+        )));
+    }
+
+    fs::write(&path, build_markdown_document(&post)).map_err(io_error)?;
     sync_markdown_posts(ctx).await?;
-    parse_markdown_post(&markdown_post_path(&slug))
+    parse_markdown_post(&path)
 }
 
 pub async fn import_markdown_documents(
@@ -635,7 +849,8 @@ pub async fn import_markdown_documents(
             continue;
         }
 
-        fs::write(markdown_post_path(&slug), normalize_newlines(&file.content)).map_err(io_error)?;
+        fs::write(markdown_post_path(&slug), normalize_newlines(&file.content))
+            .map_err(io_error)?;
         imported_slugs.push(slug);
     }
 
diff --git a/backend/src/services/mod.rs b/backend/src/services/mod.rs
index ee90b90..08c1b0d 100644
--- a/backend/src/services/mod.rs
+++ b/backend/src/services/mod.rs
@@ -1 +1,2 @@
+pub mod ai;
 pub mod content;
diff --git a/dev.ps1 b/dev.ps1
index 66c7126..63c56f4 100644
--- a/dev.ps1
+++ b/dev.ps1
@@ -1,6 +1,8 @@
 param(
   [switch]$FrontendOnly,
   [switch]$BackendOnly,
+  [switch]$McpOnly,
+  [switch]$WithMcp,
   [string]$DatabaseUrl = "postgres://postgres:postgres%402025%21@10.0.0.2:5432/termi-api_development"
 )
 
@@ -9,9 +11,10 @@ $ErrorActionPreference = "Stop"
 $repoRoot = Split-Path -Parent $MyInvocation.MyCommand.Path
 $frontendScript = Join-Path $repoRoot "start-frontend.ps1"
 $backendScript = Join-Path $repoRoot "start-backend.ps1"
+$mcpScript = Join-Path $repoRoot "start-mcp.ps1"
 
-if ($FrontendOnly -and $BackendOnly) {
-  throw "Use either -FrontendOnly or -BackendOnly, not both."
+if (@($FrontendOnly, $BackendOnly, $McpOnly).Where({ $_ }).Count -gt 1) {
+  throw "Use only one of -FrontendOnly, -BackendOnly, or -McpOnly."
 }
 
 if ($FrontendOnly) {
@@ -24,7 +27,13 @@ if ($BackendOnly) {
   exit $LASTEXITCODE
 }
 
-Write-Host "[monorepo] Starting frontend and backend in separate PowerShell windows..." -ForegroundColor Cyan
+if ($McpOnly) {
+  & $mcpScript
+  exit $LASTEXITCODE
+}
+
+$services = if ($WithMcp) { "frontend, backend, and MCP" } else { "frontend and backend" }
+Write-Host "[monorepo] Starting $services in separate PowerShell windows..." -ForegroundColor Cyan
 
 Start-Process powershell -ArgumentList @(
   "-NoExit",
@@ -39,4 +48,13 @@ Start-Process powershell -ArgumentList @(
   "-DatabaseUrl", $DatabaseUrl
 )
 
-Write-Host "[monorepo] Frontend window and backend window started." -ForegroundColor Green
+if ($WithMcp) {
+  Start-Process powershell -ArgumentList @(
+    "-NoExit",
+    "-ExecutionPolicy", "Bypass",
+    "-File", $mcpScript
+  )
+}
+
+$servicesStarted = if ($WithMcp) { "Frontend, backend, and MCP windows started." } else { "Frontend window and backend window started." }
+Write-Host "[monorepo] $servicesStarted" -ForegroundColor Green
diff --git a/frontend/src/components/CodeCopyButton.astro b/frontend/src/components/CodeCopyButton.astro
index bffc3d6..d5b50e0 100644
--- a/frontend/src/components/CodeCopyButton.astro
+++ b/frontend/src/components/CodeCopyButton.astro
@@ -5,6 +5,8 @@
 
 <script is:inline>
   (function() {
+    const t = window.__termiTranslate;
+
     function initCodeCopy() {
       const codeBlocks = document.querySelectorAll('pre code');
       
@@ -17,24 +19,24 @@
         // Create copy button
         const button = document.createElement('button');
         button.className = 'absolute top-2 right-2 px-2 py-1 text-xs rounded bg-[var(--terminal-bg)] text-[var(--text-secondary)] opacity-0 group-hover:opacity-100 transition-opacity border border-[var(--border-color)] hover:border-[var(--primary)] hover:text-[var(--primary)]';
-        button.innerHTML = '<i class="fas fa-copy mr-1"></i>复制';
+        button.innerHTML = `<i class="fas fa-copy mr-1"></i>${t('codeCopy.copy')}`;
         
         button.addEventListener('click', async () => {
           try {
             await navigator.clipboard.writeText(code.textContent || '');
-            button.innerHTML = '<i class="fas fa-check mr-1"></i>已复制';
+            button.innerHTML = `<i class="fas fa-check mr-1"></i>${t('codeCopy.copied')}`;
             button.classList.add('text-[var(--success)]');
             
             setTimeout(() => {
-              button.innerHTML = '<i class="fas fa-copy mr-1"></i>复制';
+              button.innerHTML = `<i class="fas fa-copy mr-1"></i>${t('codeCopy.copy')}`;
               button.classList.remove('text-[var(--success)]');
             }, 2000);
           } catch (err) {
-            button.innerHTML = '<i class="fas fa-times mr-1"></i>失败';
+            button.innerHTML = `<i class="fas fa-times mr-1"></i>${t('codeCopy.failed')}`;
             button.classList.add('text-[var(--error)]');
             
             setTimeout(() => {
-              button.innerHTML = '<i class="fas fa-copy mr-1"></i>复制';
+              button.innerHTML = `<i class="fas fa-copy mr-1"></i>${t('codeCopy.copy')}`;
               button.classList.remove('text-[var(--error)]');
             }, 2000);
           }
diff --git a/frontend/src/components/Comments.astro b/frontend/src/components/Comments.astro
index de48e8c..e2a0bab 100644
--- a/frontend/src/components/Comments.astro
+++ b/frontend/src/components/Comments.astro
@@ -1,5 +1,6 @@
 ---
 import { API_BASE_URL, apiClient } from '../lib/api/client';
+import { getI18n } from '../lib/i18n';
 import type { Comment } from '../lib/api/client';
 
 interface Props {
@@ -8,14 +9,15 @@ interface Props {
 }
 
 const { postSlug, class: className = '' } = Astro.props;
+const { locale, t } = getI18n(Astro);
 
 let comments: Comment[] = [];
 let error: string | null = null;
 
 try {
-  comments = await apiClient.getComments(postSlug, { approved: true });
+  comments = await apiClient.getComments(postSlug, { approved: true, scope: 'article' });
 } catch (e) {
-  error = e instanceof Error ? e.message : '加载评论失败';
+  error = e instanceof Error ? e.message : t('comments.loadFailed');
   console.error('Failed to fetch comments:', e);
 }
 
@@ -25,11 +27,11 @@ function formatCommentDate(dateStr: string): string {
   const diff = now.getTime() - date.getTime();
   const days = Math.floor(diff / (1000 * 60 * 60 * 24));
 
-  if (days === 0) return '今天';
-  if (days === 1) return '昨天';
-  if (days < 7) return `${days} 天前`;
-  if (days < 30) return `${Math.floor(days / 7)} 周前`;
-  return date.toLocaleDateString('zh-CN', { month: 'short', day: 'numeric' });
+  if (days === 0) return t('comments.today');
+  if (days === 1) return t('comments.yesterday');
+  if (days < 7) return t('comments.daysAgo', { count: days });
+  if (days < 30) return t('comments.weeksAgo', { count: Math.floor(days / 7) });
+  return date.toLocaleDateString(locale, { month: 'short', day: 'numeric' });
 }
 ---
 
@@ -45,9 +47,9 @@ function formatCommentDate(dateStr: string): string {
           <i class="fas fa-comments"></i>
         </span>
         <div>
-          <h3 class="text-xl font-semibold text-[var(--title-color)]">评论终端</h3>
+          <h3 class="text-xl font-semibold text-[var(--title-color)]">{t('comments.title')}</h3>
           <p class="text-sm text-[var(--text-secondary)]">
-            当前缓冲区共有 {comments.length} 条已展示评论，新的留言提交后会进入审核队列。
+            {t('comments.description', { count: comments.length })}
           </p>
         </div>
       </div>
@@ -55,7 +57,7 @@ function formatCommentDate(dateStr: string): string {
 
     <button type="button" id="toggle-comment-form" class="terminal-action-button terminal-action-button-primary">
       <i class="fas fa-pen"></i>
-      <span>write comment</span>
+      <span>{t('comments.writeComment')}</span>
     </button>
   </div>
 
@@ -64,7 +66,7 @@ function formatCommentDate(dateStr: string): string {
       <div class="grid grid-cols-1 gap-4 md:grid-cols-2">
         <div>
           <label class="terminal-form-label">
-            nickname <span class="text-[var(--primary)]">*</span>
+            {t('comments.nickname')} <span class="text-[var(--primary)]">*</span>
           </label>
           <input
             type="text"
@@ -76,7 +78,7 @@ function formatCommentDate(dateStr: string): string {
         </div>
         <div>
           <label class="terminal-form-label">
-            email <span class="text-[var(--text-tertiary)] normal-case tracking-normal">(optional)</span>
+            {t('comments.email')} <span class="text-[var(--text-tertiary)] normal-case tracking-normal">({t('common.optional')})</span>
           </label>
           <input
             type="email"
@@ -89,37 +91,37 @@ function formatCommentDate(dateStr: string): string {
 
       <div>
         <label class="terminal-form-label">
-          message <span class="text-[var(--primary)]">*</span>
+          {t('comments.message')} <span class="text-[var(--primary)]">*</span>
         </label>
         <textarea
           name="content"
           required
           rows="6"
           maxlength="500"
-          placeholder="$ echo 'Leave your thoughts here...'"
+          placeholder={t('comments.messagePlaceholder')}
           class="terminal-form-textarea resize-y"
         ></textarea>
-        <p class="mt-2 text-right text-xs text-[var(--text-tertiary)]">max 500 chars</p>
+        <p class="mt-2 text-right text-xs text-[var(--text-tertiary)]">{t('comments.maxChars')}</p>
       </div>
 
       <div id="replying-to" class="terminal-panel-muted hidden items-center justify-between gap-3 py-3">
         <span class="text-sm text-[var(--text-secondary)]">
-          reply -> <span id="reply-target" class="font-medium text-[var(--primary)]"></span>
+          {t('common.reply')} -> <span id="reply-target" class="font-medium text-[var(--primary)]"></span>
         </span>
         <button type="button" id="cancel-reply" class="terminal-action-button">
           <i class="fas fa-xmark"></i>
-          <span>cancel reply</span>
+          <span>{t('comments.cancelReply')}</span>
         </button>
       </div>
 
       <div class="flex flex-wrap gap-3">
         <button type="submit" class="terminal-action-button terminal-action-button-primary">
           <i class="fas fa-paper-plane"></i>
-          <span>submit</span>
+          <span>{t('common.submit')}</span>
         </button>
         <button type="button" id="cancel-comment" class="terminal-action-button">
           <i class="fas fa-ban"></i>
-          <span>close</span>
+          <span>{t('common.close')}</span>
         </button>
       </div>
 
@@ -138,9 +140,9 @@ function formatCommentDate(dateStr: string): string {
           <span class="terminal-section-icon">
             <i class="fas fa-comment-slash"></i>
           </span>
-          <h4 class="text-lg font-semibold text-[var(--title-color)]">暂无评论</h4>
+          <h4 class="text-lg font-semibold text-[var(--title-color)]">{t('comments.emptyTitle')}</h4>
           <p class="text-sm leading-7 text-[var(--text-secondary)]">
-            当前还没有留言。可以打开上面的输入面板，作为第一个在这个终端缓冲区里发言的人。
+            {t('comments.emptyDescription')}
           </p>
         </div>
       </div>
@@ -160,7 +162,7 @@ function formatCommentDate(dateStr: string): string {
 
             <div class="min-w-0 flex-1 space-y-3">
               <div class="flex flex-wrap items-center gap-2">
-                <span class="font-semibold text-[var(--title-color)]">{comment.author || '匿名'}</span>
+                <span class="font-semibold text-[var(--title-color)]">{comment.author || t('comments.anonymous')}</span>
                 <span class="terminal-chip px-2.5 py-1 text-xs">
                   <i class="far fa-clock text-[var(--primary)]"></i>
                   {formatCommentDate(comment.created_at)}
@@ -177,14 +179,14 @@ function formatCommentDate(dateStr: string): string {
                   data-id={comment.id}
                 >
                   <i class="fas fa-reply"></i>
-                  <span>reply</span>
+                  <span>{t('common.reply')}</span>
                 </button>
                 <button
                   type="button"
                   class="like-btn terminal-action-button px-3 py-2 text-xs"
                 >
                   <i class="far fa-thumbs-up"></i>
-                  <span>like</span>
+                  <span>{t('common.like')}</span>
                 </button>
               </div>
             </div>
@@ -196,6 +198,7 @@ function formatCommentDate(dateStr: string): string {
 </div>
 
 <script>
+  const t = window.__termiTranslate;
   const wrapper = document.querySelector('.terminal-comments');
   const toggleBtn = document.getElementById('toggle-comment-form');
   const formContainer = document.getElementById('comment-form-container');
@@ -268,7 +271,7 @@ function formatCommentDate(dateStr: string): string {
       if (replyingTo && replyTarget) {
         replyingTo.classList.remove('hidden');
         replyingTo.classList.add('flex');
-        replyTarget.textContent = author || '匿名';
+        replyTarget.textContent = author || t('comments.anonymous');
         replyingTo.setAttribute('data-reply-to', commentId || '');
       }
 
@@ -289,7 +292,7 @@ function formatCommentDate(dateStr: string): string {
     const replyToId = replyingTo?.getAttribute('data-reply-to');
 
     try {
-      showMessage('正在提交评论...', 'info');
+      showMessage(t('comments.submitting'), 'info');
 
       const response = await fetch(`${apiBase}/comments`, {
         method: 'POST',
@@ -301,7 +304,8 @@ function formatCommentDate(dateStr: string): string {
           nickname: formData.get('nickname'),
           email: formData.get('email'),
           content: formData.get('content'),
-          replyTo: replyToId || null,
+          scope: 'article',
+          replyToCommentId: replyToId ? Number(replyToId) : null,
         }),
       });
 
@@ -313,9 +317,9 @@ function formatCommentDate(dateStr: string): string {
       replyingTo?.classList.remove('flex');
       resetReply();
       formContainer?.classList.add('hidden');
-      showMessage('评论已提交，审核通过后会显示在这里。', 'success');
+      showMessage(t('comments.submitSuccess'), 'success');
     } catch (error) {
-      showMessage(`提交失败：${error instanceof Error ? error.message : 'unknown error'}`, 'error');
+      showMessage(t('comments.submitFailed', { message: error instanceof Error ? error.message : 'unknown error' }), 'error');
     }
   });
 
diff --git a/frontend/src/components/Footer.astro b/frontend/src/components/Footer.astro
index 2724a56..e71b8d4 100644
--- a/frontend/src/components/Footer.astro
+++ b/frontend/src/components/Footer.astro
@@ -1,6 +1,6 @@
 ---
-import { terminalConfig } from '../lib/config/terminal';
 import { DEFAULT_SITE_SETTINGS } from '../lib/api/client';
+import { getI18n } from '../lib/i18n';
 import type { SiteSettings } from '../lib/types';
 
 interface Props {
@@ -8,8 +8,13 @@ interface Props {
 }
 
 const { siteSettings = DEFAULT_SITE_SETTINGS } = Astro.props;
+const { t } = getI18n(Astro);
 const social = siteSettings.social;
 const currentYear = new Date().getFullYear();
+const tools = [
+  { icon: 'fa-sitemap', href: '/sitemap.xml', title: t('footer.sitemap') },
+  { icon: 'fa-rss', href: '/rss.xml', title: t('footer.rss') },
+];
 ---
 
 <footer class="border-t border-[var(--border-color)]/70 mt-auto py-8">
@@ -18,13 +23,13 @@ const currentYear = new Date().getFullYear();
       <div class="flex flex-col gap-4 lg:flex-row lg:items-center lg:justify-between">
         <div class="terminal-toolbar-module min-w-[14rem]">
           <div class="min-w-0">
-            <div class="terminal-toolbar-label">session</div>
-            <p class="mt-1 text-sm text-[var(--text-secondary)]">&copy; {currentYear} {siteSettings.siteName}. All rights reserved.</p>
+            <div class="terminal-toolbar-label">{t('footer.session')}</div>
+            <p class="mt-1 text-sm text-[var(--text-secondary)]">{t('footer.copyright', { year: currentYear, site: siteSettings.siteName })}</p>
           </div>
         </div>
 
         <div class="flex flex-wrap items-center gap-3">
-          {terminalConfig.tools.map(tool => (
+          {tools.map(tool => (
             <a 
               href={tool.href} 
               class="terminal-toolbar-iconbtn"
diff --git a/frontend/src/components/FriendLinkApplication.astro b/frontend/src/components/FriendLinkApplication.astro
index 4f80daf..0aa7a75 100644
--- a/frontend/src/components/FriendLinkApplication.astro
+++ b/frontend/src/components/FriendLinkApplication.astro
@@ -1,5 +1,6 @@
 ---
 import { API_BASE_URL, DEFAULT_SITE_SETTINGS } from '../lib/api/client';
+import { getI18n } from '../lib/i18n';
 import type { SiteSettings } from '../lib/types';
 
 interface Props {
@@ -8,6 +9,7 @@ interface Props {
 }
 
 const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.props;
+const { t } = getI18n(Astro);
 ---
 
 <div
@@ -21,21 +23,21 @@ const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.pr
     <div class="flex flex-col gap-2 sm:flex-row sm:items-end sm:justify-between">
       <div>
         <div class="terminal-kicker">friend-link request</div>
-        <h3 class="mt-3 text-xl font-bold text-[var(--title-color)]">提交友链申请</h3>
+        <h3 class="mt-3 text-xl font-bold text-[var(--title-color)]">{t('friendForm.title')}</h3>
         <p class="mt-2 text-sm leading-6 text-[var(--text-secondary)]">
-          填写站点信息后会提交到后台审核，审核通过后前台会自动展示。
+          {t('friendForm.intro')}
         </p>
       </div>
       <div class="terminal-stat-pill self-start sm:self-auto">
         <i class="fas fa-shield-alt text-[var(--primary)]"></i>
-        <span>后台审核后上线</span>
+        <span>{t('friendForm.reviewedOnline')}</span>
       </div>
     </div>
 
     <div class="grid grid-cols-1 md:grid-cols-2 gap-4">
       <div>
         <label class="block text-sm text-[var(--text-secondary)] mb-1.5">
-          <i class="fas fa-user mr-1"></i>站点名称 <span class="text-[var(--primary)]">*</span>
+          <i class="fas fa-user mr-1"></i>{t('friendForm.siteName')} <span class="text-[var(--primary)]">*</span>
         </label>
         <input
           type="text"
@@ -47,7 +49,7 @@ const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.pr
       </div>
       <div>
         <label class="block text-sm text-[var(--text-secondary)] mb-1.5">
-          <i class="fas fa-link mr-1"></i>站点链接 <span class="text-[var(--primary)]">*</span>
+          <i class="fas fa-link mr-1"></i>{t('friendForm.siteUrl')} <span class="text-[var(--primary)]">*</span>
         </label>
         <input
           type="url"
@@ -62,7 +64,7 @@ const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.pr
     <div class="grid grid-cols-1 md:grid-cols-2 gap-4">
       <div>
         <label class="block text-sm text-[var(--text-secondary)] mb-1.5">
-          <i class="fas fa-image mr-1"></i>头像链接 <span class="text-[var(--text-tertiary)] text-xs">(可选)</span>
+          <i class="fas fa-image mr-1"></i>{t('friendForm.avatarUrl')} <span class="text-[var(--text-tertiary)] text-xs">({t('common.optional')})</span>
         </label>
         <input
           type="url"
@@ -73,14 +75,19 @@ const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.pr
       </div>
       <div>
         <label class="block text-sm text-[var(--text-secondary)] mb-2">
-          <i class="fas fa-folder mr-1"></i>分类 <span class="text-[var(--text-tertiary)] text-xs">(可选)</span>
+          <i class="fas fa-folder mr-1"></i>{t('friendForm.category')} <span class="text-[var(--text-tertiary)] text-xs">({t('common.optional')})</span>
         </label>
         <div class="flex flex-wrap gap-3">
-          {['tech', 'life', 'design', 'other'].map(category => (
+          {[
+            { value: 'tech', label: t('friendForm.categoryTech') },
+            { value: 'life', label: t('friendForm.categoryLife') },
+            { value: 'design', label: t('friendForm.categoryDesign') },
+            { value: 'other', label: t('friendForm.categoryOther') },
+          ].map(category => (
             <label class="ui-filter-pill ui-filter-pill--amber cursor-pointer">
-              <input type="radio" name="category" value={category} class="sr-only" />
+              <input type="radio" name="category" value={category.value} class="sr-only" />
               <i class="fas fa-angle-right text-[10px] opacity-70"></i>
-              <span class="text-sm">[{category}]</span>
+              <span class="text-sm">[{category.label}]</span>
             </label>
           ))}
         </div>
@@ -89,17 +96,17 @@ const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.pr
 
     <div>
       <label class="block text-sm text-[var(--text-secondary)] mb-1.5">
-        <i class="fas fa-align-left mr-1"></i>站点描述 <span class="text-[var(--primary)]">*</span>
+        <i class="fas fa-align-left mr-1"></i>{t('friendForm.description')} <span class="text-[var(--primary)]">*</span>
       </label>
       <textarea
         name="description"
         required
         rows="3"
         maxlength="200"
-        placeholder="describe your site..."
+        placeholder={t('friendForm.descriptionPlaceholder')}
         class="terminal-form-textarea resize-none"
       ></textarea>
-      <p class="text-xs text-[var(--text-tertiary)] mt-1 text-right">最多 200 字</p>
+      <p class="text-xs text-[var(--text-tertiary)] mt-1 text-right">{t('common.maxChars', { count: 200 })}</p>
     </div>
 
     <div class="terminal-panel-muted flex items-start gap-3">
@@ -110,35 +117,35 @@ const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.pr
         class="mt-1 h-4 w-4 rounded border-[var(--border-color)] bg-[var(--header-bg)] text-[var(--primary)] focus:ring-[var(--primary)]"
       />
       <label for="has-reciprocal" class="text-sm leading-6 text-[var(--text-secondary)]">
-        已添加本站友链 <span class="text-[var(--primary)]">*</span>
-        <span class="block text-xs text-[var(--text-tertiary)]">这是提交申请前的必要条件。</span>
+        {t('friendForm.reciprocal')} <span class="text-[var(--primary)]">*</span>
+        <span class="block text-xs text-[var(--text-tertiary)]">{t('friendForm.reciprocalHint')}</span>
       </label>
     </div>
 
     <div id="reciprocal-info" class="terminal-panel-muted hidden">
       <p class="text-sm text-[var(--text-secondary)] mb-2">
-        <i class="fas fa-info-circle mr-1"></i>本站信息：
+        <i class="fas fa-info-circle mr-1"></i>{t('friends.siteInfo')}
       </p>
       <div class="space-y-1 text-sm">
         <p class="flex items-center gap-2">
-          <span class="text-[var(--text-tertiary)]">名称:</span>
+          <span class="text-[var(--text-tertiary)]">{t('friends.name')}:</span>
           <span class="text-[var(--text)] font-medium">{siteSettings.siteName}</span>
           <button type="button" class="copy-btn text-[var(--primary)] hover:underline text-xs" data-text={siteSettings.siteName}>
-            <i class="fas fa-copy"></i>复制
+            <i class="fas fa-copy"></i>{t('friendForm.copy')}
           </button>
         </p>
         <p class="flex items-center gap-2">
-          <span class="text-[var(--text-tertiary)]">链接:</span>
+          <span class="text-[var(--text-tertiary)]">{t('friends.link')}:</span>
           <span class="text-[var(--text)]">{siteSettings.siteUrl}</span>
           <button type="button" class="copy-btn text-[var(--primary)] hover:underline text-xs" data-text={siteSettings.siteUrl}>
-            <i class="fas fa-copy"></i>复制
+            <i class="fas fa-copy"></i>{t('friendForm.copy')}
           </button>
         </p>
         <p class="flex items-center gap-2">
-          <span class="text-[var(--text-tertiary)]">描述:</span>
+          <span class="text-[var(--text-tertiary)]">{t('friends.description')}:</span>
           <span class="text-[var(--text)]">{siteSettings.siteDescription}</span>
           <button type="button" class="copy-btn text-[var(--primary)] hover:underline text-xs" data-text={siteSettings.siteDescription}>
-            <i class="fas fa-copy"></i>复制
+            <i class="fas fa-copy"></i>{t('friendForm.copy')}
           </button>
         </p>
       </div>
@@ -149,13 +156,13 @@ const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.pr
         type="submit"
         class="terminal-action-button terminal-action-button-primary"
       >
-        <i class="fas fa-paper-plane"></i>提交申请
+        <i class="fas fa-paper-plane"></i>{t('friendForm.submit')}
       </button>
       <button
         type="reset"
         class="terminal-action-button"
       >
-        <i class="fas fa-undo"></i>重置
+        <i class="fas fa-undo"></i>{t('friendForm.reset')}
       </button>
     </div>
 
@@ -164,6 +171,7 @@ const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.pr
 </div>
 
 <script>
+  const t = window.__termiTranslate;
   const wrapper = document.querySelector('.terminal-friend-link-form');
   const form = document.getElementById('friend-link-form') as HTMLFormElement | null;
   const reciprocalCheckbox = document.getElementById('has-reciprocal') as HTMLInputElement | null;
@@ -181,7 +189,7 @@ const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.pr
       const text = btn.getAttribute('data-text') || '';
       await navigator.clipboard.writeText(text);
       const originalHTML = btn.innerHTML;
-      btn.innerHTML = '<i class="fas fa-check"></i>已复制';
+      btn.innerHTML = `<i class="fas fa-check"></i>${t('friendForm.copied')}`;
       setTimeout(() => {
         btn.innerHTML = originalHTML;
       }, 1800);
@@ -211,12 +219,12 @@ const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.pr
     const hasReciprocal = formData.get('hasReciprocal') === 'on';
 
     if (!hasReciprocal) {
-      showMessage('请先添加本站友链后再提交申请。', 'error');
+      showMessage(t('friendForm.addReciprocalFirst'), 'error');
       return;
     }
 
     try {
-      showMessage('正在提交友链申请...', 'info');
+      showMessage(t('friendForm.submitting'), 'info');
 
       const response = await fetch(`${apiBase}/friend_links`, {
         method: 'POST',
@@ -238,9 +246,9 @@ const { class: className = '', siteSettings = DEFAULT_SITE_SETTINGS } = Astro.pr
 
       form.reset();
       reciprocalInfo?.classList.add('hidden');
-      showMessage('友链申请已提交，我们会尽快审核。', 'success');
+      showMessage(t('friendForm.submitSuccess'), 'success');
     } catch (error) {
-      showMessage(`提交失败：${error instanceof Error ? error.message : 'unknown error'}`, 'error');
+      showMessage(t('friendForm.submitFailed', { message: error instanceof Error ? error.message : 'unknown error' }), 'error');
     }
   });
 </script>
diff --git a/frontend/src/components/FriendLinkCard.astro b/frontend/src/components/FriendLinkCard.astro
index 2478500..5a86f09 100644
--- a/frontend/src/components/FriendLinkCard.astro
+++ b/frontend/src/components/FriendLinkCard.astro
@@ -1,4 +1,5 @@
 ---
+import { getI18n } from '../lib/i18n';
 import type { FriendLink } from '../lib/types';
 
 interface Props {
@@ -6,6 +7,7 @@ interface Props {
 }
 
 const { friend } = Astro.props;
+const { t } = getI18n(Astro);
 ---
 
 <a 
@@ -58,11 +60,11 @@ const { friend } = Astro.props;
           <span>{friend.category}</span>
         </span>
       ) : (
-        <span class="text-xs text-[var(--text-tertiary)] font-mono">external link</span>
+        <span class="text-xs text-[var(--text-tertiary)] font-mono">{t('friendCard.externalLink')}</span>
       )}
 
       <span class="terminal-link-arrow">
-        <span>访问</span>
+        <span>{t('common.visit')}</span>
         <i class="fas fa-arrow-up-right-from-square text-xs"></i>
       </span>
     </div>
diff --git a/frontend/src/components/Header.astro b/frontend/src/components/Header.astro
index e305918..06bc835 100644
--- a/frontend/src/components/Header.astro
+++ b/frontend/src/components/Header.astro
@@ -1,5 +1,6 @@
 ---
 import { terminalConfig } from '../lib/config/terminal';
+import { getI18n, SUPPORTED_LOCALES } from '../lib/i18n';
 import type { SiteSettings } from '../lib/types';
 
 interface Props {
@@ -11,11 +12,28 @@ const {
   siteName = Astro.props.siteSettings?.siteShortName || terminalConfig.branding?.shortName || 'Termi'
 } = Astro.props;
 
-const navItems = terminalConfig.navLinks;
+const { locale, t, buildLocaleUrl } = getI18n(Astro);
+const aiEnabled = Boolean(Astro.props.siteSettings?.ai?.enabled);
+const navItems = [
+  { icon: 'fa-file-code', text: t('nav.articles'), href: '/articles' },
+  { icon: 'fa-folder', text: t('nav.categories'), href: '/categories' },
+  { icon: 'fa-tags', text: t('nav.tags'), href: '/tags' },
+  { icon: 'fa-stream', text: t('nav.timeline'), href: '/timeline' },
+  { icon: 'fa-star', text: t('nav.reviews'), href: '/reviews' },
+  { icon: 'fa-link', text: t('nav.friends'), href: '/friends' },
+  { icon: 'fa-user-secret', text: t('nav.about'), href: '/about' },
+  ...(aiEnabled ? [{ icon: 'fa-robot', text: t('nav.ask'), href: '/ask' }] : []),
+];
+const localeLinks = SUPPORTED_LOCALES.map((item) => ({
+  locale: item,
+  href: buildLocaleUrl(item),
+  label: t(`common.languages.${item}`),
+  shortLabel: item === 'zh-CN' ? '中' : 'EN',
+}));
 const currentPath = Astro.url.pathname;
 ---
 
-<header class="sticky top-0 z-50 border-b border-[var(--border-color)] backdrop-blur-xl" style="background-color: color-mix(in oklab, var(--bg) 88%, transparent);">
+<header data-ai-search-enabled={aiEnabled ? 'true' : 'false'} class="sticky top-0 z-50 border-b border-[var(--border-color)] backdrop-blur-xl" style="background-color: color-mix(in oklab, var(--bg) 88%, transparent);">
   <div class="max-w-6xl mx-auto px-4 sm:px-6 lg:px-8 py-3">
     <div class="terminal-toolbar-shell">
       <div class="flex flex-col gap-3">
@@ -54,17 +72,39 @@ const currentPath = Astro.url.pathname;
           </div>
 
           <div class="relative hidden md:block flex-1 min-w-0">
-            <div class="terminal-toolbar-module">
-              <div class="terminal-toolbar-label">grep -i</div>
+            <div class="terminal-toolbar-module gap-3">
+              <div class="terminal-toolbar-label" id="search-label">grep -i</div>
+              {aiEnabled && (
+                <div id="search-mode-panel" class="flex items-center gap-1 rounded-xl border border-[var(--border-color)] bg-[var(--header-bg)]/80 p-1">
+                  <button
+                    type="button"
+                    class="search-mode-btn rounded-lg px-3 py-2 text-xs font-medium text-[var(--text-secondary)] transition hover:bg-[var(--header-bg)]"
+                    data-search-mode="keyword"
+                    aria-pressed="true"
+                  >
+                    <i class="fas fa-search mr-1 text-[11px]"></i>
+                    <span>{t('header.searchModeKeyword')}</span>
+                  </button>
+                  <button
+                    type="button"
+                    class="search-mode-btn rounded-lg px-3 py-2 text-xs font-medium text-[var(--text-secondary)] transition hover:bg-[var(--header-bg)]"
+                    data-search-mode="ai"
+                    aria-pressed="false"
+                  >
+                    <i class="fas fa-robot mr-1 text-[11px]"></i>
+                    <span>{t('header.searchModeAi')}</span>
+                  </button>
+                </div>
+              )}
               <input
                 type="text"
                 id="search-input"
-                placeholder="'关键词'"
+                placeholder={t('header.searchPlaceholderKeyword')}
                 class="terminal-console-input"
               />
-              <span class="hidden xl:inline text-xs font-mono text-[var(--secondary)]">articles/*.md</span>
+              <span id="search-hint" class="hidden xl:inline text-xs font-mono text-[var(--secondary)]">articles/*.md</span>
               <button id="search-btn" class="terminal-toolbar-iconbtn">
-                <i class="fas fa-search text-sm"></i>
+                <i id="search-btn-icon" class="fas fa-search text-sm"></i>
               </button>
             </div>
             <div
@@ -73,11 +113,30 @@ const currentPath = Astro.url.pathname;
             ></div>
           </div>
 
+          <div class="hidden sm:flex items-center gap-1 rounded-xl border border-[var(--border-color)] bg-[var(--header-bg)]/80 p-1">
+            {localeLinks.map((item) => (
+              <a
+                href={item.href}
+                data-locale-switch={item.locale}
+                class:list={[
+                  'rounded-lg px-3 py-2 text-xs font-semibold transition',
+                  item.locale === locale
+                    ? 'bg-[var(--primary)] text-white shadow-sm'
+                    : 'text-[var(--text-secondary)] hover:bg-[var(--header-bg)]'
+                ]}
+                aria-current={item.locale === locale ? 'true' : undefined}
+                title={item.label}
+              >
+                {item.shortLabel}
+              </a>
+            ))}
+          </div>
+
           <button
             id="theme-toggle"
             class="theme-toggle terminal-toolbar-iconbtn h-11 w-11 shrink-0"
-            aria-label="切换主题"
-            title="切换主题"
+            aria-label={t('header.themeToggle')}
+            title={t('header.themeToggle')}
           >
             <i id="theme-icon" class="fas fa-moon text-[var(--primary)]"></i>
           </button>
@@ -85,14 +144,14 @@ const currentPath = Astro.url.pathname;
           <button
             id="mobile-menu-btn"
             class="lg:hidden terminal-toolbar-iconbtn h-11 w-11 shrink-0"
-            aria-label="Toggle menu"
+            aria-label={t('header.toggleMenu')}
           >
             <i class="fas fa-bars text-[var(--text)]"></i>
           </button>
         </div>
 
         <div class="hidden lg:flex items-center gap-3 border-t border-[var(--border-color)]/70 pt-3">
-          <div class="terminal-toolbar-label">navigation</div>
+          <div class="terminal-toolbar-label">{t('header.navigation')}</div>
           <nav class="min-w-0 flex-1 flex items-center gap-1.5 overflow-x-auto pb-1">
           {navItems.map((item) => {
             const isActive = currentPath === item.href || (item.href !== '/' && currentPath.startsWith(item.href));
@@ -117,17 +176,62 @@ const currentPath = Astro.url.pathname;
   <!-- Mobile Menu -->
   <div id="mobile-menu" class="hidden lg:hidden border-t border-[var(--border-color)] bg-[var(--bg)]">
     <div class="px-4 py-3 space-y-3">
-      <div class="terminal-toolbar-module md:hidden">
-        <span class="terminal-toolbar-label">grep -i</span>
-        <input
-          type="text"
-          id="mobile-search-input"
-          placeholder="'关键词'"
-          class="terminal-console-input"
-        />
-        <button id="mobile-search-btn" class="terminal-toolbar-iconbtn">
-          <i class="fas fa-search text-sm"></i>
-        </button>
+      <div class="space-y-3 md:hidden">
+        {aiEnabled && (
+          <div class="flex items-center gap-2 rounded-2xl border border-[var(--border-color)] bg-[var(--header-bg)]/80 p-1">
+            <button
+              type="button"
+              class="search-mode-btn flex-1 rounded-xl px-3 py-2 text-sm font-medium text-[var(--text-secondary)] transition hover:bg-[var(--header-bg)]"
+              data-search-mode="keyword"
+              aria-pressed="true"
+            >
+              <i class="fas fa-search mr-2 text-xs"></i>
+              <span>{t('header.searchModeKeywordMobile')}</span>
+            </button>
+            <button
+              type="button"
+              class="search-mode-btn flex-1 rounded-xl px-3 py-2 text-sm font-medium text-[var(--text-secondary)] transition hover:bg-[var(--header-bg)]"
+              data-search-mode="ai"
+              aria-pressed="false"
+            >
+              <i class="fas fa-robot mr-2 text-xs"></i>
+              <span>{t('header.searchModeAiMobile')}</span>
+            </button>
+          </div>
+        )}
+        <div class="flex items-center gap-2">
+          <span class="terminal-toolbar-label">{t('common.language')}</span>
+          <div class="flex flex-1 items-center gap-2">
+            {localeLinks.map((item) => (
+              <a
+                href={item.href}
+                data-locale-switch={item.locale}
+                class:list={[
+                  'flex-1 rounded-xl border px-3 py-2 text-center text-sm font-medium transition',
+                  item.locale === locale
+                    ? 'border-[var(--primary)] bg-[var(--primary)]/10 text-[var(--primary)]'
+                    : 'border-[var(--border-color)] bg-[var(--header-bg)] text-[var(--text-secondary)]'
+                ]}
+                aria-current={item.locale === locale ? 'true' : undefined}
+              >
+                {item.label}
+              </a>
+            ))}
+          </div>
+        </div>
+        <div class="terminal-toolbar-module">
+          <span class="terminal-toolbar-label" id="mobile-search-label">grep -i</span>
+          <input
+            type="text"
+            id="mobile-search-input"
+            placeholder={t('header.searchPlaceholderKeyword')}
+            class="terminal-console-input"
+          />
+          <button id="mobile-search-btn" class="terminal-toolbar-iconbtn">
+            <i id="mobile-search-btn-icon" class="fas fa-search text-sm"></i>
+          </button>
+        </div>
+        <p id="mobile-search-hint" class="px-1 text-xs font-mono text-[var(--text-tertiary)]">articles/*.md</p>
       </div>
       {navItems.map(item => (
         <a
@@ -320,11 +424,39 @@ const currentPath = Astro.url.pathname;
   updateTitle();
 
   // Search functionality
+  const headerRoot = document.querySelector('header[data-ai-search-enabled]');
+  const aiSearchEnabled = headerRoot?.getAttribute('data-ai-search-enabled') === 'true';
   const searchInput = document.getElementById('search-input');
   const searchBtn = document.getElementById('search-btn');
+  const searchBtnIcon = document.getElementById('search-btn-icon');
   const searchResults = document.getElementById('search-results');
+  const searchLabel = document.getElementById('search-label');
+  const searchHint = document.getElementById('search-hint');
+  const mobileSearchLabel = document.getElementById('mobile-search-label');
+  const mobileSearchHint = document.getElementById('mobile-search-hint');
+  const mobileSearchBtnIcon = document.getElementById('mobile-search-btn-icon');
+  const searchModePanel = document.getElementById('search-mode-panel');
+  const searchModeButtons = Array.from(document.querySelectorAll('.search-mode-btn'));
+  const localeSwitchLinks = Array.from(document.querySelectorAll('[data-locale-switch]'));
   const searchApiBase = 'http://localhost:5150/api';
+  const searchInputs = [searchInput, mobileSearchInput].filter(Boolean);
+  const t = window.__termiTranslate;
+  const searchModeConfig = {
+    keyword: {
+      label: 'grep -i',
+      hint: t('header.searchHintKeyword'),
+      placeholder: t('header.searchPlaceholderKeyword'),
+      buttonIcon: 'fa-search'
+    },
+    ai: {
+      label: 'ask ai',
+      hint: t('header.searchHintAi'),
+      placeholder: t('header.searchPlaceholderAi'),
+      buttonIcon: 'fa-robot'
+    }
+  };
   let searchTimer = null;
+  let currentSearchMode = 'keyword';
 
   function escapeHtml(value) {
     return value
@@ -349,6 +481,102 @@ const currentPath = Astro.url.pathname;
     );
   }
 
+  function syncSearchInputs(sourceInput) {
+    const nextValue = sourceInput && 'value' in sourceInput ? sourceInput.value : '';
+    searchInputs.forEach((input) => {
+      if (input !== sourceInput) {
+        input.value = nextValue;
+      }
+    });
+  }
+
+  function getQueryFromInput(input) {
+    return input && 'value' in input ? input.value.trim() : '';
+  }
+
+  function buildLocalizedUrl(path) {
+    const nextUrl = new URL(path, window.location.origin);
+    nextUrl.searchParams.set('lang', document.documentElement.lang || 'zh-CN');
+    return `${nextUrl.pathname}${nextUrl.search}${nextUrl.hash}`;
+  }
+
+  function buildSearchTarget(query) {
+    return buildLocalizedUrl(
+      currentSearchMode === 'ai'
+        ? `/ask?q=${encodeURIComponent(query)}`
+        : `/articles?search=${encodeURIComponent(query)}`
+    );
+  }
+
+  function syncSearchModeUI() {
+    const config = searchModeConfig[currentSearchMode] || searchModeConfig.keyword;
+
+    if (searchLabel) {
+      searchLabel.textContent = config.label;
+    }
+    if (mobileSearchLabel) {
+      mobileSearchLabel.textContent = config.label;
+    }
+    if (searchHint) {
+      searchHint.textContent = config.hint;
+    }
+    if (mobileSearchHint) {
+      mobileSearchHint.textContent = config.hint;
+    }
+
+    searchInputs.forEach((input) => {
+      input.setAttribute('placeholder', config.placeholder);
+    });
+
+    if (searchBtnIcon) {
+      searchBtnIcon.className = `fas ${config.buttonIcon} text-sm`;
+    }
+    if (mobileSearchBtnIcon) {
+      mobileSearchBtnIcon.className = `fas ${config.buttonIcon} text-sm`;
+    }
+
+    searchModeButtons.forEach((button) => {
+      const isActive = button.getAttribute('data-search-mode') === currentSearchMode;
+      button.setAttribute('aria-pressed', String(isActive));
+      button.classList.toggle('bg-[var(--primary)]', isActive);
+      button.classList.toggle('text-white', isActive);
+      button.classList.toggle('shadow-sm', isActive);
+      button.classList.toggle('text-[var(--text-secondary)]', !isActive);
+    });
+  }
+
+  function renderAiSearchResults(query) {
+    if (!searchResults) return;
+
+    searchResults.innerHTML = `
+      <div class="overflow-hidden">
+        <div class="border-b border-[var(--border-color)] px-4 py-2 text-xs uppercase tracking-[0.2em] text-[var(--text-tertiary)]">
+          ${escapeHtml(t('header.aiModeTitle'))}
+        </div>
+        <div class="space-y-4 px-4 py-4">
+          <div class="space-y-2">
+            <div class="text-sm font-semibold text-[var(--title-color)]">${escapeHtml(t('header.aiModeHeading'))}</div>
+            <p class="text-sm leading-6 text-[var(--text-secondary)]">
+              ${escapeHtml(t('header.aiModeDescription'))}
+            </p>
+            <p class="text-xs leading-5 text-[var(--text-tertiary)]">
+              ${escapeHtml(t('header.aiModeNotice'))}
+            </p>
+          </div>
+          <div class="rounded-2xl border border-[var(--border-color)] bg-[var(--bg)]/70 p-3">
+            <div class="text-[11px] uppercase tracking-[0.18em] text-[var(--text-tertiary)]">${escapeHtml(t('common.search'))}</div>
+            <div class="mt-2 font-mono text-sm text-[var(--title-color)]">${escapeHtml(query)}</div>
+          </div>
+          <a href="${buildSearchTarget(query)}" class="flex items-center justify-between rounded-2xl border border-[var(--primary)]/30 bg-[var(--primary)]/10 px-4 py-3 text-sm font-medium text-[var(--primary)] transition hover:bg-[var(--primary)]/16">
+            <span><i class="fas fa-robot mr-2 text-xs"></i>${escapeHtml(t('header.aiModeCta'))}</span>
+            <i class="fas fa-arrow-right text-xs"></i>
+          </a>
+        </div>
+      </div>
+    `;
+    searchResults.classList.remove('hidden');
+  }
+
   function hideSearchResults() {
     if (!searchResults) return;
     searchResults.classList.add('hidden');
@@ -361,7 +589,7 @@ const currentPath = Astro.url.pathname;
     if (state === 'loading') {
       searchResults.innerHTML = `
         <div class="px-4 py-4 text-sm text-[var(--text-secondary)]">
-          正在搜索 <span class="text-[var(--primary)] font-mono">${escapeHtml(query)}</span> ...
+          ${escapeHtml(t('header.searching', { query }))} 
         </div>
       `;
       searchResults.classList.remove('hidden');
@@ -371,7 +599,7 @@ const currentPath = Astro.url.pathname;
     if (state === 'error') {
       searchResults.innerHTML = `
         <div class="px-4 py-4 text-sm text-[var(--danger)]">
-          搜索失败，请稍后再试。
+          ${escapeHtml(t('header.searchFailed'))}
         </div>
       `;
       searchResults.classList.remove('hidden');
@@ -379,9 +607,18 @@ const currentPath = Astro.url.pathname;
     }
 
     if (!results.length) {
+      const aiRetry = aiSearchEnabled
+        ? `
+          <a href="${buildLocalizedUrl(`/ask?q=${encodeURIComponent(query)}`)}" class="mt-3 inline-flex items-center gap-2 rounded-full border border-[var(--primary)]/30 bg-[var(--primary)]/10 px-3 py-1.5 text-xs font-medium text-[var(--primary)] transition hover:bg-[var(--primary)]/16">
+            <i class="fas fa-robot text-[11px]"></i>
+            <span>${escapeHtml(t('header.searchEmptyCta'))}</span>
+          </a>
+        `
+        : '';
       searchResults.innerHTML = `
         <div class="px-4 py-4 text-sm text-[var(--text-secondary)]">
-          没有找到和 <span class="text-[var(--primary)] font-mono">${escapeHtml(query)}</span> 相关的内容。
+          ${escapeHtml(t('header.searchEmpty', { query }))}
+          ${aiRetry}
         </div>
       `;
       searchResults.classList.remove('hidden');
@@ -399,7 +636,7 @@ const currentPath = Astro.url.pathname;
       return `
         <a href="/articles/${encodeURIComponent(item.slug)}" class="block border-b border-[var(--border-color)] px-4 py-3 transition-colors hover:bg-[var(--header-bg)] last:border-b-0">
           <div class="flex items-center justify-between gap-3">
-            <div class="text-sm font-semibold text-[var(--title-color)]">${highlightText(item.title || 'Untitled', query)}</div>
+            <div class="text-sm font-semibold text-[var(--title-color)]">${highlightText(item.title || t('header.untitled'), query)}</div>
             <div class="text-[11px] text-[var(--text-tertiary)]">${escapeHtml(item.category || '')}</div>
           </div>
           <div class="mt-1 text-xs leading-5 text-[var(--text-secondary)]">${highlightText(item.description || item.content || '', query)}</div>
@@ -408,15 +645,25 @@ const currentPath = Astro.url.pathname;
       `;
     }).join('');
 
+    const aiFooter = aiSearchEnabled
+      ? `
+        <a href="${buildLocalizedUrl(`/ask?q=${encodeURIComponent(query)}`)}" class="block border-t border-[var(--border-color)] px-4 py-3 text-sm font-medium text-[var(--primary)] transition-colors hover:bg-[var(--header-bg)]">
+          <i class="fas fa-robot mr-2 text-xs"></i>
+          ${escapeHtml(t('header.searchAiFooter'))}
+        </a>
+      `
+      : '';
+
     searchResults.innerHTML = `
       <div class="max-h-[26rem] overflow-auto">
         <div class="border-b border-[var(--border-color)] px-4 py-2 text-xs uppercase tracking-[0.2em] text-[var(--text-tertiary)]">
-          实时搜索结果
+          ${escapeHtml(t('header.liveResults'))}
         </div>
         ${itemsHtml}
-        <a href="/articles?search=${encodeURIComponent(query)}" class="block px-4 py-3 text-sm font-medium text-[var(--primary)] transition-colors hover:bg-[var(--header-bg)]">
-          查看全部结果
+        <a href="${buildLocalizedUrl(`/articles?search=${encodeURIComponent(query)}`)}" class="block px-4 py-3 text-sm font-medium text-[var(--primary)] transition-colors hover:bg-[var(--header-bg)]">
+          ${escapeHtml(t('header.searchAllResults'))}
         </a>
+        ${aiFooter}
       </div>
     `;
     searchResults.classList.remove('hidden');
@@ -428,6 +675,11 @@ const currentPath = Astro.url.pathname;
       return;
     }
 
+    if (currentSearchMode === 'ai') {
+      renderAiSearchResults(query);
+      return;
+    }
+
     renderSearchResults(query, [], 'loading');
 
     try {
@@ -444,38 +696,59 @@ const currentPath = Astro.url.pathname;
     }
   }
 
-  function submitSearch() {
-    const query = searchInput && 'value' in searchInput ? searchInput.value.trim() : '';
-    if (query) {
-      window.location.href = `/articles?search=${encodeURIComponent(query)}`;
+  function setSearchMode(mode) {
+    if (!aiSearchEnabled && mode === 'ai') {
+      currentSearchMode = 'keyword';
+    } else {
+      currentSearchMode = mode;
+    }
+
+    syncSearchModeUI();
+
+    const query = getQueryFromInput(searchInput);
+    if (query && document.activeElement === searchInput) {
+      void runLiveSearch(query);
+    } else if (!query) {
+      hideSearchResults();
     }
   }
 
+  function submitSearch(preferredInput) {
+    const query = getQueryFromInput(preferredInput) || getQueryFromInput(searchInput) || getQueryFromInput(mobileSearchInput);
+    if (query) {
+      window.location.href = buildSearchTarget(query);
+    }
+  }
+
+  searchModeButtons.forEach((button) => {
+    button.addEventListener('click', () => {
+      const nextMode = button.getAttribute('data-search-mode') || 'keyword';
+      setSearchMode(nextMode);
+    });
+  });
+
   searchBtn?.addEventListener('click', function() {
-    submitSearch();
+    submitSearch(searchInput);
   });
   mobileSearchBtn?.addEventListener('click', function() {
-    const query = mobileSearchInput && 'value' in mobileSearchInput ? mobileSearchInput.value.trim() : '';
-    if (query) {
-      window.location.href = `/articles?search=${encodeURIComponent(query)}`;
-    }
+    submitSearch(mobileSearchInput);
   });
 
   searchInput?.addEventListener('keydown', function(e) {
     if (e.key === 'Enter') {
-      submitSearch();
+      e.preventDefault();
+      submitSearch(searchInput);
     }
   });
   mobileSearchInput?.addEventListener('keydown', function(e) {
     if (e.key === 'Enter') {
-      const query = this.value.trim();
-      if (query) {
-        window.location.href = `/articles?search=${encodeURIComponent(query)}`;
-      }
+      e.preventDefault();
+      submitSearch(mobileSearchInput);
     }
   });
 
   searchInput?.addEventListener('input', function() {
+    syncSearchInputs(searchInput);
     const query = this.value.trim();
     if (searchTimer) {
       clearTimeout(searchTimer);
@@ -485,6 +758,10 @@ const currentPath = Astro.url.pathname;
     }, 180);
   });
 
+  mobileSearchInput?.addEventListener('input', function() {
+    syncSearchInputs(mobileSearchInput);
+  });
+
   searchInput?.addEventListener('focus', function() {
     const query = this.value.trim();
     if (query) {
@@ -492,11 +769,27 @@ const currentPath = Astro.url.pathname;
     }
   });
 
+  syncSearchModeUI();
+
+  localeSwitchLinks.forEach((link) => {
+    link.addEventListener('click', () => {
+      const nextLocale = link.getAttribute('data-locale-switch');
+      if (!nextLocale) {
+        return;
+      }
+
+      localStorage.setItem('locale', nextLocale);
+      document.cookie = `${'termi_locale'}=${encodeURIComponent(nextLocale)};path=/;max-age=31536000;samesite=lax`;
+    });
+  });
+
   document.addEventListener('click', function(event) {
     const target = event.target;
     if (
       searchResults &&
       !searchResults.contains(target) &&
+      !searchModePanel?.contains(target) &&
+      !target?.closest?.('.search-mode-btn') &&
       target !== searchInput &&
       target !== searchBtn &&
       !searchBtn?.contains(target)
diff --git a/frontend/src/components/ParagraphComments.astro b/frontend/src/components/ParagraphComments.astro
new file mode 100644
index 0000000..4f9e4cd
--- /dev/null
+++ b/frontend/src/components/ParagraphComments.astro
@@ -0,0 +1,748 @@
+---
+import { API_BASE_URL } from '../lib/api/client';
+import { getI18n } from '../lib/i18n';
+
+interface Props {
+  postSlug: string;
+  class?: string;
+}
+
+const { postSlug, class: className = '' } = Astro.props;
+const { t } = getI18n(Astro);
+---
+
+<div class={`paragraph-comments-shell ${className}`} data-post-slug={postSlug} data-api-base={API_BASE_URL}>
+  <div class="terminal-panel-muted paragraph-comments-intro">
+    <div class="space-y-3">
+      <span class="terminal-kicker">
+        <i class="fas fa-paragraph"></i>
+        paragraph annotations
+      </span>
+      <div class="space-y-2">
+        <h3 class="text-lg font-semibold text-[var(--title-color)]">{t('paragraphComments.title')}</h3>
+        <p class="text-sm leading-7 text-[var(--text-secondary)]">
+          {t('paragraphComments.intro')}
+        </p>
+      </div>
+    </div>
+    <div class="paragraph-comments-summary terminal-chip">
+      <i class="fas fa-terminal text-[var(--primary)]"></i>
+      <span data-summary-text>{t('paragraphComments.scanning')}</span>
+    </div>
+  </div>
+</div>
+
+<script>
+  const t = window.__termiTranslate;
+  const locale = document.documentElement.lang || 'zh-CN';
+  import { buildParagraphDescriptors } from '../lib/utils/paragraph-comments';
+
+  interface BrowserComment {
+    id: number;
+    author: string | null;
+    content: string | null;
+    created_at: string;
+    reply_to_comment_id: number | null;
+    paragraph_excerpt: string | null;
+  }
+
+  interface PendingComment {
+    id: string;
+    author: string;
+    content: string;
+    created_at: string;
+    reply_to_comment_id: number | null;
+  }
+
+  interface SummaryItem {
+    paragraph_key: string;
+    count: number;
+  }
+
+  const wrappers = document.querySelectorAll('.paragraph-comments-shell');
+  const wrapper = wrappers.item(wrappers.length - 1) as HTMLElement | null;
+  const postSlug = wrapper?.dataset.postSlug || '';
+  const apiBase = wrapper?.dataset.apiBase || 'http://localhost:5150/api';
+  const articleRoot = wrapper?.closest('[data-article-slug]') || document;
+  const articleContent = articleRoot.querySelector('.article-content') as HTMLElement | null;
+  const summaryText = wrapper?.querySelector('[data-summary-text]') as HTMLElement | null;
+
+  const paragraphCounts = new Map<string, number>();
+  const paragraphRows = new Map<string, HTMLElement>();
+  const paragraphDescriptors = new Map<
+    string,
+    ReturnType<typeof buildParagraphDescriptors>[number]
+  >();
+  const threadCache = new Map<string, BrowserComment[]>();
+  const pendingComments = new Map<string, PendingComment[]>();
+
+  let activeParagraphKey: string | null = null;
+  let activeReplyToCommentId: number | null = null;
+  let pendingCounter = 0;
+
+  function escapeHtml(value: string): string {
+    return value
+      .replaceAll('&', '&amp;')
+      .replaceAll('<', '&lt;')
+      .replaceAll('>', '&gt;')
+      .replaceAll('"', '&quot;')
+      .replaceAll("'", '&#39;');
+  }
+
+  function formatCommentDate(value: string): string {
+    const date = new Date(value);
+    if (Number.isNaN(date.getTime())) {
+      return value;
+    }
+
+    return date.toLocaleString(locale, {
+      month: 'short',
+      day: 'numeric',
+      hour: '2-digit',
+      minute: '2-digit',
+    });
+  }
+
+  function setSummaryMessage(message: string) {
+    if (summaryText) {
+      summaryText.textContent = message;
+    }
+  }
+
+  function countLabel(count: number): string {
+    if (count <= 0) {
+      return t('paragraphComments.zeroNotes');
+    }
+    if (count === 1) {
+      return t('paragraphComments.oneNote');
+    }
+    return t('paragraphComments.manyNotes', { count });
+  }
+
+  function previewReplyText(value: string | null | undefined, limit = 88) {
+    const normalized = (value || '').replace(/\s+/g, ' ').trim();
+    if (normalized.length <= limit) {
+      return normalized || null;
+    }
+
+    return `${normalized.slice(0, limit).trimEnd()}...`;
+  }
+
+  function promptLabel(key: string, active: boolean) {
+    return active ? `./comment --paragraph ${key} --open` : `./comment --paragraph ${key}`;
+  }
+
+  function anchorForParagraph(key: string) {
+    return `#paragraph-${key}`;
+  }
+
+  function paragraphKeyFromHash(hash: string) {
+    const normalized = hash.startsWith('#') ? hash.slice(1) : hash;
+    if (!normalized.startsWith('paragraph-')) {
+      return null;
+    }
+
+    const key = normalized.slice('paragraph-'.length).trim();
+    return key || null;
+  }
+
+  function updateRowState() {
+    paragraphRows.forEach((row, rowKey) => {
+      const trigger = row.querySelector('[data-trigger-label]') as HTMLElement | null;
+      const prompt = row.querySelector('[data-command-text]') as HTMLElement | null;
+      const count = paragraphCounts.get(rowKey) || 0;
+      const isActive = rowKey === activeParagraphKey;
+
+      row.classList.toggle('is-active', isActive);
+      if (trigger) {
+        trigger.textContent = countLabel(count);
+      }
+      if (prompt) {
+        prompt.textContent = promptLabel(rowKey, isActive);
+      }
+    });
+  }
+
+  function updateSummaryFromCounts() {
+    const paragraphCount = paragraphDescriptors.size;
+    const discussedParagraphs = Array.from(paragraphCounts.values()).filter(count => count > 0).length;
+    const approvedCount = Array.from(paragraphCounts.values()).reduce((sum, count) => sum + count, 0);
+
+    if (paragraphCount === 0) {
+      setSummaryMessage(t('paragraphComments.noParagraphs'));
+      return;
+    }
+
+    setSummaryMessage(
+      t('paragraphComments.summary', {
+        paragraphCount,
+        discussedCount: discussedParagraphs,
+        approvedCount,
+      })
+    );
+  }
+
+  function createParagraphRow(key: string, excerpt: string) {
+    const row = document.createElement('div');
+    row.className = 'paragraph-comment-row';
+    row.dataset.paragraphKey = key;
+    row.innerHTML = `
+      <div class="paragraph-comment-command">
+        <span class="paragraph-comment-prompt">user@blog:~/articles$</span>
+        <span class="paragraph-comment-command-text" data-command-text>${escapeHtml(promptLabel(key, false))}</span>
+      </div>
+      <div class="paragraph-comment-actions">
+        <span class="paragraph-comment-hint" title="${escapeHtml(excerpt)}">${escapeHtml(t('paragraphComments.focusCurrent'))}</span>
+        <button type="button" class="terminal-action-button paragraph-comment-trigger">
+          <i class="fas fa-message"></i>
+          <span data-trigger-label>${countLabel(0)}</span>
+        </button>
+      </div>
+    `;
+
+    const button = row.querySelector('.paragraph-comment-trigger') as HTMLButtonElement | null;
+    button?.addEventListener('click', () => {
+      void openPanelForParagraph(key, { focusForm: true, syncHash: true });
+    });
+
+    return row;
+  }
+
+  const panel = document.createElement('section');
+  panel.className = 'paragraph-comment-panel terminal-panel hidden';
+  panel.innerHTML = `
+    <div class="paragraph-comment-panel-head">
+      <div class="space-y-2">
+        <span class="terminal-kicker">
+          <i class="fas fa-terminal"></i>
+          paragraph thread
+        </span>
+        <div>
+          <h4 class="text-lg font-semibold text-[var(--title-color)]">${escapeHtml(t('paragraphComments.panelTitle'))}</h4>
+          <p class="paragraph-comment-panel-excerpt text-sm leading-7 text-[var(--text-secondary)]"></p>
+        </div>
+      </div>
+      <div class="paragraph-comment-panel-meta">
+        <span class="terminal-chip" data-panel-count>${escapeHtml(t('paragraphComments.zeroNotes'))}</span>
+        <span class="terminal-chip hidden" data-pending-count>0 ${escapeHtml(t('common.pending'))}</span>
+        <button type="button" class="terminal-action-button" data-close-panel>
+          <i class="fas fa-xmark"></i>
+          <span>${escapeHtml(t('paragraphComments.close'))}</span>
+        </button>
+      </div>
+    </div>
+
+    <div class="paragraph-comment-thread" data-thread></div>
+
+    <form class="paragraph-comment-form">
+      <div class="grid grid-cols-1 gap-4 md:grid-cols-2">
+        <div>
+          <label class="terminal-form-label">
+            ${escapeHtml(t('paragraphComments.nickname'))} <span class="text-[var(--primary)]">*</span>
+          </label>
+          <input
+            type="text"
+            name="nickname"
+            required
+            placeholder="inline_operator"
+            class="terminal-form-input"
+          />
+        </div>
+        <div>
+          <label class="terminal-form-label">
+            ${escapeHtml(t('paragraphComments.email'))} <span class="text-[var(--text-tertiary)] normal-case tracking-normal">(${escapeHtml(t('common.optional'))})</span>
+          </label>
+          <input
+            type="email"
+            name="email"
+            placeholder="you@example.com"
+            class="terminal-form-input"
+          />
+        </div>
+      </div>
+
+      <div class="paragraph-comment-reply terminal-panel-muted hidden" data-reply-banner>
+        <span class="text-sm text-[var(--text-secondary)]">
+          ${escapeHtml(t('paragraphComments.replyTo'))} -> <span class="font-medium text-[var(--primary)]" data-reply-target></span>
+        </span>
+        <button type="button" class="terminal-action-button" data-cancel-reply>
+          <i class="fas fa-rotate-left"></i>
+          <span>${escapeHtml(t('common.clear'))}</span>
+        </button>
+      </div>
+
+      <div>
+        <label class="terminal-form-label">
+          ${escapeHtml(t('paragraphComments.comment'))} <span class="text-[var(--primary)]">*</span>
+        </label>
+        <textarea
+          name="content"
+          required
+          rows="5"
+          maxlength="500"
+          placeholder="${escapeHtml(t('paragraphComments.commentPlaceholder'))}"
+          class="terminal-form-textarea resize-y"
+        ></textarea>
+        <p class="mt-2 text-right text-xs text-[var(--text-tertiary)]">${escapeHtml(t('paragraphComments.maxChars'))}</p>
+      </div>
+
+      <div class="flex flex-wrap gap-3">
+        <button type="submit" class="terminal-action-button terminal-action-button-primary">
+          <i class="fas fa-paper-plane"></i>
+          <span>${escapeHtml(t('common.submit'))}</span>
+        </button>
+        <button type="button" class="terminal-action-button" data-focus-paragraph>
+          <i class="fas fa-crosshairs"></i>
+          <span>${escapeHtml(t('paragraphComments.locateParagraph'))}</span>
+        </button>
+      </div>
+
+      <div class="paragraph-comment-status hidden" data-status></div>
+    </form>
+  `;
+
+  const panelExcerpt = panel.querySelector('.paragraph-comment-panel-excerpt') as HTMLElement;
+  const panelCount = panel.querySelector('[data-panel-count]') as HTMLElement;
+  const pendingCountChip = panel.querySelector('[data-pending-count]') as HTMLElement;
+  const threadContainer = panel.querySelector('[data-thread]') as HTMLElement;
+  const statusBox = panel.querySelector('[data-status]') as HTMLElement;
+  const form = panel.querySelector('.paragraph-comment-form') as HTMLFormElement;
+  const replyBanner = panel.querySelector('[data-reply-banner]') as HTMLElement;
+  const replyTarget = panel.querySelector('[data-reply-target]') as HTMLElement;
+  const focusButton = panel.querySelector('[data-focus-paragraph]') as HTMLButtonElement;
+
+  function clearStatus() {
+    statusBox.className = 'paragraph-comment-status hidden';
+    statusBox.textContent = '';
+  }
+
+  function setStatus(message: string, tone: 'success' | 'error' | 'info') {
+    statusBox.className = `paragraph-comment-status paragraph-comment-status-${tone}`;
+    statusBox.textContent = message;
+  }
+
+  function resetReplyState() {
+    activeReplyToCommentId = null;
+    replyBanner.classList.add('hidden');
+    replyTarget.textContent = '';
+  }
+
+  function setReplyState(commentId: number, author: string) {
+    activeReplyToCommentId = commentId;
+    replyBanner.classList.remove('hidden');
+    replyTarget.textContent = author;
+  }
+
+  function commentCardMarkup(
+    comment: {
+      id: number | string;
+      author: string | null;
+      content: string | null;
+      created_at: string;
+      reply_to_comment_id: number | null;
+    },
+    options?: {
+      pending?: boolean;
+      replyAuthor?: string | null;
+      replyPreview?: string | null;
+    }
+  ) {
+    const author = comment.author || t('paragraphComments.anonymous');
+    const pending = options?.pending || false;
+    const replyAuthor = options?.replyAuthor;
+    const replyPreview = options?.replyPreview;
+
+    return `
+      <article class="paragraph-thread-item ${replyAuthor ? 'is-reply' : ''} ${pending ? 'is-pending' : ''}">
+        <div class="paragraph-thread-head">
+          <div class="space-y-2">
+            <div class="flex flex-wrap items-center gap-2">
+              <span class="font-semibold text-[var(--title-color)]">${escapeHtml(author)}</span>
+              <span class="terminal-chip px-2 py-1 text-[10px]">
+                <i class="far fa-clock text-[var(--primary)]"></i>
+                ${escapeHtml(formatCommentDate(comment.created_at))}
+              </span>
+              ${
+                pending
+                  ? `<span class="terminal-chip px-2 py-1 text-[10px]">
+                      <i class="fas fa-hourglass-half text-[var(--warning)]"></i>
+                      ${escapeHtml(t('paragraphComments.waitingReview'))}
+                    </span>`
+                  : ''
+              }
+              ${
+                replyAuthor
+                  ? `<span class="terminal-chip px-2 py-1 text-[10px]">
+                      <i class="fas fa-reply text-[var(--primary)]"></i>
+                      ${escapeHtml(replyAuthor)}
+                    </span>`
+                  : ''
+              }
+            </div>
+            ${
+              replyPreview
+                ? `<p class="paragraph-thread-quote">${escapeHtml(replyPreview)}</p>`
+                : ''
+            }
+          </div>
+          ${
+            pending
+              ? ''
+              : `<button
+                  type="button"
+                  class="terminal-action-button px-3 py-2 text-[11px]"
+                  data-reply-id="${comment.id}"
+                  data-reply-author="${escapeHtml(author)}"
+                >
+                  <i class="fas fa-reply"></i>
+                  <span>${escapeHtml(t('common.reply'))}</span>
+                </button>`
+          }
+        </div>
+        <p class="text-sm leading-7 text-[var(--text-secondary)]">${escapeHtml(comment.content || '')}</p>
+      </article>
+    `;
+  }
+
+  function renderThread(paragraphKey: string, comments: BrowserComment[]) {
+    const pending = pendingComments.get(paragraphKey) || [];
+    const authorById = new Map(comments.map(comment => [comment.id, comment.author || t('paragraphComments.anonymous')]));
+    const contentById = new Map(comments.map(comment => [comment.id, comment.content || '']));
+
+    panelCount.textContent = countLabel(comments.length);
+    paragraphCounts.set(paragraphKey, comments.length);
+    pendingCountChip.textContent = `${pending.length} ${t('common.pending')}`;
+    pendingCountChip.classList.toggle('hidden', pending.length === 0);
+    updateRowState();
+    updateSummaryFromCounts();
+
+    const approvedMarkup =
+      comments.length === 0
+        ? `
+          <div class="terminal-empty">
+            <div class="mx-auto flex max-w-md flex-col items-center gap-3">
+              <span class="terminal-section-icon">
+                <i class="fas fa-comment-slash"></i>
+              </span>
+              <h5 class="text-base font-semibold text-[var(--title-color)]">${escapeHtml(t('paragraphComments.emptyTitle'))}</h5>
+              <p class="text-sm leading-7 text-[var(--text-secondary)]">
+                ${escapeHtml(t('paragraphComments.emptyDescription'))}
+              </p>
+            </div>
+          </div>
+        `
+        : comments
+            .map(comment =>
+              commentCardMarkup(comment, {
+                replyAuthor: comment.reply_to_comment_id
+                  ? authorById.get(comment.reply_to_comment_id) || `#${comment.reply_to_comment_id}`
+                  : null,
+                replyPreview: comment.reply_to_comment_id
+                  ? previewReplyText(contentById.get(comment.reply_to_comment_id) || null)
+                  : null,
+              })
+            )
+            .join('');
+
+    const pendingMarkup =
+      pending.length === 0
+        ? ''
+        : `
+          <section class="paragraph-thread-segment">
+            <div class="paragraph-thread-segment-label">${escapeHtml(t('paragraphComments.pendingQueue'))}</div>
+            ${pending
+              .map(comment =>
+                commentCardMarkup(comment, {
+                  pending: true,
+                  replyAuthor: comment.reply_to_comment_id
+                    ? authorById.get(comment.reply_to_comment_id) || `#${comment.reply_to_comment_id}`
+                    : null,
+                  replyPreview: comment.reply_to_comment_id
+                    ? previewReplyText(contentById.get(comment.reply_to_comment_id) || null)
+                    : null,
+                })
+              )
+              .join('')}
+          </section>
+        `;
+
+    threadContainer.innerHTML = `
+      <section class="paragraph-thread-segment">
+        <div class="paragraph-thread-segment-label">${escapeHtml(t('paragraphComments.approvedThread'))}</div>
+        ${approvedMarkup}
+      </section>
+      ${pendingMarkup}
+    `;
+  }
+
+  async function loadThread(paragraphKey: string, forceReload = false) {
+    if (!forceReload && threadCache.has(paragraphKey)) {
+      return threadCache.get(paragraphKey) || [];
+    }
+
+    const response = await fetch(
+      `${apiBase}/comments?${new URLSearchParams({
+        post_slug: postSlug,
+        scope: 'paragraph',
+        paragraph_key: paragraphKey,
+        approved: 'true',
+      }).toString()}`
+    );
+
+    if (!response.ok) {
+      throw new Error(await response.text());
+    }
+
+    const comments = (await response.json()) as BrowserComment[];
+    threadCache.set(paragraphKey, comments);
+    return comments;
+  }
+
+  function syncHashForParagraph(key: string | null) {
+    const nextUrl = new URL(window.location.href);
+    nextUrl.hash = key ? anchorForParagraph(key) : '';
+    history.replaceState(null, '', nextUrl.toString());
+  }
+
+  async function openPanelForParagraph(
+    paragraphKey: string,
+    options?: {
+      focusForm?: boolean;
+      forceReload?: boolean;
+      syncHash?: boolean;
+      scrollIntoView?: boolean;
+    }
+  ) {
+    const descriptor = paragraphDescriptors.get(paragraphKey);
+    const row = paragraphRows.get(paragraphKey);
+
+    if (!descriptor || !row) {
+      return;
+    }
+
+    activeParagraphKey = paragraphKey;
+    clearStatus();
+    resetReplyState();
+    panelExcerpt.textContent = descriptor.excerpt;
+    row.insertAdjacentElement('afterend', panel);
+    panel.classList.remove('hidden');
+    panel.dataset.paragraphKey = paragraphKey;
+
+    paragraphDescriptors.forEach((item, key) => {
+      item.element.classList.toggle('is-comment-focused', key === paragraphKey);
+    });
+
+    if (options?.syncHash !== false) {
+      syncHashForParagraph(paragraphKey);
+    }
+
+    if (options?.scrollIntoView) {
+      descriptor.element.scrollIntoView({ behavior: 'smooth', block: 'center' });
+    }
+
+    updateRowState();
+    threadContainer.innerHTML = `
+      <div class="terminal-panel-muted text-sm text-[var(--text-secondary)]">
+        ${escapeHtml(t('paragraphComments.loadingThread'))}
+      </div>
+    `;
+
+    try {
+      const comments = await loadThread(paragraphKey, options?.forceReload || false);
+      renderThread(paragraphKey, comments);
+      if (options?.focusForm) {
+        form.querySelector('textarea')?.focus();
+      }
+    } catch (error) {
+      panelCount.textContent = t('paragraphComments.loadFailedShort');
+      pendingCountChip.classList.add('hidden');
+      threadContainer.innerHTML = `
+        <div class="paragraph-comment-status paragraph-comment-status-error">
+          ${escapeHtml(t('paragraphComments.loadFailed', { message: error instanceof Error ? error.message : 'unknown error' }))}
+        </div>
+      `;
+    }
+  }
+
+  function closePanel(clearHash = true) {
+    activeParagraphKey = null;
+    panel.classList.add('hidden');
+    resetReplyState();
+    clearStatus();
+    paragraphDescriptors.forEach(item => item.element.classList.remove('is-comment-focused'));
+    updateRowState();
+
+    if (clearHash) {
+      syncHashForParagraph(null);
+    }
+  }
+
+  async function openFromHash() {
+    const paragraphKey = paragraphKeyFromHash(window.location.hash);
+    if (!paragraphKey) {
+      if (activeParagraphKey) {
+        closePanel(false);
+      }
+      return;
+    }
+
+    if (!paragraphDescriptors.has(paragraphKey)) {
+      return;
+    }
+
+    await openPanelForParagraph(paragraphKey, {
+      focusForm: false,
+      forceReload: activeParagraphKey === paragraphKey,
+      syncHash: false,
+      scrollIntoView: true,
+    });
+  }
+
+  panel.addEventListener('click', event => {
+    const target = event.target as HTMLElement | null;
+    const replyButton = target?.closest('[data-reply-id]') as HTMLButtonElement | null;
+    const closeButton = target?.closest('[data-close-panel]') as HTMLButtonElement | null;
+    const cancelReplyButton = target?.closest('[data-cancel-reply]') as HTMLButtonElement | null;
+
+    if (replyButton) {
+      const replyId = Number(replyButton.dataset.replyId || '0');
+      const author = replyButton.dataset.replyAuthor || t('paragraphComments.anonymous');
+      if (replyId > 0) {
+        setReplyState(replyId, author);
+        form.querySelector('textarea')?.focus();
+      }
+      return;
+    }
+
+    if (closeButton) {
+      closePanel(true);
+      return;
+    }
+
+    if (cancelReplyButton) {
+      resetReplyState();
+    }
+  });
+
+  focusButton.addEventListener('click', () => {
+    if (!activeParagraphKey) {
+      return;
+    }
+
+    const descriptor = paragraphDescriptors.get(activeParagraphKey);
+    descriptor?.element.scrollIntoView({ behavior: 'smooth', block: 'center' });
+  });
+
+  form.addEventListener('submit', async event => {
+    event.preventDefault();
+
+    if (!activeParagraphKey) {
+      setStatus(t('paragraphComments.selectedRequired'), 'error');
+      return;
+    }
+
+    const descriptor = paragraphDescriptors.get(activeParagraphKey);
+    if (!descriptor) {
+      setStatus(t('paragraphComments.contextMissing'), 'error');
+      return;
+    }
+
+    const formData = new FormData(form);
+    clearStatus();
+    setStatus(t('paragraphComments.submitting'), 'info');
+
+    try {
+      const response = await fetch(`${apiBase}/comments`, {
+        method: 'POST',
+        headers: {
+          'Content-Type': 'application/json',
+        },
+        body: JSON.stringify({
+          postSlug,
+          nickname: formData.get('nickname'),
+          email: formData.get('email'),
+          content: formData.get('content'),
+          scope: 'paragraph',
+          paragraphKey: descriptor.key,
+          paragraphExcerpt: descriptor.excerpt,
+          replyToCommentId: activeReplyToCommentId,
+        }),
+      });
+
+      if (!response.ok) {
+        throw new Error(await response.text());
+      }
+
+      const pending = pendingComments.get(descriptor.key) || [];
+      pendingCounter += 1;
+      pending.push({
+        id: `pending-${pendingCounter}`,
+        author: String(formData.get('nickname') || t('paragraphComments.anonymous')),
+        content: String(formData.get('content') || ''),
+        created_at: new Date().toISOString(),
+        reply_to_comment_id: activeReplyToCommentId,
+      });
+      pendingComments.set(descriptor.key, pending);
+
+      form.reset();
+      resetReplyState();
+      const approvedComments = await loadThread(descriptor.key, false);
+      renderThread(descriptor.key, approvedComments);
+      setStatus(t('paragraphComments.submitSuccess'), 'success');
+    } catch (error) {
+      setStatus(t('paragraphComments.submitFailed', { message: error instanceof Error ? error.message : 'unknown error' }), 'error');
+    }
+  });
+
+  async function init() {
+    if (!wrapper || !articleContent || !postSlug) {
+      return;
+    }
+
+    const descriptors = buildParagraphDescriptors(articleContent);
+    if (descriptors.length === 0) {
+      setSummaryMessage(t('paragraphComments.noParagraphs'));
+      return;
+    }
+
+    descriptors.forEach(descriptor => {
+      paragraphDescriptors.set(descriptor.key, descriptor);
+      descriptor.element.id = `paragraph-${descriptor.key}`;
+      descriptor.element.dataset.paragraphKey = descriptor.key;
+      descriptor.element.classList.add('paragraph-comment-paragraph');
+    });
+
+    try {
+      const response = await fetch(
+        `${apiBase}/comments/paragraphs/summary?${new URLSearchParams({ post_slug: postSlug }).toString()}`
+      );
+
+      if (!response.ok) {
+        throw new Error(await response.text());
+      }
+
+      const summary = (await response.json()) as SummaryItem[];
+      summary.forEach(item => {
+        paragraphCounts.set(item.paragraph_key, item.count);
+      });
+    } catch (error) {
+      console.error('Failed to load paragraph comment summary:', error);
+    }
+
+    descriptors.forEach(descriptor => {
+      const row = createParagraphRow(descriptor.key, descriptor.excerpt);
+      paragraphRows.set(descriptor.key, row);
+      paragraphCounts.set(descriptor.key, paragraphCounts.get(descriptor.key) || 0);
+      descriptor.element.insertAdjacentElement('afterend', row);
+    });
+
+    updateRowState();
+    updateSummaryFromCounts();
+    await openFromHash();
+    window.addEventListener('hashchange', () => {
+      void openFromHash();
+    });
+  }
+
+  void init();
+</script>
diff --git a/frontend/src/components/PostCard.astro b/frontend/src/components/PostCard.astro
index 7dca5f1..56465c0 100644
--- a/frontend/src/components/PostCard.astro
+++ b/frontend/src/components/PostCard.astro
@@ -2,6 +2,7 @@
 import type { Post } from '../lib/types';
 import TerminalButton from './ui/TerminalButton.astro';
 import CodeBlock from './CodeBlock.astro';
+import { formatReadTime, getI18n } from '../lib/i18n';
 import { resolveFileRef, getPostTypeColor } from '../lib/utils';
 
 interface Props {
@@ -11,6 +12,7 @@ interface Props {
 }
 
 const { post, selectedTag = '', highlightTerm = '' } = Astro.props;
+const { locale, t } = getI18n(Astro);
 
 const typeColor = getPostTypeColor(post.type);
 
@@ -43,20 +45,21 @@ const normalizedSelectedTag = selectedTag.trim().toLowerCase();
   class="post-card terminal-panel group relative my-3 p-5 transition-all duration-300 hover:-translate-y-1 hover:border-[var(--primary)]"
   style={`--post-border-color: ${typeColor}`}
 >
-  <a href={`/articles/${post.slug}`} class="absolute inset-0 z-0 rounded-[inherit]" aria-label={`阅读 ${post.title}`}></a>
   <div class="absolute left-0 top-4 bottom-4 w-1 rounded-full opacity-80" style={`background-color: ${typeColor}`}></div>
 
   <div class="relative z-10 flex flex-col gap-3 lg:flex-row lg:items-start lg:justify-between mb-2 pl-3">
     <div class="flex-1 min-w-0">
       <div class="flex items-center gap-2 mb-2">
         <span class="w-3 h-3 rounded-full shrink-0" style={`background-color: ${typeColor}`}></span>
-        <h3
-          class={`font-bold text-[var(--title-color)] ${post.type === 'article' ? 'text-lg' : 'text-base'}`}
-          set:html={highlightText(post.title, highlightTerm)}
-        />
+        <a
+          href={`/articles/${post.slug}`}
+          class={`inline-flex min-w-0 items-center text-[var(--title-color)] transition hover:text-[var(--primary)] ${post.type === 'article' ? 'text-lg font-bold' : 'text-base font-bold'}`}
+        >
+          <h3 class="truncate" set:html={highlightText(post.title, highlightTerm)} />
+        </a>
       </div>
       <p class="text-sm text-[var(--text-secondary)]">
-        {post.date} | 阅读时间: {post.readTime}
+        {post.date} | {t('common.readTime')}: {formatReadTime(locale, post.readTime, t)}
       </p>
     </div>
     <span class="terminal-chip shrink-0 text-xs py-1 px-2.5">
@@ -109,4 +112,14 @@ const normalizedSelectedTag = selectedTag.trim().toLowerCase();
       </TerminalButton>
     ))}
   </div>
+
+  <div class="relative z-10 mt-4 pl-3">
+    <a
+      href={`/articles/${post.slug}`}
+      class="terminal-action-button inline-flex"
+    >
+      <i class="fas fa-angle-right"></i>
+      <span>{t('common.readMore')}</span>
+    </a>
+  </div>
 </article>
diff --git a/frontend/src/components/RelatedPosts.astro b/frontend/src/components/RelatedPosts.astro
index 72d8797..edc12c8 100644
--- a/frontend/src/components/RelatedPosts.astro
+++ b/frontend/src/components/RelatedPosts.astro
@@ -1,5 +1,6 @@
 ---
 import { apiClient } from '../lib/api/client';
+import { getI18n } from '../lib/i18n';
 
 interface Props {
   currentSlug: string;
@@ -8,6 +9,7 @@ interface Props {
 }
 
 const { currentSlug, currentCategory, currentTags } = Astro.props;
+const { t } = getI18n(Astro);
 
 const allPosts = await apiClient.getPosts();
 
@@ -43,9 +45,9 @@ const relatedPosts = allPosts
               <i class="fas fa-share-nodes"></i>
             </span>
             <div>
-              <h3 class="text-xl font-semibold text-[var(--title-color)]">相关文章</h3>
+              <h3 class="text-xl font-semibold text-[var(--title-color)]">{t('relatedPosts.title')}</h3>
               <p class="text-sm text-[var(--text-secondary)]">
-                基于当前分类与标签关联出的相近内容，延续同一条阅读链路。
+                {t('relatedPosts.description')}
               </p>
             </div>
           </div>
@@ -53,7 +55,7 @@ const relatedPosts = allPosts
 
         <span class="terminal-stat-pill">
           <i class="fas fa-wave-square text-[var(--primary)]"></i>
-          {relatedPosts.length} linked
+          {t('relatedPosts.linked', { count: relatedPosts.length })}
         </span>
       </div>
 
diff --git a/frontend/src/components/TableOfContents.astro b/frontend/src/components/TableOfContents.astro
index cf07865..2fbc26c 100644
--- a/frontend/src/components/TableOfContents.astro
+++ b/frontend/src/components/TableOfContents.astro
@@ -1,5 +1,8 @@
 ---
 // Table of Contents Component - Extracts headings from article content
+import { getI18n } from '../lib/i18n';
+
+const { t } = getI18n(Astro);
 ---
 
 <aside id="toc-container" class="hidden w-full shrink-0 lg:block lg:w-72">
@@ -14,9 +17,9 @@
           <i class="fas fa-list-ul"></i>
         </span>
         <div>
-          <h3 class="text-base font-semibold text-[var(--title-color)]">目录</h3>
+          <h3 class="text-base font-semibold text-[var(--title-color)]">{t('toc.title')}</h3>
           <p class="text-xs leading-6 text-[var(--text-secondary)]">
-            实时跟踪当前文档的标题节点，像终端侧栏一样快速跳转。
+            {t('toc.intro')}
           </p>
         </div>
       </div>
diff --git a/frontend/src/env.d.ts b/frontend/src/env.d.ts
new file mode 100644
index 0000000..180d54d
--- /dev/null
+++ b/frontend/src/env.d.ts
@@ -0,0 +1,16 @@
+/// <reference types="astro/client" />
+
+declare global {
+  interface Window {
+    __TERMI_I18N__?: {
+      locale: string;
+      messages: Record<string, unknown>;
+    };
+    __termiTranslate: (
+      key: string,
+      params?: Record<string, string | number | null | undefined>
+    ) => string;
+  }
+}
+
+export {};
diff --git a/frontend/src/layouts/BaseLayout.astro b/frontend/src/layouts/BaseLayout.astro
index ed1c69d..d5b6c27 100644
--- a/frontend/src/layouts/BaseLayout.astro
+++ b/frontend/src/layouts/BaseLayout.astro
@@ -4,6 +4,7 @@ import Header from '../components/Header.astro';
 import Footer from '../components/Footer.astro';
 import BackToTop from '../components/interactive/BackToTop.svelte';
 import { api, DEFAULT_SITE_SETTINGS } from '../lib/api/client';
+import { getI18n, LOCALE_COOKIE_NAME, SUPPORTED_LOCALES } from '../lib/i18n';
 
 interface Props {
   title?: string;
@@ -11,6 +12,7 @@ interface Props {
 }
 
 const props = Astro.props;
+const { locale, messages } = getI18n(Astro);
 
 let siteSettings = DEFAULT_SITE_SETTINGS;
 
@@ -22,10 +24,11 @@ try {
 
 const title = props.title || siteSettings.siteTitle;
 const description = props.description || siteSettings.siteDescription;
+const i18nPayload = JSON.stringify({ locale, messages });
 ---
 
 <!DOCTYPE html>
-<html lang="zh-CN">
+<html lang={locale} data-locale={locale}>
   <head>
     <meta charset="UTF-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
@@ -162,6 +165,32 @@ const description = props.description || siteSettings.siteDescription;
       }
     </style>
 
+    <script is:inline define:vars={{ i18nPayload, locale, localeCookieName: LOCALE_COOKIE_NAME, supportedLocales: SUPPORTED_LOCALES }}>
+      window.__TERMI_I18N__ = JSON.parse(i18nPayload);
+      window.__termiTranslate = function(key, params = {}) {
+        const payload = window.__TERMI_I18N__ || { messages: {} };
+        const template = key.split('.').reduce((current, segment) => {
+          if (!current || typeof current !== 'object') {
+            return undefined;
+          }
+          return current[segment];
+        }, payload.messages);
+
+        if (typeof template !== 'string') {
+          return key;
+        }
+
+        return template.replace(/\{(\w+)\}/g, (_, name) => String(params[name] ?? ''));
+      };
+
+      (function() {
+        document.documentElement.lang = locale;
+        document.documentElement.dataset.locale = locale;
+        localStorage.setItem('locale', locale);
+        document.cookie = `${localeCookieName}=${encodeURIComponent(locale)};path=/;max-age=31536000;samesite=lax`;
+      })();
+    </script>
+
     <script is:inline>
       (function() {
         const theme = localStorage.getItem('theme');
diff --git a/frontend/src/lib/api/client.ts b/frontend/src/lib/api/client.ts
index 7fce2a2..918e201 100644
--- a/frontend/src/lib/api/client.ts
+++ b/frontend/src/lib/api/client.ts
@@ -32,6 +32,10 @@ export interface Comment {
   avatar: string | null;
   content: string | null;
   reply_to: string | null;
+  reply_to_comment_id: number | null;
+  scope: 'article' | 'paragraph';
+  paragraph_key: string | null;
+  paragraph_excerpt: string | null;
   approved: boolean | null;
   created_at: string;
   updated_at: string;
@@ -42,7 +46,16 @@ export interface CreateCommentInput {
   nickname: string;
   email?: string;
   content: string;
+  scope?: 'article' | 'paragraph';
+  paragraphKey?: string;
+  paragraphExcerpt?: string;
   replyTo?: string | null;
+  replyToCommentId?: number | null;
+}
+
+export interface ParagraphCommentSummary {
+  paragraph_key: string;
+  count: number;
 }
 
 export interface ApiTag {
@@ -98,6 +111,23 @@ export interface ApiSiteSettings {
   social_email: string | null;
   location: string | null;
   tech_stack: string[] | null;
+  ai_enabled: boolean;
+}
+
+export interface AiSource {
+  slug: string;
+  title: string;
+  excerpt: string;
+  score: number;
+  chunk_index: number;
+}
+
+export interface AiAskResponse {
+  question: string;
+  answer: string;
+  sources: AiSource[];
+  indexed_chunks: number;
+  last_indexed_at: string | null;
 }
 
 export interface ApiSearchResult {
@@ -153,6 +183,9 @@ export const DEFAULT_SITE_SETTINGS: SiteSettings = {
     email: 'mailto:hello@termi.dev',
   },
   techStack: ['Astro', 'Svelte', 'Tailwind CSS', 'TypeScript'],
+  ai: {
+    enabled: false,
+  },
 };
 
 const formatPostDate = (dateString: string) => dateString.slice(0, 10);
@@ -244,6 +277,9 @@ const normalizeSiteSettings = (settings: ApiSiteSettings): SiteSettings => ({
     email: settings.social_email || DEFAULT_SITE_SETTINGS.social.email,
   },
   techStack: settings.tech_stack?.length ? settings.tech_stack : DEFAULT_SITE_SETTINGS.techStack,
+  ai: {
+    enabled: Boolean(settings.ai_enabled),
+  },
 });
 
 class ApiClient {
@@ -293,14 +329,32 @@ class ApiClient {
     return posts.find(post => post.slug === slug) || null;
   }
 
-  async getComments(postSlug: string, options?: { approved?: boolean }): Promise<Comment[]> {
+  async getComments(
+    postSlug: string,
+    options?: {
+      approved?: boolean;
+      scope?: 'article' | 'paragraph';
+      paragraphKey?: string;
+    }
+  ): Promise<Comment[]> {
     const params = new URLSearchParams({ post_slug: postSlug });
     if (options?.approved !== undefined) {
       params.set('approved', String(options.approved));
     }
+    if (options?.scope) {
+      params.set('scope', options.scope);
+    }
+    if (options?.paragraphKey) {
+      params.set('paragraph_key', options.paragraphKey);
+    }
     return this.fetch<Comment[]>(`/comments?${params.toString()}`);
   }
 
+  async getParagraphCommentSummary(postSlug: string): Promise<ParagraphCommentSummary[]> {
+    const params = new URLSearchParams({ post_slug: postSlug });
+    return this.fetch<ParagraphCommentSummary[]>(`/comments/paragraphs/summary?${params.toString()}`);
+  }
+
   async createComment(comment: CreateCommentInput): Promise<Comment> {
     return this.fetch<Comment>('/comments', {
       method: 'POST',
@@ -309,7 +363,11 @@ class ApiClient {
         nickname: comment.nickname,
         email: comment.email,
         content: comment.content,
+        scope: comment.scope,
+        paragraphKey: comment.paragraphKey,
+        paragraphExcerpt: comment.paragraphExcerpt,
         replyTo: comment.replyTo,
+        replyToCommentId: comment.replyToCommentId,
       }),
     });
   }
@@ -398,6 +456,13 @@ class ApiClient {
       })
     );
   }
+
+  async askAi(question: string): Promise<AiAskResponse> {
+    return this.fetch<AiAskResponse>('/ai/ask', {
+      method: 'POST',
+      body: JSON.stringify({ question }),
+    });
+  }
 }
 
 export const api = new ApiClient(API_BASE_URL);
diff --git a/frontend/src/lib/i18n/index.ts b/frontend/src/lib/i18n/index.ts
new file mode 100644
index 0000000..d3a9fae
--- /dev/null
+++ b/frontend/src/lib/i18n/index.ts
@@ -0,0 +1,144 @@
+import { messages } from './messages';
+
+export const SUPPORTED_LOCALES = ['zh-CN', 'en'] as const;
+export type Locale = (typeof SUPPORTED_LOCALES)[number];
+export const DEFAULT_LOCALE: Locale = 'zh-CN';
+export const LOCALE_COOKIE_NAME = 'termi_locale';
+
+type TranslateParams = Record<string, string | number | null | undefined>;
+
+function resolveMessage(locale: Locale, key: string): string | undefined {
+  const segments = key.split('.');
+  let current: unknown = messages[locale];
+
+  for (const segment of segments) {
+    if (!current || typeof current !== 'object' || !(segment in current)) {
+      current = undefined;
+      break;
+    }
+    current = (current as Record<string, unknown>)[segment];
+  }
+
+  return typeof current === 'string' ? current : undefined;
+}
+
+function interpolate(template: string, params?: TranslateParams): string {
+  if (!params) {
+    return template;
+  }
+
+  return template.replace(/\{(\w+)\}/g, (_, name) => String(params[name] ?? ''));
+}
+
+export function normalizeLocale(value: string | null | undefined): Locale | null {
+  if (!value) {
+    return null;
+  }
+
+  const normalized = value.trim().toLowerCase();
+  if (!normalized) {
+    return null;
+  }
+
+  if (normalized.startsWith('zh')) {
+    return 'zh-CN';
+  }
+
+  if (normalized.startsWith('en')) {
+    return 'en';
+  }
+
+  return null;
+}
+
+export function resolveLocale(options: {
+  query?: string | null;
+  cookie?: string | null;
+  acceptLanguage?: string | null;
+}): Locale {
+  const fromQuery = normalizeLocale(options.query);
+  if (fromQuery) {
+    return fromQuery;
+  }
+
+  const fromCookie = normalizeLocale(options.cookie);
+  if (fromCookie) {
+    return fromCookie;
+  }
+
+  const acceptLanguages = String(options.acceptLanguage || '')
+    .split(',')
+    .map((part) => normalizeLocale(part.split(';')[0]))
+    .filter(Boolean) as Locale[];
+
+  return acceptLanguages[0] || DEFAULT_LOCALE;
+}
+
+export function translate(locale: Locale, key: string, params?: TranslateParams): string {
+  const template =
+    resolveMessage(locale, key) ??
+    resolveMessage(DEFAULT_LOCALE, key) ??
+    key;
+
+  return interpolate(template, params);
+}
+
+export function getMessages(locale: Locale) {
+  return messages[locale];
+}
+
+export function buildLocaleUrl(url: URL, locale: Locale): string {
+  const next = new URL(url);
+  next.searchParams.set('lang', locale);
+  return `${next.pathname}${next.search}${next.hash}`;
+}
+
+export function getI18n(Astro: {
+  url: URL;
+  request: Request;
+  cookies?: {
+    get?: (name: string) => { value: string } | undefined;
+  };
+}) {
+  const requestUrl = new URL(Astro.request.url);
+  const locale = resolveLocale({
+    query: requestUrl.searchParams.get('lang'),
+    cookie: Astro.cookies?.get?.(LOCALE_COOKIE_NAME)?.value ?? null,
+    acceptLanguage: Astro.request.headers.get('accept-language'),
+  });
+
+  const t = (key: string, params?: TranslateParams) => translate(locale, key, params);
+
+  return {
+    locale,
+    t,
+    messages: getMessages(locale),
+    buildLocaleUrl: (targetLocale: Locale) => buildLocaleUrl(requestUrl, targetLocale),
+  };
+}
+
+export function getReadTimeMinutes(value: string | number | null | undefined): number | null {
+  if (typeof value === 'number' && Number.isFinite(value)) {
+    return value;
+  }
+
+  const match = String(value || '').match(/\d+/);
+  if (!match) {
+    return null;
+  }
+
+  return Number(match[0]);
+}
+
+export function formatReadTime(
+  _locale: Locale,
+  value: string | number | null | undefined,
+  t: (key: string, params?: TranslateParams) => string
+): string {
+  const minutes = getReadTimeMinutes(value);
+  if (minutes === null) {
+    return String(value || '');
+  }
+
+  return t('common.readTimeMinutes', { count: minutes });
+}
diff --git a/frontend/src/lib/i18n/messages.ts b/frontend/src/lib/i18n/messages.ts
new file mode 100644
index 0000000..7b990d3
--- /dev/null
+++ b/frontend/src/lib/i18n/messages.ts
@@ -0,0 +1,696 @@
+export const messages = {
+  'zh-CN': {
+    common: {
+      language: '语言',
+      languages: {
+        'zh-CN': '简体中文',
+        en: 'English',
+      },
+      all: '全部',
+      search: '搜索',
+      ai: 'AI',
+      article: '文章',
+      tweet: '动态',
+      posts: '文章',
+      tags: '标签',
+      categories: '分类',
+      friends: '友链',
+      location: '位置',
+      unknown: '未知',
+      other: '其他',
+      current: '当前',
+      readTime: '阅读时间',
+      readTimeMinutes: '{count} 分钟',
+      characters: '{count} 字',
+      postsCount: '{count} 篇',
+      tagsCount: '{count} 个标签',
+      categoriesCount: '{count} 个分类',
+      friendsCount: '{count} 个友链',
+      reviewsCount: '{count} 条评价',
+      resultsCount: '{count} 条结果',
+      reviewedOnly: '仅展示已通过审核',
+      noData: '暂无数据',
+      noResults: '没有匹配结果',
+      open: '打开',
+      close: '关闭',
+      submit: '提交',
+      cancel: '取消',
+      clear: '清除',
+      reset: '重置',
+      reply: '回复',
+      like: '点赞',
+      visit: '访问',
+      readMore: '阅读全文',
+      viewArticle: '打开文章',
+      viewAllArticles: '查看所有文章',
+      viewAllLinks: '查看全部友链',
+      viewCategoryArticles: '查看分类文章',
+      clearFilters: '清除筛选',
+      resetFilters: '重置筛选',
+      home: '首页',
+      browsePosts: '浏览文章',
+      goBack: '返回上一页',
+      backToIndex: '返回索引',
+      copyPermalink: '复制固定链接',
+      locateParagraph: '定位段落',
+      maxChars: '最多 {count} 字',
+      optional: '可选',
+      pending: '待审核',
+      approved: '已审核',
+      completed: '已完成',
+      inProgress: '进行中',
+      featureOn: '功能已开启',
+      featureOff: '功能未开启',
+      emptyState: '当前还没有内容。',
+      apiUnavailable: 'API 暂时不可用',
+    },
+    nav: {
+      articles: '文章',
+      categories: '分类',
+      tags: '标签',
+      timeline: '时间轴',
+      reviews: '评价',
+      friends: '友链',
+      about: '关于',
+      ask: 'AI 问答',
+    },
+    header: {
+      navigation: '导航',
+      themeToggle: '切换主题',
+      toggleMenu: '切换菜单',
+      searchModeKeyword: '搜索',
+      searchModeAi: 'AI',
+      searchModeKeywordMobile: '关键词搜索',
+      searchModeAiMobile: 'AI 搜索',
+      searchPlaceholderKeyword: "'关键词'",
+      searchPlaceholderAi: '输入问题，交给站内 AI',
+      searchHintKeyword: 'articles/*.md',
+      searchHintAi: '手动确认',
+      aiModeTitle: 'AI 问答模式',
+      aiModeHeading: '把这个问题交给站内 AI',
+      aiModeDescription: 'AI 会先检索站内知识库，再给出总结式回答，并附带相关文章来源。',
+      aiModeNotice: '进入问答页后不会自动调用模型，需要你手动确认发送。',
+      aiModeCta: '前往 AI 问答页确认',
+      liveResults: '实时搜索结果',
+      searching: '正在搜索 {query} ...',
+      searchFailed: '搜索失败，请稍后再试。',
+      searchEmpty: '没有找到和 {query} 相关的内容。',
+      searchEmptyCta: '去 AI 问答页确认提问',
+      searchAiFooter: '去 AI 问答页手动确认',
+      searchAllResults: '查看全部搜索结果',
+      untitled: '未命名',
+      manualConfirm: 'AI 必须手动确认后才会提问',
+    },
+    footer: {
+      session: '会话',
+      copyright: '© {year} {site}. 保留所有权利。',
+      sitemap: '站点地图',
+      rss: 'RSS 订阅',
+    },
+    home: {
+      pinned: '置顶',
+      about: '关于我',
+      techStack: '技术栈',
+      systemStatus: '系统状态',
+    },
+    articlesPage: {
+      title: '文章索引',
+      description: '按类型、分类和标签筛选内容，快速浏览整个内容目录。',
+      totalPosts: '共 {count} 篇',
+      allCategories: '全部分类',
+      allTags: '全部标签',
+      emptyTitle: '没有匹配结果',
+      emptyDescription: '当前筛选条件下没有找到文章。可以清空标签或关键字，重新浏览整个内容目录。',
+      pageSummary: '第 {current} / {total} 页 · 共 {count} 条结果',
+      previous: '上一页',
+      next: '下一页',
+    },
+    article: {
+      backToArticles: '返回文章索引',
+      documentSession: '文档会话',
+      filePath: '文件路径',
+    },
+    relatedPosts: {
+      title: '相关文章',
+      description: '基于当前分类与标签关联出的相近内容，延续同一条阅读链路。',
+      linked: '{count} 条关联',
+    },
+    comments: {
+      title: '评论终端',
+      description: '这里是整篇文章的讨论区，当前缓冲区共有 {count} 条已展示评论，新的留言提交后会进入审核队列。',
+      writeComment: '写评论',
+      nickname: '昵称',
+      email: '邮箱',
+      message: '内容',
+      messagePlaceholder: "$ echo '留下你的想法...'",
+      maxChars: '最多 500 字',
+      cancelReply: '取消回复',
+      emptyTitle: '暂无评论',
+      emptyDescription: '当前还没有留言。可以打开上面的输入面板，成为第一个在这个终端缓冲区里发言的人。',
+      today: '今天',
+      yesterday: '昨天',
+      daysAgo: '{count} 天前',
+      weeksAgo: '{count} 周前',
+      anonymous: '匿名',
+      submitting: '正在提交评论...',
+      submitSuccess: '评论已提交，审核通过后会显示在这里。',
+      submitFailed: '提交失败：{message}',
+      loadFailed: '加载评论失败',
+      noSelection: '当前没有选中的评论。',
+    },
+    paragraphComments: {
+      title: '段落评论已启用',
+      intro: '正文里的自然段都会挂一个轻量讨论入口，适合只针对某一段补充上下文、指出问题或继续展开讨论。',
+      scanning: '正在扫描段落缓冲区...',
+      noParagraphs: '当前文章没有可挂载评论的自然段。',
+      summary: '已为 {paragraphCount} 个自然段挂载评论入口，其中 {discussedCount} 段已有讨论，当前共展示 {approvedCount} 条已审核段落评论。',
+      focusCurrent: '聚焦当前段落',
+      panelTitle: '段落讨论面板',
+      close: '关闭',
+      nickname: '昵称',
+      email: '邮箱',
+      comment: '评论',
+      commentPlaceholder: "$ echo '只评论这一段...'",
+      maxChars: '最多 500 字',
+      clearReply: '清除回复',
+      replyTo: '回复给',
+      approvedThread: '公开讨论',
+      pendingQueue: '待审核队列',
+      emptyTitle: '这段还没有公开评论',
+      emptyDescription: '适合补充上下文、指出细节或者提出具体问题。新的留言提交后会先进入审核队列。',
+      loadingThread: '正在拉取该段的已审核评论...',
+      loadFailedShort: '加载失败',
+      loadFailed: '加载失败：{message}',
+      selectedRequired: '当前没有选中的段落。',
+      contextMissing: '段落上下文丢失，请重新打开该段评论面板。',
+      submitting: '正在提交段落评论...',
+      submitSuccess: '评论已提交，已先放入本地待审核队列；审核通过后会进入公开讨论。',
+      submitFailed: '提交失败：{message}',
+      anonymous: '匿名',
+      oneNote: '1 条评论',
+      manyNotes: '{count} 条评论',
+      zeroNotes: '评论',
+      waitingReview: '等待审核',
+      locateParagraph: '定位段落',
+    },
+    ask: {
+      pageTitle: 'AI 问答',
+      pageDescription: '基于 {siteName} 内容知识库的站内 AI 问答',
+      title: 'AI 站内问答',
+      subtitle: '基于博客 Markdown 内容建立索引，回答会优先引用站内真实资料。',
+      disabledTitle: '后台暂未开启 AI 问答',
+      disabledDescription: '这个入口已经接好了真实后端，但当前站点设置里没有开启公开问答。管理员开启后，这里会自动变成可用状态，导航也会同步显示。',
+      textareaPlaceholder: '输入你想问的问题，比如：这个博客关于前端写过哪些内容？',
+      submit: '开始提问',
+      idleStatus: '知识库已接入，等待问题输入。',
+      examples: '示例问题',
+      workflow: '工作流',
+      workflow1: '1. 后台开启 AI 开关并配置聊天模型。',
+      workflow2: '2. 重建索引，把 Markdown 文章切块后由后端本地生成 embedding，并写入 PostgreSQL pgvector。',
+      workflow3: '3. 前台提问时先在 pgvector 中做相似度检索，再交给聊天模型基于上下文回答。',
+      emptyAnswer: '暂无回答。',
+      requestFailed: '请求失败：{message}',
+      streamUnsupported: '当前浏览器无法读取流式响应。',
+      enterQuestion: '先输入一个问题。',
+      cacheRestored: '已从当前会话缓存中恢复回答。',
+      connecting: '正在建立流式连接，请稍候...',
+      processing: '正在处理请求...',
+      complete: '回答已生成。',
+      streamFailed: '流式请求失败',
+      streamInterrupted: '流式响应被提前中断。',
+      retryLater: '这次请求没有成功，可以稍后重试。',
+      prefixedQuestion: '已带入搜索词，确认后开始提问。',
+      sources: '来源',
+    },
+    about: {
+      pageTitle: '关于',
+      title: '关于我',
+      intro: '这里汇总站点主人、技术栈、系统状态和联系方式，并与全站语言设置保持一致。',
+      techStackCount: '{count} 项技术栈',
+      profile: '身份档案',
+      contact: '联系方式',
+      website: '网站',
+    },
+    categories: {
+      pageTitle: '分类',
+      title: '文章分类',
+      intro: '按内容主题浏览文章，分类页现在和其他列表页保持同一套终端面板语言。',
+      quickJump: '快速跳转分类文章',
+      categoryPosts: '浏览 {name} 主题下的全部文章和更新记录。',
+      empty: '暂无分类数据',
+    },
+    friends: {
+      pageTitle: '友情链接',
+      pageDescription: '与 {siteName} 交换友情链接',
+      title: '友情链接',
+      intro: '这里聚合已经通过审核的站点，也提供统一风格的申请面板，避免列表区和表单区像两个页面。',
+      collection: '友链分组',
+      exchangeRules: '友链交换',
+      exchangeIntro: '欢迎交换友情链接，请确保您的网站满足以下条件：',
+      rule1: '原创内容为主',
+      rule2: '网站稳定运行',
+      rule3: '无不良内容',
+      siteInfo: '本站信息：',
+      name: '名称',
+      description: '描述',
+      link: '链接',
+    },
+    friendForm: {
+      title: '提交友链申请',
+      intro: '填写站点信息后会提交到后台审核，审核通过后前台会自动展示。',
+      reviewedOnline: '后台审核后上线',
+      siteName: '站点名称',
+      siteUrl: '站点链接',
+      avatarUrl: '头像链接',
+      category: '分类',
+      description: '站点描述',
+      reciprocal: '已添加本站友链',
+      reciprocalHint: '这是提交申请前的必要条件。',
+      copy: '复制',
+      copied: '已复制',
+      submit: '提交申请',
+      reset: '重置',
+      addReciprocalFirst: '请先添加本站友链后再提交申请。',
+      submitting: '正在提交友链申请...',
+      submitSuccess: '友链申请已提交，我们会尽快审核。',
+      submitFailed: '提交失败：{message}',
+      categoryTech: '技术',
+      categoryLife: '生活',
+      categoryDesign: '设计',
+      categoryOther: '其他',
+      descriptionPlaceholder: '简要介绍一下你的网站...',
+    },
+    friendCard: {
+      externalLink: '外部链接',
+    },
+    tags: {
+      pageTitle: '标签',
+      title: '标签云',
+      intro: '用更轻量的关键词维度检索文章。选中标签时，下方结果区会延续同一套终端卡片风格。',
+      currentTag: '当前: #{tag}',
+      selectedSummary: '标签 #{tag} 找到 {count} 篇文章',
+      browseTags: '浏览标签',
+      emptyTags: '暂无标签数据',
+      emptyPosts: '没有找到该标签的文章',
+    },
+    timeline: {
+      pageTitle: '时间轴',
+      pageDescription: '记录 {ownerName} 的技术成长与生活点滴',
+      title: '时间轴',
+      subtitle: '共 {count} 篇内容 · 记录 {ownerName} 的技术成长与生活点滴',
+      allYears: '全部',
+    },
+    reviews: {
+      pageTitle: '评价',
+      pageDescription: '记录游戏、音乐、动画、书籍与影视的体验和评价',
+      title: '评价',
+      subtitle: '记录游戏、音乐、动画、书籍与影视的体验和感悟',
+      total: '总评价',
+      average: '平均评分',
+      completed: '已完成',
+      inProgress: '进行中',
+      emptyData: '暂无评价数据，请检查后端 API 连接',
+      emptyFiltered: '当前筛选下暂无评价',
+      currentFilter: '当前筛选: {type}',
+      typeAll: '全部',
+      typeGame: '游戏',
+      typeAnime: '动画',
+      typeMusic: '音乐',
+      typeBook: '书籍',
+      typeMovie: '影视',
+    },
+    notFound: {
+      pageTitle: '页面未找到',
+      pageDescription: '您访问的页面不存在',
+      title: '404 - 页面未找到',
+      intro: '当前请求没有命中任何内容节点。下面保留了终端化错误信息、可执行操作，以及可回退到的真实文章入口。',
+      terminalLog: '终端错误日志',
+      requestedRouteNotFound: '错误：请求的路由不存在',
+      path: '路径',
+      time: '时间',
+      actions: '可执行操作',
+      actionsIntro: '像命令面板一样，优先给出直接可走的恢复路径。',
+      searchHint: '也可以直接使用顶部的搜索输入框，在 `articles/*.md` 里重新 grep 一次相关关键字。',
+      recommended: '推荐入口',
+      recommendedIntro: '使用真实文章数据，避免 404 页面再把人带进不存在的地址。',
+      cannotLoad: '暂时无法读取文章列表。',
+    },
+    toc: {
+      title: '目录',
+      intro: '实时跟踪当前文档的标题节点，像终端侧栏一样快速跳转。',
+    },
+    codeCopy: {
+      copy: '复制',
+      copied: '已复制',
+      failed: '失败',
+    },
+  },
+  en: {
+    common: {
+      language: 'Language',
+      languages: {
+        'zh-CN': '简体中文',
+        en: 'English',
+      },
+      all: 'All',
+      search: 'Search',
+      ai: 'AI',
+      article: 'Article',
+      tweet: 'Update',
+      posts: 'Posts',
+      tags: 'Tags',
+      categories: 'Categories',
+      friends: 'Links',
+      location: 'Location',
+      unknown: 'Unknown',
+      other: 'Other',
+      current: 'Current',
+      readTime: 'Read time',
+      readTimeMinutes: '{count} min read',
+      characters: '{count} chars',
+      postsCount: '{count} posts',
+      tagsCount: '{count} tags',
+      categoriesCount: '{count} categories',
+      friendsCount: '{count} links',
+      reviewsCount: '{count} reviews',
+      resultsCount: '{count} results',
+      reviewedOnly: 'Approved links only',
+      noData: 'No data yet',
+      noResults: 'No matching results',
+      open: 'Open',
+      close: 'Close',
+      submit: 'Submit',
+      cancel: 'Cancel',
+      clear: 'Clear',
+      reset: 'Reset',
+      reply: 'Reply',
+      like: 'Like',
+      visit: 'Visit',
+      readMore: 'Read more',
+      viewArticle: 'Open article',
+      viewAllArticles: 'View all articles',
+      viewAllLinks: 'View all links',
+      viewCategoryArticles: 'View category posts',
+      clearFilters: 'Clear filters',
+      resetFilters: 'Reset filters',
+      home: 'Home',
+      browsePosts: 'Browse posts',
+      goBack: 'Go back',
+      backToIndex: 'Back to index',
+      copyPermalink: 'Copy permalink',
+      locateParagraph: 'Locate paragraph',
+      maxChars: 'Max {count} chars',
+      optional: 'Optional',
+      pending: 'Pending',
+      approved: 'Approved',
+      completed: 'Completed',
+      inProgress: 'In progress',
+      featureOn: 'Feature on',
+      featureOff: 'Feature off',
+      emptyState: 'Nothing here yet.',
+      apiUnavailable: 'API temporarily unavailable',
+    },
+    nav: {
+      articles: 'Articles',
+      categories: 'Categories',
+      tags: 'Tags',
+      timeline: 'Timeline',
+      reviews: 'Reviews',
+      friends: 'Links',
+      about: 'About',
+      ask: 'Ask AI',
+    },
+    header: {
+      navigation: 'Navigation',
+      themeToggle: 'Toggle theme',
+      toggleMenu: 'Toggle menu',
+      searchModeKeyword: 'Search',
+      searchModeAi: 'AI',
+      searchModeKeywordMobile: 'Keyword Search',
+      searchModeAiMobile: 'AI Search',
+      searchPlaceholderKeyword: "'keyword'",
+      searchPlaceholderAi: 'Type a question for the site AI',
+      searchHintKeyword: 'articles/*.md',
+      searchHintAi: 'manual confirm',
+      aiModeTitle: 'AI Q&A mode',
+      aiModeHeading: 'Send this question to the site AI',
+      aiModeDescription: 'The AI will search the site knowledge base first, then answer with source-backed summaries.',
+      aiModeNotice: 'The model will not run automatically after navigation. You must confirm manually.',
+      aiModeCta: 'Open AI Q&A to confirm',
+      liveResults: 'Live results',
+      searching: 'Searching {query} ...',
+      searchFailed: 'Search failed. Please try again later.',
+      searchEmpty: 'No content matched {query}.',
+      searchEmptyCta: 'Ask AI instead',
+      searchAiFooter: 'Open AI Q&A manually',
+      searchAllResults: 'View all results',
+      untitled: 'Untitled',
+      manualConfirm: 'AI questions must be confirmed manually',
+    },
+    footer: {
+      session: 'Session',
+      copyright: '© {year} {site}. All rights reserved.',
+      sitemap: 'Sitemap',
+      rss: 'RSS feed',
+    },
+    home: {
+      pinned: 'Pinned',
+      about: 'About',
+      techStack: 'Tech stack',
+      systemStatus: 'System status',
+    },
+    articlesPage: {
+      title: 'Article Index',
+      description: 'Filter content by type, category, and tag to browse the full archive quickly.',
+      totalPosts: '{count} posts',
+      allCategories: 'All categories',
+      allTags: 'All tags',
+      emptyTitle: 'No matching results',
+      emptyDescription: 'No posts matched the current filters. Clear a tag or keyword to browse the full archive again.',
+      pageSummary: 'Page {current}/{total} · {count} results',
+      previous: 'Prev',
+      next: 'Next',
+    },
+    article: {
+      backToArticles: 'Back to article index',
+      documentSession: 'Document session',
+      filePath: 'File path',
+    },
+    relatedPosts: {
+      title: 'Related Posts',
+      description: 'More nearby reading paths based on the current category and shared tags.',
+      linked: '{count} linked',
+    },
+    comments: {
+      title: 'Comment Terminal',
+      description: 'This is the discussion thread for the whole article. {count} approved comments are shown right now, and new messages enter moderation first.',
+      writeComment: 'Write comment',
+      nickname: 'Nickname',
+      email: 'Email',
+      message: 'Message',
+      messagePlaceholder: "$ echo 'Leave your thoughts here...'",
+      maxChars: 'Max 500 chars',
+      cancelReply: 'Cancel reply',
+      emptyTitle: 'No comments yet',
+      emptyDescription: 'No one has posted here yet. Open the input panel above and be the first voice in this buffer.',
+      today: 'Today',
+      yesterday: 'Yesterday',
+      daysAgo: '{count} days ago',
+      weeksAgo: '{count} weeks ago',
+      anonymous: 'Anonymous',
+      submitting: 'Submitting comment...',
+      submitSuccess: 'Comment submitted. It will appear here after moderation.',
+      submitFailed: 'Submit failed: {message}',
+      loadFailed: 'Failed to load comments',
+      noSelection: 'No comment is selected.',
+    },
+    paragraphComments: {
+      title: 'Paragraph comments are enabled',
+      intro: 'Each natural paragraph in the article gets a lightweight discussion entry point, perfect for focused context, corrections, or follow-up questions.',
+      scanning: 'Scanning paragraph buffer...',
+      noParagraphs: 'No commentable paragraphs were found in this article.',
+      summary: '{paragraphCount} paragraphs have comment entries, {discussedCount} already have discussion, and {approvedCount} approved paragraph comments are currently visible.',
+      focusCurrent: 'Focus current paragraph',
+      panelTitle: 'Paragraph discussion panel',
+      close: 'Close',
+      nickname: 'Nickname',
+      email: 'Email',
+      comment: 'Comment',
+      commentPlaceholder: "$ echo 'Comment on this paragraph only...'",
+      maxChars: 'Max 500 chars',
+      clearReply: 'Clear reply',
+      replyTo: 'Reply to',
+      approvedThread: 'Approved thread',
+      pendingQueue: 'Pending queue',
+      emptyTitle: 'No public comments on this paragraph yet',
+      emptyDescription: 'Use this space to add context, point out details, or ask a specific question. New comments go through moderation first.',
+      loadingThread: 'Loading approved comments for this paragraph...',
+      loadFailedShort: 'Load failed',
+      loadFailed: 'Load failed: {message}',
+      selectedRequired: 'No paragraph is currently selected.',
+      contextMissing: 'Paragraph context was lost. Please reopen the paragraph panel.',
+      submitting: 'Submitting paragraph comment...',
+      submitSuccess: 'Comment submitted. It has been placed into the local pending queue and will join the public thread after moderation.',
+      submitFailed: 'Submit failed: {message}',
+      anonymous: 'Anonymous',
+      oneNote: '1 note',
+      manyNotes: '{count} notes',
+      zeroNotes: 'comment',
+      waitingReview: 'waiting review',
+      locateParagraph: 'Locate paragraph',
+    },
+    ask: {
+      pageTitle: 'Ask AI',
+      pageDescription: 'An on-site AI Q&A experience grounded in the {siteName} knowledge base',
+      title: 'On-site AI Q&A',
+      subtitle: 'Answers are grounded in indexed Markdown content from the blog and prioritize real on-site references.',
+      disabledTitle: 'AI Q&A is not enabled yet',
+      disabledDescription: 'The real backend integration is already in place, but public Q&A is still disabled in site settings. Once it is enabled, this page and the navigation entry will become available automatically.',
+      textareaPlaceholder: 'Ask anything, for example: what has this blog written about frontend topics?',
+      submit: 'Ask now',
+      idleStatus: 'Knowledge base connected. Waiting for a question.',
+      examples: 'Example questions',
+      workflow: 'Workflow',
+      workflow1: '1. Enable the AI switch in the admin and configure the chat model.',
+      workflow2: '2. Rebuild the index so Markdown content is chunked, embedded locally by the backend, and written into PostgreSQL pgvector.',
+      workflow3: '3. Each user question retrieves similar chunks from pgvector first, then the chat model answers with that context.',
+      emptyAnswer: 'No answer yet.',
+      requestFailed: 'Request failed: {message}',
+      streamUnsupported: 'This browser cannot read streaming responses.',
+      enterQuestion: 'Enter a question first.',
+      cacheRestored: 'Restored the answer from the current session cache.',
+      connecting: 'Opening stream connection...',
+      processing: 'Processing request...',
+      complete: 'Answer generated.',
+      streamFailed: 'Streaming request failed',
+      streamInterrupted: 'The streaming response ended early.',
+      retryLater: 'This request did not complete successfully. Please try again later.',
+      prefixedQuestion: 'The search query has been prefilled. Confirm manually to ask AI.',
+      sources: 'Sources',
+    },
+    about: {
+      pageTitle: 'About',
+      title: 'About',
+      intro: 'This page gathers the site owner profile, tech stack, system stats, and contact details while following the same language setting as the rest of the site.',
+      techStackCount: '{count} tech items',
+      profile: 'Profile',
+      contact: 'Contact',
+      website: 'Website',
+    },
+    categories: {
+      pageTitle: 'Categories',
+      title: 'Categories',
+      intro: 'Browse posts by topic. This page now follows the same terminal language as the other list views.',
+      quickJump: 'Jump straight into category posts',
+      categoryPosts: 'Browse all posts and updates under {name}.',
+      empty: 'No category data yet',
+    },
+    friends: {
+      pageTitle: 'Links',
+      pageDescription: 'Exchange links with {siteName}',
+      title: 'Friend Links',
+      intro: 'This page gathers approved sites and keeps the application panel in the same visual language so the list and form feel like one screen.',
+      collection: 'Friend collection',
+      exchangeRules: 'Link exchange',
+      exchangeIntro: 'You are welcome to exchange links. Please make sure your site meets these conditions:',
+      rule1: 'Original content as the main focus',
+      rule2: 'Stable uptime',
+      rule3: 'No harmful content',
+      siteInfo: 'Site info:',
+      name: 'Name',
+      description: 'Description',
+      link: 'Link',
+    },
+    friendForm: {
+      title: 'Submit a link request',
+      intro: 'Fill in your site info and it will be sent to the moderation queue. Once approved, it will appear on the frontend automatically.',
+      reviewedOnline: 'Published after review',
+      siteName: 'Site name',
+      siteUrl: 'Site URL',
+      avatarUrl: 'Avatar URL',
+      category: 'Category',
+      description: 'Site description',
+      reciprocal: 'I already added this site to my links',
+      reciprocalHint: 'This is required before submission.',
+      copy: 'Copy',
+      copied: 'Copied',
+      submit: 'Submit request',
+      reset: 'Reset',
+      addReciprocalFirst: 'Please add this site to your links before submitting.',
+      submitting: 'Submitting link request...',
+      submitSuccess: 'Link request submitted. We will review it soon.',
+      submitFailed: 'Submit failed: {message}',
+      categoryTech: 'Tech',
+      categoryLife: 'Life',
+      categoryDesign: 'Design',
+      categoryOther: 'Other',
+      descriptionPlaceholder: 'Briefly describe your site...',
+    },
+    friendCard: {
+      externalLink: 'External link',
+    },
+    tags: {
+      pageTitle: 'Tags',
+      title: 'Tag Cloud',
+      intro: 'Browse posts through lightweight keyword slices. When a tag is selected, the result area keeps the same terminal card language.',
+      currentTag: 'Current: #{tag}',
+      selectedSummary: 'Tag #{tag} matched {count} posts',
+      browseTags: 'Browse tags',
+      emptyTags: 'No tag data yet',
+      emptyPosts: 'No posts found for this tag',
+    },
+    timeline: {
+      pageTitle: 'Timeline',
+      pageDescription: 'A timeline of {ownerName}\'s technical growth and life notes',
+      title: 'Timeline',
+      subtitle: '{count} entries · tracing {ownerName}\'s technical growth and life notes',
+      allYears: 'All',
+    },
+    reviews: {
+      pageTitle: 'Reviews',
+      pageDescription: 'Notes and ratings for games, music, anime, books, and films',
+      title: 'Reviews',
+      subtitle: 'Tracking thoughts on games, music, anime, books, and films',
+      total: 'Total reviews',
+      average: 'Average rating',
+      completed: 'Completed',
+      inProgress: 'In progress',
+      emptyData: 'No review data yet. Please check the backend API connection.',
+      emptyFiltered: 'No reviews match the current filter',
+      currentFilter: 'Current filter: {type}',
+      typeAll: 'All',
+      typeGame: 'Games',
+      typeAnime: 'Anime',
+      typeMusic: 'Music',
+      typeBook: 'Books',
+      typeMovie: 'Films',
+    },
+    notFound: {
+      pageTitle: 'Page not found',
+      pageDescription: 'The page you requested does not exist',
+      title: '404 - Page not found',
+      intro: 'The current request did not resolve to any content node. This page keeps the terminal-style error output, direct recovery actions, and real fallback articles.',
+      terminalLog: 'Terminal error log',
+      requestedRouteNotFound: 'error: requested route not found',
+      path: 'path',
+      time: 'time',
+      actions: 'Actions',
+      actionsIntro: 'Like a command palette, this page surfaces the most direct recovery paths first.',
+      searchHint: 'You can also use the search box in the header and grep through `articles/*.md` again.',
+      recommended: 'Recommended entries',
+      recommendedIntro: 'These use real article data so the 404 page does not send people into more dead ends.',
+      cannotLoad: 'Unable to load the article list right now.',
+    },
+    toc: {
+      title: 'Contents',
+      intro: 'Track document headings in real time and jump around like a terminal side panel.',
+    },
+    codeCopy: {
+      copy: 'Copy',
+      copied: 'Copied',
+      failed: 'Failed',
+    },
+  },
+} as const;
+
+export type MessageCatalog = typeof messages;
diff --git a/frontend/src/lib/types/index.ts b/frontend/src/lib/types/index.ts
index 8ca3145..0c17ff2 100644
--- a/frontend/src/lib/types/index.ts
+++ b/frontend/src/lib/types/index.ts
@@ -61,6 +61,9 @@ export interface SiteSettings {
     email?: string;
   };
   techStack: string[];
+  ai: {
+    enabled: boolean;
+  };
 }
 
 export interface SiteConfig {
diff --git a/frontend/src/lib/utils/index.ts b/frontend/src/lib/utils/index.ts
index c444606..68432b3 100644
--- a/frontend/src/lib/utils/index.ts
+++ b/frontend/src/lib/utils/index.ts
@@ -92,3 +92,10 @@ export function filterPosts(
 export function getPostTypeColor(type: string): string {
   return type === 'article' ? 'var(--primary)' : 'var(--secondary)';
 }
+
+export {
+  buildParagraphDescriptors,
+  createParagraphExcerpt,
+  fnv1aHash,
+  normalizeParagraphText,
+} from './paragraph-comments';
diff --git a/frontend/src/lib/utils/paragraph-comments.ts b/frontend/src/lib/utils/paragraph-comments.ts
new file mode 100644
index 0000000..d292e9f
--- /dev/null
+++ b/frontend/src/lib/utils/paragraph-comments.ts
@@ -0,0 +1,57 @@
+export interface ParagraphDescriptor {
+  element: HTMLParagraphElement;
+  key: string;
+  excerpt: string;
+  normalizedText: string;
+}
+
+export function normalizeParagraphText(text: string): string {
+  return text.replace(/\s+/g, ' ').trim().toLowerCase();
+}
+
+export function createParagraphExcerpt(text: string, limit = 120): string {
+  const flattened = text.replace(/\s+/g, ' ').trim();
+  if (flattened.length <= limit) {
+    return flattened;
+  }
+
+  return `${flattened.slice(0, limit).trimEnd()}...`;
+}
+
+export function fnv1aHash(value: string): string {
+  let hash = 0x811c9dc5;
+
+  for (let index = 0; index < value.length; index += 1) {
+    hash ^= value.charCodeAt(index);
+    hash = Math.imul(hash, 0x01000193);
+  }
+
+  return (hash >>> 0).toString(16).padStart(8, '0');
+}
+
+export function buildParagraphDescriptors(container: HTMLElement): ParagraphDescriptor[] {
+  const occurrences = new Map<string, number>();
+  const paragraphs = Array.from(container.querySelectorAll('p')).filter(
+    child => child instanceof HTMLParagraphElement
+  ) as HTMLParagraphElement[];
+
+  return paragraphs
+    .map(element => {
+      const normalizedText = normalizeParagraphText(element.textContent || '');
+      if (!normalizedText) {
+        return null;
+      }
+
+      const hash = fnv1aHash(normalizedText);
+      const nextOccurrence = (occurrences.get(hash) || 0) + 1;
+      occurrences.set(hash, nextOccurrence);
+
+      return {
+        element,
+        key: `p-${hash}-${nextOccurrence}`,
+        excerpt: createParagraphExcerpt(element.textContent || ''),
+        normalizedText,
+      };
+    })
+    .filter((item): item is ParagraphDescriptor => Boolean(item));
+}
diff --git a/frontend/src/pages/404.astro b/frontend/src/pages/404.astro
index 9e0f28a..8b431f5 100644
--- a/frontend/src/pages/404.astro
+++ b/frontend/src/pages/404.astro
@@ -3,8 +3,10 @@ import Layout from '../layouts/BaseLayout.astro';
 import TerminalWindow from '../components/ui/TerminalWindow.astro';
 import { terminalConfig } from '../lib/config/terminal';
 import { api } from '../lib/api/client';
+import { getI18n } from '../lib/i18n';
 
 const fullPrompt = `${terminalConfig.prompt.prefix}${terminalConfig.prompt.separator}${terminalConfig.prompt.path}${terminalConfig.prompt.suffix}`;
+const { locale, t } = getI18n(Astro);
 
 let popularPosts: Awaited<ReturnType<typeof api.getPosts>> = [];
 
@@ -15,7 +17,7 @@ try {
 }
 ---
 
-<Layout title="404 - 页面未找到" description="您访问的页面不存在">
+<Layout title={`404 - ${t('notFound.pageTitle')}`} description={t('notFound.pageDescription')}>
   <div class="max-w-4xl mx-auto px-4 py-12">
     <TerminalWindow title={terminalConfig.title} class="w-full">
       <div class="px-4 pb-2">
@@ -33,9 +35,9 @@ EEE    RRRR   RRRR   O   O  RRRR
 E      R R    R R    O   O  R R
 EEEEE  R  R   R  R    OOO   R  R</pre>
                 <div>
-                  <h1 class="text-3xl font-bold tracking-tight text-[var(--title-color)]">404 - 页面未找到</h1>
+                  <h1 class="text-3xl font-bold tracking-tight text-[var(--title-color)]">404 - {t('notFound.pageTitle')}</h1>
                   <p class="mt-3 max-w-2xl text-sm leading-7 text-[var(--text-secondary)]">
-                    当前请求没有命中任何内容节点。下面保留了终端化错误信息、可执行操作，以及可回退到的真实文章入口。
+                    {t('notFound.intro')}
                   </p>
                 </div>
               </div>
@@ -47,10 +49,10 @@ EEEEE  R  R   R  R    OOO   R  R</pre>
                 <span class="ml-2 text-[var(--secondary)]">find ./ -name "*.html"</span>
               </div>
               <div class="rounded-2xl border px-4 py-4 text-sm" style="border-color: color-mix(in oklab, var(--danger) 24%, var(--border-color)); background: color-mix(in oklab, var(--danger) 10%, var(--header-bg));">
-                <div class="text-[var(--text-secondary)]">terminal_error.log</div>
-                <div class="mt-2 text-[var(--danger)]">error: requested route not found</div>
-                <div class="mt-2 text-[var(--text-secondary)]">path: <span id="current-path" class="font-mono text-[var(--title-color)]"></span></div>
-                <div class="text-[var(--text-secondary)]">time: <span id="current-time" class="font-mono text-[var(--title-color)]"></span></div>
+                <div class="text-[var(--text-secondary)]">{t('notFound.terminalLog')}</div>
+                <div class="mt-2 text-[var(--danger)]">{t('notFound.requestedRouteNotFound')}</div>
+                <div class="mt-2 text-[var(--text-secondary)]">{t('notFound.path')}: <span id="current-path" class="font-mono text-[var(--title-color)]"></span></div>
+                <div class="text-[var(--text-secondary)]">{t('notFound.time')}: <span id="current-time" class="font-mono text-[var(--title-color)]"></span></div>
               </div>
             </div>
           </div>
@@ -62,29 +64,29 @@ EEEEE  R  R   R  R    OOO   R  R</pre>
                   <i class="fas fa-wrench"></i>
                 </span>
                 <div>
-                  <h2 class="text-xl font-semibold text-[var(--title-color)]">可执行操作</h2>
-                  <p class="text-sm text-[var(--text-secondary)]">像命令面板一样，优先给出直接可走的恢复路径。</p>
+                  <h2 class="text-xl font-semibold text-[var(--title-color)]">{t('notFound.actions')}</h2>
+                  <p class="text-sm text-[var(--text-secondary)]">{t('notFound.actionsIntro')}</p>
                 </div>
               </div>
 
               <div class="flex flex-wrap gap-3">
                 <button onclick="history.back()" class="terminal-action-button">
                   <i class="fas fa-arrow-left"></i>
-                  <span>go back</span>
+                  <span>{t('common.goBack')}</span>
                 </button>
                 <a href="/" class="terminal-action-button terminal-action-button-primary">
                   <i class="fas fa-house"></i>
-                  <span>home</span>
+                  <span>{t('common.home')}</span>
                 </a>
                 <a href="/articles" class="terminal-action-button">
                   <i class="fas fa-file-lines"></i>
-                  <span>browse posts</span>
+                  <span>{t('common.browsePosts')}</span>
                 </a>
               </div>
 
               <div class="terminal-empty py-8">
                 <p class="text-sm leading-7 text-[var(--text-secondary)]">
-                  也可以直接使用顶部的搜索输入框，在 `articles/*.md` 里重新 grep 一次相关关键字。
+                  {t('notFound.searchHint')}
                 </p>
               </div>
             </section>
@@ -95,8 +97,8 @@ EEEEE  R  R   R  R    OOO   R  R</pre>
                   <i class="fas fa-book-open"></i>
                 </span>
                 <div>
-                  <h2 class="text-xl font-semibold text-[var(--title-color)]">推荐入口</h2>
-                  <p class="text-sm text-[var(--text-secondary)]">使用真实文章数据，避免 404 页面再把人带进不存在的地址。</p>
+                  <h2 class="text-xl font-semibold text-[var(--title-color)]">{t('notFound.recommended')}</h2>
+                  <p class="text-sm text-[var(--text-secondary)]">{t('notFound.recommendedIntro')}</p>
                 </div>
               </div>
 
@@ -113,7 +115,7 @@ EEEEE  R  R   R  R    OOO   R  R</pre>
                   ))
                 ) : (
                   <div class="terminal-empty py-8">
-                    <p class="text-sm text-[var(--text-secondary)]">暂时无法读取文章列表。</p>
+                    <p class="text-sm text-[var(--text-secondary)]">{t('notFound.cannotLoad')}</p>
                   </div>
                 )}
               </div>
@@ -124,9 +126,9 @@ EEEEE  R  R   R  R    OOO   R  R</pre>
     </TerminalWindow>
   </div>
 
-  <script is:inline>
+  <script is:inline define:vars={{ locale }}>
     document.getElementById('current-path').textContent = window.location.pathname;
-    document.getElementById('current-time').textContent = new Date().toLocaleString('zh-CN', {
+    document.getElementById('current-time').textContent = new Date().toLocaleString(locale, {
       year: 'numeric',
       month: '2-digit',
       day: '2-digit',
diff --git a/frontend/src/pages/about/index.astro b/frontend/src/pages/about/index.astro
index 9998fd3..537e483 100644
--- a/frontend/src/pages/about/index.astro
+++ b/frontend/src/pages/about/index.astro
@@ -6,10 +6,14 @@ import StatsList from '../../components/StatsList.astro';
 import TechStackList from '../../components/TechStackList.astro';
 import InfoTile from '../../components/ui/InfoTile.astro';
 import { api, DEFAULT_SITE_SETTINGS } from '../../lib/api/client';
+import { getI18n } from '../../lib/i18n';
+
+export const prerender = false;
 
 let siteSettings = DEFAULT_SITE_SETTINGS;
 let systemStats = [];
 let techStack = [];
+const { t } = getI18n(Astro);
 
 try {
   const [settings, posts, tags, friendLinks] = await Promise.all([
@@ -22,26 +26,26 @@ try {
   siteSettings = settings;
   techStack = siteSettings.techStack.map(name => ({ name }));
   systemStats = [
-    { label: 'Posts', value: String(posts.length) },
-    { label: 'Tags', value: String(tags.length) },
-    { label: 'Friends', value: String(friendLinks.filter(friend => friend.status === 'approved').length) },
-    { label: 'Location', value: siteSettings.location || 'Unknown' },
+    { label: t('common.posts'), value: String(posts.length) },
+    { label: t('common.tags'), value: String(tags.length) },
+    { label: t('common.friends'), value: String(friendLinks.filter(friend => friend.status === 'approved').length) },
+    { label: t('common.location'), value: siteSettings.location || t('common.unknown') },
   ];
 } catch (error) {
   console.error('Failed to load about data:', error);
   techStack = siteSettings.techStack.map(name => ({ name }));
   systemStats = [
-    { label: 'Posts', value: '0' },
-    { label: 'Tags', value: '0' },
-    { label: 'Friends', value: '0' },
-    { label: 'Location', value: siteSettings.location || 'Unknown' },
+    { label: t('common.posts'), value: '0' },
+    { label: t('common.tags'), value: '0' },
+    { label: t('common.friends'), value: '0' },
+    { label: t('common.location'), value: siteSettings.location || t('common.unknown') },
   ];
 }
 
 const ownerInitial = siteSettings.ownerName.charAt(0) || 'T';
 ---
 
-<BaseLayout title={`关于 - ${siteSettings.siteShortName}`} description={siteSettings.siteDescription}>
+<BaseLayout title={`${t('about.pageTitle')} - ${siteSettings.siteShortName}`} description={siteSettings.siteDescription}>
   <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
     <TerminalWindow title="~/about" class="w-full">
       <div class="mb-6 px-4">
@@ -53,20 +57,20 @@ const ownerInitial = siteSettings.ownerName.charAt(0) || 'T';
               <i class="fas fa-user-circle"></i>
             </span>
             <div>
-              <h1 class="text-2xl font-bold text-[var(--title-color)]">关于我</h1>
+              <h1 class="text-2xl font-bold text-[var(--title-color)]">{t('about.title')}</h1>
               <p class="mt-2 max-w-2xl text-sm leading-6 text-[var(--text-secondary)]">
-                这里汇总站点主人、技术栈、系统状态和联系方式，现在整体语言会更接近首页与评价页。
+                {t('about.intro')}
               </p>
             </div>
           </div>
           <div class="mt-5 flex flex-wrap gap-2">
             <span class="terminal-stat-pill">
               <i class="fas fa-location-dot text-[var(--primary)]"></i>
-              <span>{siteSettings.location || 'Unknown'}</span>
+              <span>{siteSettings.location || t('common.unknown')}</span>
             </span>
             <span class="terminal-stat-pill">
               <i class="fas fa-layer-group text-[var(--primary)]"></i>
-              <span>{techStack.length} 项技术栈</span>
+              <span>{t('about.techStackCount', { count: techStack.length })}</span>
             </span>
           </div>
         </div>
@@ -148,7 +152,7 @@ const ownerInitial = siteSettings.ownerName.charAt(0) || 'T';
                       layout="grid"
                     >
                       <i class="fas fa-envelope text-[var(--text-secondary)]"></i>
-                      <span class="text-sm">Email</span>
+                      <span class="text-sm">{t('comments.email')}</span>
                     </InfoTile>
                   )}
                   <InfoTile
@@ -159,7 +163,7 @@ const ownerInitial = siteSettings.ownerName.charAt(0) || 'T';
                     rel="noopener noreferrer"
                   >
                     <i class="fas fa-globe text-[var(--text-secondary)]"></i>
-                    <span class="text-sm">Website</span>
+                    <span class="text-sm">{t('about.website')}</span>
                   </InfoTile>
                 </div>
               </div>
diff --git a/frontend/src/pages/articles/[slug].astro b/frontend/src/pages/articles/[slug].astro
index 215391a..37c2d92 100644
--- a/frontend/src/pages/articles/[slug].astro
+++ b/frontend/src/pages/articles/[slug].astro
@@ -10,7 +10,9 @@ import BackToTop from '../../components/BackToTop.astro';
 import Lightbox from '../../components/Lightbox.astro';
 import CodeCopyButton from '../../components/CodeCopyButton.astro';
 import Comments from '../../components/Comments.astro';
+import ParagraphComments from '../../components/ParagraphComments.astro';
 import { apiClient } from '../../lib/api/client';
+import { formatReadTime, getI18n } from '../../lib/i18n';
 import { resolveFileRef, getPostTypeColor } from '../../lib/utils';
 
 export const prerender = false;
@@ -33,6 +35,7 @@ const typeColor = getPostTypeColor(post.type || 'article');
 const contentText = post.content || post.description || '';
 const wordCount = contentText.length;
 const readTimeMinutes = Math.ceil(wordCount / 300);
+const { locale, t } = getI18n(Astro);
 const articleMarkdown = contentText.replace(/^#\s+.+\r?\n+/, '');
 
 const markdownProcessor = await createMarkdownProcessor();
@@ -45,7 +48,7 @@ const renderedContent = await markdownProcessor.render(articleMarkdown);
   <Lightbox />
   <CodeCopyButton />
 
-  <div class="max-w-6xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
+  <div class="max-w-6xl mx-auto px-4 sm:px-6 lg:px-8 py-8" data-article-slug={post.slug}>
     <div class="flex flex-col gap-8 lg:flex-row">
       <div class="min-w-0 flex-1">
         <TerminalWindow title={`~/content/posts/${post.slug}.md`} class="w-full">
@@ -55,17 +58,17 @@ const renderedContent = await markdownProcessor.render(articleMarkdown);
                 <div class="space-y-4">
                   <a href="/articles" class="terminal-link-arrow">
                     <i class="fas fa-arrow-left"></i>
-                    <span>返回文章索引</span>
+                    <span>{t('article.backToArticles')}</span>
                   </a>
 
                   <div class="flex flex-wrap items-center gap-2">
                     <span class="terminal-kicker">
                       <i class="fas fa-file-code"></i>
-                      document session
+                      {t('article.documentSession')}
                     </span>
                     <span class="terminal-chip">
                       <span class="h-2.5 w-2.5 rounded-full" style={`background-color: ${typeColor}`}></span>
-                      {post.type === 'article' ? 'article' : 'tweet'}
+                      {post.type === 'article' ? t('common.article') : t('common.tweet')}
                     </span>
                     <span class="terminal-chip">
                       <i class="fas fa-folder-tree text-[var(--primary)]"></i>
@@ -81,11 +84,11 @@ const renderedContent = await markdownProcessor.render(articleMarkdown);
                   </span>
                   <span class="terminal-stat-pill">
                     <i class="far fa-clock text-[var(--primary)]"></i>
-                    {readTimeMinutes} min
+                    {formatReadTime(locale, readTimeMinutes, t)}
                   </span>
                   <span class="terminal-stat-pill">
                     <i class="fas fa-font text-[var(--primary)]"></i>
-                    {wordCount} chars
+                    {t('common.characters', { count: wordCount })}
                   </span>
                 </div>
               </div>
@@ -126,6 +129,12 @@ const renderedContent = await markdownProcessor.render(articleMarkdown);
             </div>
           </div>
 
+          <div class="px-4 pb-2">
+            <div class="ml-4 mt-4">
+              <ParagraphComments postSlug={post.slug} />
+            </div>
+          </div>
+
           <div class="px-4 py-6">
             <div class="terminal-panel-muted ml-4 mt-4 flex flex-col gap-4 sm:flex-row sm:items-center sm:justify-between">
               <span class="text-sm text-[var(--text-secondary)]">
@@ -134,14 +143,14 @@ const renderedContent = await markdownProcessor.render(articleMarkdown);
               <div class="flex flex-wrap gap-2">
                 <a href="/articles" class="terminal-action-button">
                   <i class="fas fa-list"></i>
-                  <span>back to index</span>
+                  <span>{t('common.backToIndex')}</span>
                 </a>
                 <button
                   class="terminal-action-button terminal-action-button-primary"
                   onclick={`navigator.clipboard.writeText(window.location.href)`}
                 >
                   <i class="fas fa-link"></i>
-                  <span>copy permalink</span>
+                  <span>{t('common.copyPermalink')}</span>
                 </button>
               </div>
             </div>
diff --git a/frontend/src/pages/articles/index.astro b/frontend/src/pages/articles/index.astro
index d321c41..eeb0916 100644
--- a/frontend/src/pages/articles/index.astro
+++ b/frontend/src/pages/articles/index.astro
@@ -4,8 +4,8 @@ import TerminalWindow from '../../components/ui/TerminalWindow.astro';
 import CommandPrompt from '../../components/ui/CommandPrompt.astro';
 import FilterPill from '../../components/ui/FilterPill.astro';
 import PostCard from '../../components/PostCard.astro';
-import { terminalConfig } from '../../lib/config/terminal';
 import { api } from '../../lib/api/client';
+import { getI18n } from '../../lib/i18n';
 import type { Category, Post, Tag } from '../../lib/types';
 
 export const prerender = false;
@@ -15,6 +15,7 @@ let allTags: Tag[] = [];
 let allCategories: Category[] = [];
 const url = new URL(Astro.request.url);
 const selectedSearch = url.searchParams.get('search') || '';
+const { t } = getI18n(Astro);
 
 try {
   allPosts = selectedSearch ? await api.searchPosts(selectedSearch) : await api.getPosts();
@@ -54,9 +55,9 @@ const startIndex = (currentPage - 1) * postsPerPage;
 const paginatedPosts = filteredPosts.slice(startIndex, startIndex + postsPerPage);
 
 const postTypeFilters = [
-  { id: 'all', name: '全部', icon: 'fa-stream' },
-  { id: 'article', name: terminalConfig.postTypes.article.label, icon: 'fa-file-alt' },
-  { id: 'tweet', name: terminalConfig.postTypes.tweet.label, icon: 'fa-comment-dots' }
+  { id: 'all', name: t('common.all'), icon: 'fa-stream' },
+  { id: 'article', name: t('common.article'), icon: 'fa-file-alt' },
+  { id: 'tweet', name: t('common.tweet'), icon: 'fa-comment-dots' }
 ];
 
 const typePromptCommand = `./filter --type ${selectedType || 'all'}`;
@@ -89,21 +90,21 @@ const buildArticlesUrl = ({
 };
 ---
 
-<BaseLayout title="文章列表 - Termi">
+<BaseLayout title={`${t('articlesPage.title')} - Termi`}>
   <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
     <TerminalWindow title="~/articles/index" class="w-full">
       <div class="px-4 pb-2">
         <CommandPrompt command="fd . ./content/posts --full-path" />
 
         <div class="ml-4 mt-4 space-y-3">
-          <h1 class="text-3xl font-bold tracking-tight text-[var(--title-color)]">文章索引</h1>
+          <h1 class="text-3xl font-bold tracking-tight text-[var(--title-color)]">{t('articlesPage.title')}</h1>
           <p class="max-w-2xl text-sm leading-7 text-[var(--text-secondary)]">
-            按类型、分类和标签筛选内容。这里保留更轻的 prompt 标题结构，下方筛选拆成独立区域。
+            {t('articlesPage.description')}
           </p>
           <div class="flex flex-wrap gap-2">
             <span class="terminal-stat-pill">
               <i class="fas fa-file-lines text-[var(--primary)]"></i>
-              共 {filteredPosts.length} 篇
+              {t('articlesPage.totalPosts', { count: filteredPosts.length })}
             </span>
             {selectedSearch && (
               <span class="terminal-stat-pill">
@@ -154,7 +155,7 @@ const buildArticlesUrl = ({
                 active={!selectedCategory}
               >
                 <i class="fas fa-folder-tree"></i>
-                <span class="font-medium">全部分类</span>
+                <span class="font-medium">{t('articlesPage.allCategories')}</span>
               </FilterPill>
               {allCategories.map(category => (
                 <FilterPill
@@ -181,7 +182,7 @@ const buildArticlesUrl = ({
                 active={!selectedTag}
               >
                 <i class="fas fa-hashtag"></i>
-                <span class="font-medium">全部标签</span>
+                <span class="font-medium">{t('articlesPage.allTags')}</span>
               </FilterPill>
               {allTags.map(tag => (
                 <FilterPill
@@ -211,13 +212,13 @@ const buildArticlesUrl = ({
               <span class="terminal-section-icon">
                 <i class="fas fa-folder-open"></i>
               </span>
-              <h2 class="text-xl font-semibold text-[var(--title-color)]">没有匹配结果</h2>
+              <h2 class="text-xl font-semibold text-[var(--title-color)]">{t('articlesPage.emptyTitle')}</h2>
               <p class="text-sm leading-7 text-[var(--text-secondary)]">
-                当前筛选条件下没有找到文章。可以清空标签或关键字，重新浏览整个内容目录。
+                {t('articlesPage.emptyDescription')}
               </p>
               <a href="/articles" class="terminal-action-button terminal-action-button-primary">
                 <i class="fas fa-rotate-left"></i>
-                <span>reset filters</span>
+                <span>{t('common.resetFilters')}</span>
               </a>
             </div>
           </div>
@@ -228,7 +229,7 @@ const buildArticlesUrl = ({
         <div class="px-4 py-6">
           <div class="terminal-panel-muted ml-4 mt-4 flex flex-col gap-4 sm:flex-row sm:items-center sm:justify-between">
             <span class="text-sm text-[var(--text-secondary)]">
-              page {currentPage}/{totalPages} · {totalPosts} results
+              {t('articlesPage.pageSummary', { current: currentPage, total: totalPages, count: totalPosts })}
             </span>
             <div class="flex flex-wrap gap-2">
               {currentPage > 1 && (
@@ -237,7 +238,7 @@ const buildArticlesUrl = ({
                   class="terminal-action-button"
                 >
                   <i class="fas fa-chevron-left"></i>
-                  <span>prev</span>
+                  <span>{t('articlesPage.previous')}</span>
                 </a>
               )}
               {currentPage < totalPages && (
@@ -245,7 +246,7 @@ const buildArticlesUrl = ({
                   href={buildArticlesUrl({ page: currentPage + 1 })}
                   class="terminal-action-button terminal-action-button-primary"
                 >
-                  <span>next</span>
+                  <span>{t('articlesPage.next')}</span>
                   <i class="fas fa-chevron-right"></i>
                 </a>
               )}
diff --git a/frontend/src/pages/ask/index.astro b/frontend/src/pages/ask/index.astro
new file mode 100644
index 0000000..a8fd7e1
--- /dev/null
+++ b/frontend/src/pages/ask/index.astro
@@ -0,0 +1,442 @@
+---
+import BaseLayout from '../../layouts/BaseLayout.astro';
+import { api, DEFAULT_SITE_SETTINGS } from '../../lib/api/client';
+import { getI18n } from '../../lib/i18n';
+
+export const prerender = false;
+
+let siteSettings = DEFAULT_SITE_SETTINGS;
+const { locale, t } = getI18n(Astro);
+
+try {
+  siteSettings = await api.getSiteSettings();
+} catch (error) {
+  console.error('Failed to load site settings:', error);
+}
+
+const aiEnabled = siteSettings.ai.enabled;
+const sampleQuestions = [
+  locale === 'en'
+    ? 'What kind of topics does this blog mainly cover?'
+    : '这个博客主要写什么内容？',
+  locale === 'en'
+    ? 'What recent posts are related to Astro or frontend topics?'
+    : '最近有哪些和 Astro 或前端相关的文章？',
+  locale === 'en'
+    ? 'What is the site owner\'s tech stack and personal profile?'
+    : '站长的技术栈和个人介绍是什么？'
+];
+---
+
+<BaseLayout title={`${t('ask.pageTitle')} | ${siteSettings.siteShortName}`} description={t('ask.pageDescription', { siteName: siteSettings.siteName })}>
+  <section class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-12">
+    <div class="rounded-3xl border border-[var(--border-color)] bg-[var(--terminal-bg)] shadow-[0_28px_90px_rgba(15,23,42,0.08)] overflow-hidden">
+      <div class="flex items-center justify-between gap-4 border-b border-[var(--border-color)] px-5 py-4">
+        <div>
+          <div class="text-xs uppercase tracking-[0.26em] text-[var(--text-tertiary)]">knowledge terminal</div>
+          <h1 class="mt-2 text-2xl font-bold text-[var(--title-color)]">{t('ask.title')}</h1>
+          <p class="mt-2 text-sm text-[var(--text-secondary)]">{t('ask.subtitle')}</p>
+        </div>
+        <div class:list={[
+          'rounded-full border px-3 py-1 text-xs font-mono',
+          aiEnabled
+            ? 'border-emerald-500/35 bg-emerald-500/10 text-emerald-600 dark:text-emerald-300'
+            : 'border-amber-500/35 bg-amber-500/10 text-amber-600 dark:text-amber-300'
+        ]}>
+          {aiEnabled ? t('common.featureOn') : t('common.featureOff')}
+        </div>
+      </div>
+
+      <div class="grid gap-8 px-5 py-6 lg:grid-cols-[minmax(0,1.5fr)_18rem]">
+        <div class="min-w-0">
+          {aiEnabled ? (
+            <>
+              <form id="ai-form" class="rounded-2xl border border-[var(--border-color)] bg-[var(--bg)]/70 p-4">
+                <label class="mb-3 block text-xs uppercase tracking-[0.24em] text-[var(--text-tertiary)]">user@blog:~/ask$ ./answer</label>
+                <textarea
+                  id="ai-question"
+                  class="min-h-[140px] w-full resize-y rounded-2xl border border-[var(--border-color)] bg-[var(--terminal-bg)] px-4 py-3 font-mono text-sm text-[var(--text)] outline-none transition focus:border-[var(--primary)]"
+                  placeholder={t('ask.textareaPlaceholder')}
+                ></textarea>
+                <div class="mt-4 flex flex-wrap items-center gap-3">
+                  <button type="submit" id="ai-submit" class="inline-flex items-center gap-2 rounded-full border border-[var(--primary)]/35 bg-[var(--primary)]/10 px-4 py-2 text-sm font-medium text-[var(--primary)] transition hover:bg-[var(--primary)]/16">
+                    <i class="fas fa-terminal text-xs"></i>
+                    <span>{t('ask.submit')}</span>
+                  </button>
+                  <span id="ai-status" class="text-sm text-[var(--text-secondary)]">{t('ask.idleStatus')}</span>
+                </div>
+              </form>
+
+              <div id="ai-result" class="mt-6 hidden rounded-2xl border border-[var(--border-color)] bg-[var(--bg)]/65 p-5">
+                <div class="flex items-center justify-between gap-3">
+                  <div class="text-xs uppercase tracking-[0.24em] text-[var(--text-tertiary)]">assistant@blog</div>
+                  <div id="ai-meta" class="text-xs text-[var(--text-tertiary)]"></div>
+                </div>
+                <div id="ai-answer" class="terminal-document mt-4"></div>
+                <div id="ai-sources" class="mt-5 grid gap-3"></div>
+              </div>
+            </>
+          ) : (
+            <div class="rounded-2xl border border-dashed border-[var(--border-color)] bg-[var(--bg)]/55 px-5 py-8">
+              <div class="text-xs uppercase tracking-[0.24em] text-[var(--text-tertiary)]">feature disabled</div>
+              <h2 class="mt-3 text-xl font-semibold text-[var(--title-color)]">{t('ask.disabledTitle')}</h2>
+              <p class="mt-3 max-w-2xl text-sm leading-7 text-[var(--text-secondary)]">
+                {t('ask.disabledDescription')}
+              </p>
+            </div>
+          )}
+        </div>
+
+        <aside class="space-y-4">
+          <div class="rounded-2xl border border-[var(--border-color)] bg-[var(--bg)]/60 p-4">
+            <div class="text-xs uppercase tracking-[0.22em] text-[var(--text-tertiary)]">{t('ask.examples')}</div>
+            <div class="mt-4 space-y-2">
+              {sampleQuestions.map((question) => (
+                <button
+                  type="button"
+                  class="sample-question w-full rounded-2xl border border-[var(--border-color)] bg-[var(--terminal-bg)] px-3 py-2 text-left text-sm text-[var(--text-secondary)] transition hover:border-[var(--primary)]/30 hover:text-[var(--text)]"
+                  data-question={question}
+                >
+                  {question}
+                </button>
+              ))}
+            </div>
+          </div>
+
+            <div class="rounded-2xl border border-[var(--border-color)] bg-[var(--bg)]/60 p-4">
+              <div class="text-xs uppercase tracking-[0.22em] text-[var(--text-tertiary)]">{t('ask.workflow')}</div>
+              <ol class="mt-4 space-y-2 text-sm leading-7 text-[var(--text-secondary)]">
+              <li>{t('ask.workflow1')}</li>
+              <li>{t('ask.workflow2')}</li>
+              <li>{t('ask.workflow3')}</li>
+              </ol>
+            </div>
+          </aside>
+      </div>
+    </div>
+  </section>
+</BaseLayout>
+
+{aiEnabled && (
+  <script is:inline define:vars={{ apiBase: 'http://localhost:5150/api' }}>
+    const t = window.__termiTranslate;
+    const form = document.getElementById('ai-form');
+    const input = document.getElementById('ai-question');
+    const submit = document.getElementById('ai-submit');
+    const status = document.getElementById('ai-status');
+    const result = document.getElementById('ai-result');
+    const answer = document.getElementById('ai-answer');
+    const sources = document.getElementById('ai-sources');
+    const meta = document.getElementById('ai-meta');
+    const sampleButtons = Array.from(document.querySelectorAll('.sample-question'));
+    const answerCache = new Map();
+    const prefilledQuestion = new URLSearchParams(window.location.search).get('q')?.trim() || '';
+
+    function escapeHtml(value) {
+      return String(value || '')
+        .replaceAll('&', '&amp;')
+        .replaceAll('<', '&lt;')
+        .replaceAll('>', '&gt;')
+        .replaceAll('"', '&quot;')
+        .replaceAll("'", '&#39;');
+    }
+
+    function renderInlineMarkdown(value) {
+      let rendered = escapeHtml(value || '');
+
+      rendered = rendered.replace(
+        /\[([^\]]+)\]\((https?:\/\/[^\s)]+)\)/g,
+        '<a href="$2" target="_blank" rel="noreferrer noopener">$1</a>'
+      );
+      rendered = rendered.replace(/`([^`]+)`/g, '<code>$1</code>');
+      rendered = rendered.replace(/\*\*([^*]+)\*\*/g, '<strong>$1</strong>');
+      rendered = rendered.replace(/(^|[\s(])\*([^*]+)\*(?=[\s).,!?;:]|$)/g, '$1<em>$2</em>');
+
+      return rendered;
+    }
+
+    function renderMarkdown(value) {
+      const normalized = String(value || '').replace(/\r\n/g, '\n').trim();
+      if (!normalized) {
+        return `<p>${escapeHtml(t('ask.emptyAnswer'))}</p>`;
+      }
+
+      const codeBlocks = [];
+      const withCodePlaceholders = normalized.replace(/```([\w-]*)\n([\s\S]*?)```/g, (_, language, code) => {
+        const token = `@@CODEBLOCK_${codeBlocks.length}@@`;
+        codeBlocks.push(
+          `<pre><code class="language-${escapeHtml(language || 'text')}">${escapeHtml(code.trim())}</code></pre>`
+        );
+        return token;
+      });
+
+      const blocks = withCodePlaceholders
+        .split(/\n{2,}/)
+        .map((block) => block.trim())
+        .filter(Boolean);
+
+      const html = blocks.map((block) => {
+        const codeMatch = block.match(/^@@CODEBLOCK_(\d+)@@$/);
+        if (codeMatch) {
+          return codeBlocks[Number(codeMatch[1])] || '';
+        }
+
+        const headingMatch = block.match(/^(#{1,4})\s+(.+)$/);
+        if (headingMatch) {
+          const level = Math.min(headingMatch[1].length, 4);
+          return `<h${level}>${renderInlineMarkdown(headingMatch[2])}</h${level}>`;
+        }
+
+        const lines = block.split('\n').map((line) => line.trim()).filter(Boolean);
+        if (lines.length && lines.every((line) => /^[-*]\s+/.test(line))) {
+          return `<ul>${lines.map((line) => `<li>${renderInlineMarkdown(line.replace(/^[-*]\s+/, ''))}</li>`).join('')}</ul>`;
+        }
+
+        if (lines.length && lines.every((line) => /^\d+\.\s+/.test(line))) {
+          return `<ol>${lines.map((line) => `<li>${renderInlineMarkdown(line.replace(/^\d+\.\s+/, ''))}</li>`).join('')}</ol>`;
+        }
+
+        if (lines.length && lines.every((line) => /^>\s?/.test(line))) {
+          return `<blockquote>${lines.map((line) => renderInlineMarkdown(line.replace(/^>\s?/, ''))).join('<br />')}</blockquote>`;
+        }
+
+        return `<p>${lines.map((line) => renderInlineMarkdown(line)).join('<br />')}</p>`;
+      });
+
+      return html.join('');
+    }
+
+    function setInteractiveState(isLoading) {
+      if (submit) {
+        submit.toggleAttribute('disabled', isLoading);
+      }
+
+      sampleButtons.forEach((button) => {
+        button.toggleAttribute('disabled', isLoading);
+        button.classList.toggle('opacity-60', isLoading);
+        button.classList.toggle('cursor-not-allowed', isLoading);
+      });
+    }
+
+    function renderSources(items) {
+      if (!Array.isArray(items) || !items.length) {
+        sources.innerHTML = '';
+        return;
+      }
+
+      sources.innerHTML = `
+        <div class="text-xs uppercase tracking-[0.22em] text-[var(--text-tertiary)]">${escapeHtml(t('ask.sources'))}</div>
+        ${items.map((item) => `
+          <a href="/articles/${encodeURIComponent(item.slug)}" class="block rounded-2xl border border-[var(--border-color)] bg-[var(--terminal-bg)] px-4 py-3 transition hover:border-[var(--primary)]/35">
+            <div class="flex items-center justify-between gap-3">
+              <div class="text-sm font-semibold text-[var(--title-color)]">${escapeHtml(item.title)}</div>
+              <div class="text-[11px] font-mono text-[var(--text-tertiary)]">score ${escapeHtml(item.score)}</div>
+            </div>
+            <div class="mt-2 text-sm leading-6 text-[var(--text-secondary)]">${escapeHtml(item.excerpt)}</div>
+          </a>
+        `).join('')}
+      `;
+    }
+
+    async function readErrorMessage(response) {
+      const rawText = await response.text().catch(() => '');
+      if (!rawText) {
+        return t('ask.requestFailed', { message: response.status });
+      }
+
+      try {
+        const parsed = JSON.parse(rawText);
+        return parsed.description || parsed.error || rawText;
+      } catch {
+        return rawText;
+      }
+    }
+
+    function renderResult(data) {
+      result.classList.remove('hidden');
+      answer.innerHTML = renderMarkdown(data.answer);
+      meta.textContent = `chunks ${data.indexed_chunks}${data.last_indexed_at ? ` · indexed ${data.last_indexed_at}` : ''}`;
+      renderSources(data.sources || []);
+    }
+
+    function takeNextSseEvent(buffer) {
+      const lfBoundary = buffer.indexOf('\n\n');
+      const crlfBoundary = buffer.indexOf('\r\n\r\n');
+
+      let boundaryIndex = -1;
+      let separatorLength = 0;
+
+      if (lfBoundary !== -1) {
+        boundaryIndex = lfBoundary;
+        separatorLength = 2;
+      }
+
+      if (crlfBoundary !== -1 && (boundaryIndex === -1 || crlfBoundary < boundaryIndex)) {
+        boundaryIndex = crlfBoundary;
+        separatorLength = 4;
+      }
+
+      if (boundaryIndex === -1) {
+        return null;
+      }
+
+      const rawEvent = buffer.slice(0, boundaryIndex);
+      const rest = buffer.slice(boundaryIndex + separatorLength);
+      const normalized = rawEvent.replace(/\r\n/g, '\n');
+      const lines = normalized.split('\n');
+      let event = 'message';
+      const dataLines = [];
+
+      for (const line of lines) {
+        if (line.startsWith('event:')) {
+          event = line.slice(6).trim() || 'message';
+          continue;
+        }
+
+        if (line.startsWith('data:')) {
+          dataLines.push(line.slice(5).trimStart());
+        }
+      }
+
+      return {
+        event,
+        data: dataLines.join('\n'),
+        rest
+      };
+    }
+
+    async function readStreamResponse(response, handlers) {
+      const reader = response.body?.getReader();
+      if (!reader) {
+        throw new Error(t('ask.streamUnsupported'));
+      }
+
+      const decoder = new TextDecoder();
+      let buffer = '';
+
+      while (true) {
+        const { value, done } = await reader.read();
+        buffer += decoder.decode(value || new Uint8Array(), { stream: !done });
+
+        while (true) {
+          const parsed = takeNextSseEvent(buffer);
+          if (!parsed) {
+            break;
+          }
+
+          buffer = parsed.rest;
+
+          if (!parsed.data || parsed.data === '[DONE]') {
+            continue;
+          }
+
+          let payload = null;
+          try {
+            payload = JSON.parse(parsed.data);
+          } catch {
+            continue;
+          }
+
+          handlers[parsed.event]?.(payload);
+        }
+
+        if (done) {
+          break;
+        }
+      }
+    }
+
+    async function ask(question) {
+      const trimmed = String(question || '').trim();
+      if (!trimmed) {
+        status.textContent = t('ask.enterQuestion');
+        input?.focus();
+        return;
+      }
+
+      const cached = answerCache.get(trimmed);
+      if (cached) {
+        renderResult(cached);
+        status.textContent = t('ask.cacheRestored');
+        return;
+      }
+
+      setInteractiveState(true);
+      result.classList.remove('hidden');
+      answer.innerHTML = `<p>${escapeHtml(t('ask.connecting'))}</p>`;
+      sources.innerHTML = '';
+      meta.textContent = '';
+
+      try {
+        const response = await fetch(`${apiBase}/ai/ask/stream`, {
+          method: 'POST',
+          headers: {
+            'Content-Type': 'application/json'
+          },
+          body: JSON.stringify({ question: trimmed })
+        });
+
+        if (!response.ok) {
+          throw new Error(await readErrorMessage(response));
+        }
+
+        let streamedAnswer = '';
+        let completed = false;
+
+        await readStreamResponse(response, {
+          status: () => {
+            status.textContent = t('ask.processing');
+          },
+          delta: (payload) => {
+            streamedAnswer += payload.delta || '';
+            answer.innerHTML = renderMarkdown(streamedAnswer);
+          },
+          complete: (payload) => {
+            completed = true;
+            answerCache.set(trimmed, payload);
+            renderResult(payload);
+            status.textContent = t('ask.complete');
+          },
+          error: (payload) => {
+            throw new Error(payload.message || t('ask.streamFailed'));
+          }
+        });
+
+        if (!completed) {
+          throw new Error(t('ask.streamInterrupted'));
+        }
+      } catch (error) {
+        result.classList.remove('hidden');
+        answer.innerHTML = `<p>${escapeHtml(t('ask.requestFailed', { message: error?.message || 'unknown error' }))}</p>`;
+        meta.textContent = '';
+        sources.innerHTML = '';
+        status.textContent = t('ask.retryLater');
+      } finally {
+        setInteractiveState(false);
+      }
+    }
+
+    form?.addEventListener('submit', (event) => {
+      event.preventDefault();
+      ask(input?.value || '');
+    });
+
+    document.querySelectorAll('.sample-question').forEach((button) => {
+      button.addEventListener('click', () => {
+        const question = button.getAttribute('data-question') || '';
+        if (input) {
+          input.value = question;
+        }
+        ask(question);
+      });
+    });
+
+    if (prefilledQuestion) {
+      if (input) {
+        input.value = prefilledQuestion;
+        input.focus();
+      }
+      status.textContent = t('ask.prefixedQuestion');
+    }
+  </script>
+)}
diff --git a/frontend/src/pages/categories/index.astro b/frontend/src/pages/categories/index.astro
index 27ea3b5..3f768e5 100644
--- a/frontend/src/pages/categories/index.astro
+++ b/frontend/src/pages/categories/index.astro
@@ -3,8 +3,12 @@ import BaseLayout from '../../layouts/BaseLayout.astro';
 import TerminalWindow from '../../components/ui/TerminalWindow.astro';
 import CommandPrompt from '../../components/ui/CommandPrompt.astro';
 import { api } from '../../lib/api/client';
+import { getI18n } from '../../lib/i18n';
+
+export const prerender = false;
 
 let categories: Awaited<ReturnType<typeof api.getCategories>> = [];
+const { t } = getI18n(Astro);
 
 try {
   categories = await api.getCategories();
@@ -13,7 +17,7 @@ try {
 }
 ---
 
-<BaseLayout title="分类 - Termi">
+<BaseLayout title={`${t('categories.pageTitle')} - Termi`}>
   <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
     <TerminalWindow title="~/categories" class="w-full">
       <div class="mb-6 px-4">
@@ -25,20 +29,20 @@ try {
               <i class="fas fa-folder-open"></i>
             </span>
             <div>
-              <h1 class="text-2xl font-bold text-[var(--title-color)]">文章分类</h1>
+              <h1 class="text-2xl font-bold text-[var(--title-color)]">{t('categories.title')}</h1>
               <p class="mt-2 max-w-2xl text-sm leading-6 text-[var(--text-secondary)]">
-                按内容主题浏览文章，分类页现在和其他列表页保持同一套终端面板语言。
+                {t('categories.intro')}
               </p>
             </div>
           </div>
           <div class="mt-5 flex flex-wrap gap-2">
             <span class="terminal-stat-pill">
               <i class="fas fa-layer-group text-[var(--primary)]"></i>
-              <span>{categories.length} 个分类</span>
+              <span>{t('common.categoriesCount', { count: categories.length })}</span>
             </span>
             <span class="terminal-stat-pill">
               <i class="fas fa-terminal text-[var(--primary)]"></i>
-              <span>快速跳转分类文章</span>
+              <span>{t('categories.quickJump')}</span>
             </span>
           </div>
         </div>
@@ -67,14 +71,14 @@ try {
                         </h3>
                       </div>
                       <span class="terminal-chip text-xs py-1 px-2.5">
-                        <span>{category.count} 篇</span>
+                        <span>{t('common.postsCount', { count: category.count })}</span>
                       </span>
                     </div>
                     <p class="text-sm leading-6 text-[var(--text-secondary)]">
-                      浏览 {category.name} 主题下的全部文章和更新记录。
+                      {t('categories.categoryPosts', { name: category.name })}
                     </p>
                     <div class="mt-4 terminal-link-arrow">
-                      <span>查看分类文章</span>
+                      <span>{t('common.viewCategoryArticles')}</span>
                       <i class="fas fa-arrow-right text-xs"></i>
                     </div>
                   </div>
@@ -85,7 +89,7 @@ try {
         ) : (
           <div class="terminal-empty">
             <i class="fas fa-inbox text-4xl mb-4 opacity-50 text-[var(--primary)]"></i>
-            <p class="text-[var(--text-secondary)]">暂无分类数据</p>
+            <p class="text-[var(--text-secondary)]">{t('categories.empty')}</p>
           </div>
         )}
       </div>
diff --git a/frontend/src/pages/friends/index.astro b/frontend/src/pages/friends/index.astro
index 0dbc436..3a3eec4 100644
--- a/frontend/src/pages/friends/index.astro
+++ b/frontend/src/pages/friends/index.astro
@@ -5,11 +5,15 @@ import CommandPrompt from '../../components/ui/CommandPrompt.astro';
 import FriendLinkCard from '../../components/FriendLinkCard.astro';
 import FriendLinkApplication from '../../components/FriendLinkApplication.astro';
 import { api, DEFAULT_SITE_SETTINGS } from '../../lib/api/client';
+import { getI18n } from '../../lib/i18n';
 import type { AppFriendLink } from '../../lib/api/client';
 
+export const prerender = false;
+
 let siteSettings = DEFAULT_SITE_SETTINGS;
 let friendLinks: AppFriendLink[] = [];
 let error: string | null = null;
+const { t } = getI18n(Astro);
 
 try {
   [siteSettings, friendLinks] = await Promise.all([
@@ -18,18 +22,18 @@ try {
   ]);
   friendLinks = friendLinks.filter(friend => friend.status === 'approved');
 } catch (e) {
-  error = e instanceof Error ? e.message : 'Failed to fetch friend links';
+  error = e instanceof Error ? e.message : t('common.apiUnavailable');
   console.error('Failed to fetch friend links:', e);
 }
 
-const categories = [...new Set(friendLinks.map(friend => friend.category || '其他'))];
+const categories = [...new Set(friendLinks.map(friend => friend.category || t('common.other')))];
 const groupedLinks = categories.map(category => ({
   category,
-  links: friendLinks.filter(friend => (friend.category || '其他') === category)
+  links: friendLinks.filter(friend => (friend.category || t('common.other')) === category)
 }));
 ---
 
-<BaseLayout title={`友情链接 - ${siteSettings.siteShortName}`} description={`与 ${siteSettings.siteName} 交换友情链接`}>
+<BaseLayout title={`${t('friends.pageTitle')} - ${siteSettings.siteShortName}`} description={t('friends.pageDescription', { siteName: siteSettings.siteName })}>
   <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
     <TerminalWindow title="~/friends" class="w-full">
       <div class="mb-6 px-4">
@@ -41,20 +45,20 @@ const groupedLinks = categories.map(category => ({
               <i class="fas fa-link"></i>
             </span>
             <div>
-              <h1 class="text-2xl font-bold text-[var(--title-color)]">友情链接</h1>
+              <h1 class="text-2xl font-bold text-[var(--title-color)]">{t('friends.title')}</h1>
               <p class="mt-2 max-w-2xl text-sm leading-6 text-[var(--text-secondary)]">
-                这里聚合已经通过审核的站点，也提供统一风格的申请面板，避免列表区和表单区像两个页面。
+                {t('friends.intro')}
               </p>
             </div>
           </div>
           <div class="mt-5 flex flex-wrap gap-2">
             <span class="terminal-stat-pill">
               <i class="fas fa-globe text-[var(--primary)]"></i>
-              <span>{friendLinks.length} 个友链</span>
+              <span>{t('common.friendsCount', { count: friendLinks.length })}</span>
             </span>
             <span class="terminal-stat-pill">
               <i class="fas fa-check-circle text-[var(--primary)]"></i>
-              <span>仅展示已通过审核</span>
+              <span>{t('common.reviewedOnly')}</span>
             </span>
           </div>
         </div>
@@ -78,7 +82,7 @@ const groupedLinks = categories.map(category => ({
                 </span>
                 <div>
                   <h2 class="text-lg font-bold text-[var(--title-color)]">{group.category}</h2>
-                  <p class="text-xs uppercase tracking-[0.2em] text-[var(--text-tertiary)]">friend collection</p>
+                  <p class="text-xs uppercase tracking-[0.2em] text-[var(--text-tertiary)]">{t('friends.collection')}</p>
                 </div>
               </div>
               <span class="terminal-chip text-xs py-1 px-2.5">({group.links.length})</span>
@@ -103,21 +107,21 @@ const groupedLinks = categories.map(category => ({
         <CommandPrompt command="cat ./exchange_info.txt" />
         <div class="terminal-panel ml-4 mt-4">
           <div class="terminal-kicker">exchange rules</div>
-          <h3 class="mt-4 font-bold text-[var(--title-color)] text-lg">友链交换</h3>
+          <h3 class="mt-4 font-bold text-[var(--title-color)] text-lg">{t('friends.exchangeRules')}</h3>
           <p class="mt-3 text-sm text-[var(--text-secondary)] mb-4 leading-6">
-            欢迎交换友情链接！请确保您的网站满足以下条件：
+            {t('friends.exchangeIntro')}
           </p>
           <ul class="text-sm text-[var(--text-secondary)] space-y-1 list-disc list-inside">
-            <li>原创内容为主</li>
-            <li>网站稳定运行</li>
-            <li>无不良内容</li>
+            <li>{t('friends.rule1')}</li>
+            <li>{t('friends.rule2')}</li>
+            <li>{t('friends.rule3')}</li>
           </ul>
           <div class="mt-5 pt-4 border-t border-[var(--border-color)]">
             <p class="text-sm text-[var(--text-tertiary)] font-mono">
-              本站信息：<br/>
-              名称: {siteSettings.siteName}<br/>
-              描述: {siteSettings.siteDescription}<br/>
-              链接: {siteSettings.siteUrl}
+              {t('friends.siteInfo')}<br/>
+              {t('friends.name')}: {siteSettings.siteName}<br/>
+              {t('friends.description')}: {siteSettings.siteDescription}<br/>
+              {t('friends.link')}: {siteSettings.siteUrl}
             </p>
           </div>
         </div>
diff --git a/frontend/src/pages/index.astro b/frontend/src/pages/index.astro
index 3feff54..43e953c 100644
--- a/frontend/src/pages/index.astro
+++ b/frontend/src/pages/index.astro
@@ -10,6 +10,7 @@ import StatsList from '../components/StatsList.astro';
 import TechStackList from '../components/TechStackList.astro';
 import { terminalConfig } from '../lib/config/terminal';
 import { api, DEFAULT_SITE_SETTINGS } from '../lib/api/client';
+import { formatReadTime, getI18n } from '../lib/i18n';
 import type { AppFriendLink } from '../lib/api/client';
 import type { Post } from '../lib/types';
 
@@ -26,6 +27,7 @@ let tags: string[] = [];
 let friendLinks: AppFriendLink[] = [];
 let categories: Awaited<ReturnType<typeof api.getCategories>> = [];
 let apiError: string | null = null;
+const { locale, t } = getI18n(Astro);
 
 try {
   siteSettings = await api.getSiteSettings();
@@ -40,23 +42,32 @@ try {
   friendLinks = (await api.getFriendLinks()).filter(friend => friend.status === 'approved');
   categories = await api.getCategories();
 } catch (error) {
-  apiError = error instanceof Error ? error.message : 'API unavailable';
+  apiError = error instanceof Error ? error.message : t('common.apiUnavailable');
   console.error('API Error:', error);
 }
 
 const systemStats = [
-  { label: '文章', value: String(allPosts.length) },
-  { label: '标签', value: String(tags.length) },
-  { label: '分类', value: String(categories.length) },
-  { label: '友链', value: String(friendLinks.length) },
+  { label: t('common.posts'), value: String(allPosts.length) },
+  { label: t('common.tags'), value: String(tags.length) },
+  { label: t('common.categories'), value: String(categories.length) },
+  { label: t('common.friends'), value: String(friendLinks.length) },
 ];
 
 const techStack = siteSettings.techStack.map(name => ({ name }));
 
 const postTypeFilters = [
-  { id: 'all', name: '全部', icon: 'fa-stream' },
-  { id: 'article', name: terminalConfig.postTypes.article.label, icon: 'fa-file-alt' },
-  { id: 'tweet', name: terminalConfig.postTypes.tweet.label, icon: 'fa-comment-dots' }
+  { id: 'all', name: t('common.all'), icon: 'fa-stream' },
+  { id: 'article', name: t('common.article'), icon: 'fa-file-alt' },
+  { id: 'tweet', name: t('common.tweet'), icon: 'fa-comment-dots' }
+];
+const navLinks = [
+  { icon: 'fa-file-code', text: t('nav.articles'), href: '/articles' },
+  { icon: 'fa-folder', text: t('nav.categories'), href: '/categories' },
+  { icon: 'fa-tags', text: t('nav.tags'), href: '/tags' },
+  { icon: 'fa-stream', text: t('nav.timeline'), href: '/timeline' },
+  { icon: 'fa-star', text: t('nav.reviews'), href: '/reviews' },
+  { icon: 'fa-link', text: t('nav.friends'), href: '/friends' },
+  { icon: 'fa-user-secret', text: t('nav.about'), href: '/about' },
 ];
 ---
 
@@ -78,7 +89,7 @@ const postTypeFilters = [
       <div class="mb-8 px-4">
         <CommandPrompt command="ls -l" />
         <div class="ml-4 grid grid-cols-2 sm:grid-cols-3 md:grid-cols-6 gap-4">
-          {terminalConfig.navLinks.map(link => (
+          {navLinks.map(link => (
             <a
               href={link.href}
               class="flex items-center gap-2 text-[var(--text)] hover:text-[var(--primary)] transition-colors py-2"
@@ -126,17 +137,22 @@ const postTypeFilters = [
         <div class="mb-8 px-4">
           <CommandPrompt command="cat ./pinned_post.md" />
           <div class="ml-4">
-            <div
-              class="p-4 rounded-lg border border-[var(--border-color)] bg-[var(--header-bg)] cursor-pointer hover:border-[var(--primary)] transition-colors"
-              onclick={`window.location.href='/articles/${pinnedPost.slug}'`}
-            >
+            <div class="p-4 rounded-lg border border-[var(--border-color)] bg-[var(--header-bg)] transition-colors hover:border-[var(--primary)]">
               <div class="flex items-center gap-2 mb-2">
-                <span class="px-2 py-0.5 text-xs rounded bg-[var(--primary)] text-[var(--terminal-bg)] font-bold">置顶</span>
+                <span class="px-2 py-0.5 text-xs rounded bg-[var(--primary)] text-[var(--terminal-bg)] font-bold">{t('home.pinned')}</span>
                 <span class="w-3 h-3 rounded-full" style={`background-color: ${pinnedPost.type === 'article' ? 'var(--primary)' : 'var(--secondary)'}`}></span>
-                <h3 class="text-lg font-bold">{pinnedPost.title}</h3>
+                <a href={`/articles/${pinnedPost.slug}`} class="text-lg font-bold text-[var(--title-color)] transition hover:text-[var(--primary)]">
+                  {pinnedPost.title}
+                </a>
               </div>
-              <p class="text-sm text-[var(--text-secondary)] mb-2">{pinnedPost.date} | 阅读时间: {pinnedPost.readTime}</p>
+              <p class="text-sm text-[var(--text-secondary)] mb-2">{pinnedPost.date} | {t('common.readTime')}: {formatReadTime(locale, pinnedPost.readTime, t)}</p>
               <p class="text-[var(--text-secondary)]">{pinnedPost.description}</p>
+              <div class="mt-4">
+                <a href={`/articles/${pinnedPost.slug}`} class="terminal-action-button inline-flex">
+                  <i class="fas fa-angle-right"></i>
+                  <span>{t('common.readMore')}</span>
+                </a>
+              </div>
             </div>
           </div>
         </div>
@@ -151,7 +167,7 @@ const postTypeFilters = [
             ))}
           </div>
           <div class="mt-4">
-            <ViewMoreLink href="/articles" text="查看所有文章" />
+            <ViewMoreLink href="/articles" text={t('common.viewAllArticles')} />
           </div>
         </div>
       </div>
@@ -178,7 +194,7 @@ const postTypeFilters = [
           ))}
         </div>
         <div class="mt-6 ml-4">
-          <ViewMoreLink href="/friends" text="查看全部友链" />
+          <ViewMoreLink href="/friends" text={t('common.viewAllLinks')} />
         </div>
       </div>
 
@@ -189,15 +205,15 @@ const postTypeFilters = [
         <div class="ml-4">
           <div class="grid grid-cols-1 md:grid-cols-2 gap-6">
             <div>
-              <h3 class="text-lg font-bold mb-3 text-[var(--title-color)]">关于我</h3>
+              <h3 class="text-lg font-bold mb-3 text-[var(--title-color)]">{t('home.about')}</h3>
               <p class="text-[var(--text-secondary)] mb-4">{siteSettings.ownerBio}</p>
 
-              <h3 class="text-lg font-bold mb-3 text-[var(--title-color)]">技术栈</h3>
+              <h3 class="text-lg font-bold mb-3 text-[var(--title-color)]">{t('home.techStack')}</h3>
               <TechStackList items={techStack} />
             </div>
 
             <div>
-              <h3 class="text-lg font-bold mb-3 text-[var(--title-color)]">系统状态</h3>
+              <h3 class="text-lg font-bold mb-3 text-[var(--title-color)]">{t('home.systemStatus')}</h3>
               <StatsList stats={systemStats} />
             </div>
           </div>
diff --git a/frontend/src/pages/reviews/index.astro b/frontend/src/pages/reviews/index.astro
index 51f52c4..b814c75 100644
--- a/frontend/src/pages/reviews/index.astro
+++ b/frontend/src/pages/reviews/index.astro
@@ -5,8 +5,11 @@ import CommandPrompt from '../../components/ui/CommandPrompt.astro';
 import FilterPill from '../../components/ui/FilterPill.astro';
 import InfoTile from '../../components/ui/InfoTile.astro';
 import { apiClient } from '../../lib/api/client';
+import { getI18n } from '../../lib/i18n';
 import type { Review } from '../../lib/api/client';
 
+export const prerender = false;
+
 type ParsedReview = Omit<Review, 'tags'> & {
   tags: string[];
 };
@@ -15,6 +18,7 @@ type ParsedReview = Omit<Review, 'tags'> & {
 let reviews: Awaited<ReturnType<typeof apiClient.getReviews>> = [];
 const url = new URL(Astro.request.url);
 const selectedType = url.searchParams.get('type') || 'all';
+const { t } = getI18n(Astro);
 try {
   reviews = await apiClient.getReviews();
 } catch (error) {
@@ -41,20 +45,20 @@ const stats = {
 };
 
 const filters = [
-  { id: 'all', name: '全部', icon: 'fa-list', count: parsedReviews.length },
-  { id: 'game', name: '游戏', icon: 'fa-gamepad', count: parsedReviews.filter(r => r.review_type === 'game').length },
-  { id: 'anime', name: '动画', icon: 'fa-tv', count: parsedReviews.filter(r => r.review_type === 'anime').length },
-  { id: 'music', name: '音乐', icon: 'fa-music', count: parsedReviews.filter(r => r.review_type === 'music').length },
-  { id: 'book', name: '书籍', icon: 'fa-book', count: parsedReviews.filter(r => r.review_type === 'book').length },
-  { id: 'movie', name: '影视', icon: 'fa-film', count: parsedReviews.filter(r => r.review_type === 'movie').length }
+  { id: 'all', name: t('reviews.typeAll'), icon: 'fa-list', count: parsedReviews.length },
+  { id: 'game', name: t('reviews.typeGame'), icon: 'fa-gamepad', count: parsedReviews.filter(r => r.review_type === 'game').length },
+  { id: 'anime', name: t('reviews.typeAnime'), icon: 'fa-tv', count: parsedReviews.filter(r => r.review_type === 'anime').length },
+  { id: 'music', name: t('reviews.typeMusic'), icon: 'fa-music', count: parsedReviews.filter(r => r.review_type === 'music').length },
+  { id: 'book', name: t('reviews.typeBook'), icon: 'fa-book', count: parsedReviews.filter(r => r.review_type === 'book').length },
+  { id: 'movie', name: t('reviews.typeMovie'), icon: 'fa-film', count: parsedReviews.filter(r => r.review_type === 'movie').length }
 ];
 
 const typeLabels: Record<string, string> = {
-  game: '游戏',
-  anime: '动画',
-  music: '音乐',
-  book: '书籍',
-  movie: '影视'
+  game: t('reviews.typeGame'),
+  anime: t('reviews.typeAnime'),
+  music: t('reviews.typeMusic'),
+  book: t('reviews.typeBook'),
+  movie: t('reviews.typeMovie')
 };
 
 const typeColors: Record<string, string> = {
@@ -66,7 +70,7 @@ const typeColors: Record<string, string> = {
 };
 ---
 
-<Layout title="评价 | Termi" description="记录游戏、音乐、动画、书籍的体验与评价">
+<Layout title={`${t('reviews.pageTitle')} | Termi`} description={t('reviews.pageDescription')}>
   <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
     <!-- Single Terminal Window for entire page -->
     <TerminalWindow title="~/reviews" class="w-full">
@@ -79,13 +83,13 @@ const typeColors: Record<string, string> = {
             <div class="terminal-kicker">review ledger</div>
             <div class="terminal-section-title mt-4">
               <span class="terminal-section-icon">
-                <i class="fas fa-star"></i>
-              </span>
-              <div>
-                <h1 class="text-2xl font-bold text-[var(--title-color)]">评价</h1>
+              <i class="fas fa-star"></i>
+            </span>
+            <div>
+                <h1 class="text-2xl font-bold text-[var(--title-color)]">{t('reviews.title')}</h1>
                 <p id="reviews-subtitle" class="mt-2 text-sm leading-6 text-[var(--text-secondary)]">
-                  记录游戏、音乐、动画、书籍的体验与感悟
-                  {selectedType !== 'all' && ` · 当前筛选: ${typeLabels[selectedType] || selectedType}`}
+                  {t('reviews.subtitle')}
+                  {selectedType !== 'all' && ` · ${t('reviews.currentFilter', { type: typeLabels[selectedType] || selectedType })}`}
                 </p>
               </div>
             </div>
@@ -97,19 +101,19 @@ const typeColors: Record<string, string> = {
           <div class="ml-4 mt-2 grid grid-cols-2 sm:grid-cols-4 gap-4">
             <InfoTile tone="blue" layout="stack">
               <div id="reviews-total" class="text-2xl font-bold text-[var(--primary)]">{stats.total}</div>
-              <div class="mt-2 text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)]">总评价</div>
+              <div class="mt-2 text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)]">{t('reviews.total')}</div>
             </InfoTile>
             <InfoTile tone="amber" layout="stack">
               <div id="reviews-average" class="text-2xl font-bold text-yellow-500">{stats.avgRating}</div>
-              <div class="mt-2 text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)]">平均评分</div>
+              <div class="mt-2 text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)]">{t('reviews.average')}</div>
             </InfoTile>
             <InfoTile tone="teal" layout="stack">
               <div id="reviews-completed" class="text-2xl font-bold text-[var(--success)]">{stats.completed}</div>
-              <div class="mt-2 text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)]">已完成</div>
+              <div class="mt-2 text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)]">{t('reviews.completed')}</div>
             </InfoTile>
             <InfoTile tone="violet" layout="stack">
               <div id="reviews-progress" class="text-2xl font-bold text-[var(--warning)]">{stats.inProgress}</div>
-              <div class="mt-2 text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)]">进行中</div>
+              <div class="mt-2 text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)]">{t('reviews.inProgress')}</div>
             </InfoTile>
           </div>
         </div>
@@ -146,7 +150,7 @@ const typeColors: Record<string, string> = {
                   <i class="fas fa-inbox"></i>
                 </div>
                 <div class="text-[var(--text-secondary)]">
-                {parsedReviews.length === 0 ? '暂无评价数据，请检查后端 API 连接' : '当前筛选下暂无评价'}
+                {parsedReviews.length === 0 ? t('reviews.emptyData') : t('reviews.emptyFiltered')}
                 </div>
               </div>
             ) : (
@@ -201,7 +205,7 @@ const typeColors: Record<string, string> = {
                   <div class="text-3xl text-[var(--primary)] mb-3">
                     <i class="fas fa-inbox"></i>
                   </div>
-                  <div class="text-[var(--text-secondary)]">当前筛选下暂无评价</div>
+                  <div class="text-[var(--text-secondary)]">{t('reviews.emptyFiltered')}</div>
                 </div>
               </>
             )}
@@ -218,16 +222,22 @@ const typeColors: Record<string, string> = {
       </div>
     </TerminalWindow>
   </div>
-  <script is:inline>
+  <script
+    is:inline
+    define:vars={{
+      reviewTypeLabels: {
+        game: t('reviews.typeGame'),
+        anime: t('reviews.typeAnime'),
+        music: t('reviews.typeMusic'),
+        book: t('reviews.typeBook'),
+        movie: t('reviews.typeMovie'),
+        all: t('reviews.typeAll'),
+      },
+      reviewsBaseSubtitle: t('reviews.subtitle'),
+    }}
+  >
   (function() {
-    const typeLabels = {
-      game: '游戏',
-      anime: '动画',
-      music: '音乐',
-      book: '书籍',
-      movie: '影视',
-      all: '全部'
-    };
+    const typeLabels = reviewTypeLabels;
 
     const cards = Array.from(document.querySelectorAll('[data-review-card]'));
     const filters = Array.from(document.querySelectorAll('[data-review-filter]'));
@@ -237,7 +247,8 @@ const typeColors: Record<string, string> = {
     const completedEl = document.getElementById('reviews-completed');
     const progressEl = document.getElementById('reviews-progress');
     const emptyState = document.getElementById('reviews-empty-state');
-    const baseSubtitle = '记录游戏、音乐、动画、书籍的体验与感悟';
+    const t = window.__termiTranslate;
+    const baseSubtitle = reviewsBaseSubtitle;
 
     function updateFilterUi(activeType) {
       filters.forEach((filter) => {
@@ -277,7 +288,7 @@ const typeColors: Record<string, string> = {
       if (subtitle) {
         subtitle.textContent = type === 'all'
           ? baseSubtitle
-          : `${baseSubtitle} · 当前筛选: ${typeLabels[type] || type}`;
+          : `${baseSubtitle} · ${t('reviews.currentFilter', { type: typeLabels[type] || type })}`;
       }
 
       if (pushState) {
diff --git a/frontend/src/pages/tags/index.astro b/frontend/src/pages/tags/index.astro
index fc4a417..5a6fe53 100644
--- a/frontend/src/pages/tags/index.astro
+++ b/frontend/src/pages/tags/index.astro
@@ -4,6 +4,7 @@ import TerminalWindow from '../../components/ui/TerminalWindow.astro';
 import CommandPrompt from '../../components/ui/CommandPrompt.astro';
 import FilterPill from '../../components/ui/FilterPill.astro';
 import { apiClient } from '../../lib/api/client';
+import { getI18n, formatReadTime } from '../../lib/i18n';
 import type { Post, Tag } from '../../lib/types';
 
 export const prerender = false;
@@ -11,6 +12,7 @@ export const prerender = false;
 // Fetch tags from backend
 let tags: Tag[] = [];
 let filteredPosts: Post[] = [];
+const { locale, t } = getI18n(Astro);
 
 try {
   tags = await apiClient.getTags();
@@ -35,7 +37,7 @@ if (selectedTag) {
 }
 ---
 
-<BaseLayout title="标签 - Termi">
+<BaseLayout title={`${t('tags.pageTitle')} - Termi`}>
   <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
     <TerminalWindow title="~/tags" class="w-full">
       <div class="mb-6 px-4">
@@ -47,21 +49,21 @@ if (selectedTag) {
               <i class="fas fa-hashtag"></i>
             </span>
             <div>
-              <h1 class="text-2xl font-bold text-[var(--title-color)]">标签云</h1>
+              <h1 class="text-2xl font-bold text-[var(--title-color)]">{t('tags.title')}</h1>
               <p class="mt-2 max-w-2xl text-sm leading-6 text-[var(--text-secondary)]">
-                用更轻量的关键词维度检索文章。选中标签时，下方结果区会延续同一套终端卡片风格。
+                {t('tags.intro')}
               </p>
             </div>
           </div>
           <div class="mt-5 flex flex-wrap gap-2">
             <span class="terminal-stat-pill">
               <i class="fas fa-tags text-[var(--primary)]"></i>
-              <span>{tags.length} 个标签</span>
+              <span>{t('common.tagsCount', { count: tags.length })}</span>
             </span>
             {selectedTag && (
               <span class="terminal-stat-pill">
                 <i class="fas fa-filter text-[var(--primary)]"></i>
-                <span>当前: #{selectedTag}</span>
+                <span>{t('tags.currentTag', { tag: selectedTag })}</span>
               </span>
             )}
           </div>
@@ -74,12 +76,11 @@ if (selectedTag) {
           <div class="terminal-panel ml-4 mt-4">
             <div class="flex flex-col gap-4 md:flex-row md:items-center md:justify-between">
               <p class="text-[var(--text-secondary)] leading-6">
-                标签 <span class="text-[var(--primary)] font-bold">#{selectedTag}</span>
-                找到 {filteredPosts.length} 篇文章
+                {t('tags.selectedSummary', { tag: selectedTag, count: filteredPosts.length })}
               </p>
               <FilterPill tone="teal" href="/tags">
                 <i class="fas fa-times"></i>
-                <span>清除筛选</span>
+                <span>{t('common.clearFilters')}</span>
               </FilterPill>
             </div>
           </div>
@@ -89,12 +90,12 @@ if (selectedTag) {
       <div class="px-4 mb-8">
         <div class="terminal-panel ml-4 mt-4">
           <div class="text-[11px] uppercase tracking-[0.22em] text-[var(--text-tertiary)] mb-4">
-            browse tags
+            {t('tags.browseTags')}
           </div>
           <div class="flex flex-wrap gap-2">
           {tags.length === 0 ? (
               <div class="terminal-empty w-full">
-                暂无标签数据
+                {t('tags.emptyTags')}
               </div>
             ) : (
               tags.map(tag => (
@@ -129,10 +130,10 @@ if (selectedTag) {
                       <span>{post.category}</span>
                     </span>
                   </div>
-                  <p class="text-sm text-[var(--text-secondary)]">{post.date} | {post.readTime}</p>
+                  <p class="text-sm text-[var(--text-secondary)]">{post.date} | {formatReadTime(locale, post.readTime, t)}</p>
                   <p class="text-sm text-[var(--text-secondary)] mt-3 leading-6">{post.description}</p>
                   <div class="mt-4 terminal-link-arrow">
-                    <span>打开文章</span>
+                    <span>{t('common.viewArticle')}</span>
                     <i class="fas fa-arrow-right text-xs"></i>
                   </div>
                 </a>
@@ -147,7 +148,7 @@ if (selectedTag) {
           <div class="border-t border-[var(--border-color)] pt-6">
             <div class="terminal-empty ml-4 mt-4">
               <i class="fas fa-search text-4xl text-[var(--text-tertiary)] mb-4"></i>
-              <p class="text-[var(--text-secondary)]">没有找到该标签的文章</p>
+              <p class="text-[var(--text-secondary)]">{t('tags.emptyPosts')}</p>
             </div>
           </div>
         </div>
diff --git a/frontend/src/pages/timeline/index.astro b/frontend/src/pages/timeline/index.astro
index 7385459..2a68303 100644
--- a/frontend/src/pages/timeline/index.astro
+++ b/frontend/src/pages/timeline/index.astro
@@ -4,10 +4,14 @@ import TerminalWindow from '../../components/ui/TerminalWindow.astro';
 import CommandPrompt from '../../components/ui/CommandPrompt.astro';
 import FilterPill from '../../components/ui/FilterPill.astro';
 import { api, DEFAULT_SITE_SETTINGS } from '../../lib/api/client';
+import { getI18n, formatReadTime } from '../../lib/i18n';
 import type { Post } from '../../lib/types';
 
+export const prerender = false;
+
 let siteSettings = DEFAULT_SITE_SETTINGS;
 let posts: Post[] = [];
+const { locale, t } = getI18n(Astro);
 
 try {
   [siteSettings, posts] = await Promise.all([
@@ -29,7 +33,7 @@ const years = Object.keys(groupedByYear).sort((a, b) => Number(b) - Number(a));
 const latestYear = years[0] || 'all';
 ---
 
-<Layout title={`时间轴 | ${siteSettings.siteShortName}`} description={`记录 ${siteSettings.ownerName} 的技术成长与生活点滴`}>
+<Layout title={`${t('timeline.pageTitle')} | ${siteSettings.siteShortName}`} description={t('timeline.pageDescription', { ownerName: siteSettings.ownerName })}>
   <div class="max-w-5xl mx-auto px-4 sm:px-6 lg:px-8 py-8">
     <TerminalWindow title="~/timeline" class="w-full">
       <div class="px-4 py-4 space-y-6">
@@ -39,12 +43,12 @@ const latestYear = years[0] || 'all';
             <div class="terminal-kicker">activity trace</div>
             <div class="terminal-section-title mt-4">
               <span class="terminal-section-icon">
-                <i class="fas fa-stream"></i>
-              </span>
-              <div>
-                <h1 class="text-2xl font-bold text-[var(--title-color)]">时间轴</h1>
+              <i class="fas fa-stream"></i>
+            </span>
+            <div>
+                <h1 class="text-2xl font-bold text-[var(--title-color)]">{t('timeline.title')}</h1>
                 <p class="mt-2 text-sm leading-6 text-[var(--text-secondary)]">
-                  共 {posts.length} 篇内容 · 记录 {siteSettings.ownerName} 的技术成长与生活点滴
+                  {t('timeline.subtitle', { count: posts.length, ownerName: siteSettings.ownerName })}
                 </p>
               </div>
             </div>
@@ -60,7 +64,7 @@ const latestYear = years[0] || 'all';
               data-year="all"
               active={false}
             >
-              全部
+              {t('timeline.allYears')}
             </FilterPill>
             {years.map(year => (
               <FilterPill
@@ -102,7 +106,7 @@ const latestYear = years[0] || 'all';
                       >
                         <div class="terminal-panel-muted shrink-0 min-w-[72px] text-center py-3">
                           <div class="text-[11px] uppercase tracking-[0.2em] text-[var(--text-tertiary)]">
-                            {new Date(post.date).toLocaleDateString('zh-CN', { month: 'short' })}
+                            {new Date(post.date).toLocaleDateString(locale, { month: 'short' })}
                           </div>
                           <div class="mt-1 text-2xl font-bold text-[var(--primary)]">
                             {new Date(post.date).getDate()}
@@ -125,7 +129,7 @@ const latestYear = years[0] || 'all';
                               {post.category}
                             </span>
                             <span class="terminal-chip text-xs py-1 px-2.5">
-                              {post.readTime}
+                              {formatReadTime(locale, post.readTime, t)}
                             </span>
                           </div>
                         </div>
diff --git a/frontend/src/styles/global.css b/frontend/src/styles/global.css
index 2a5e883..58abe73 100644
--- a/frontend/src/styles/global.css
+++ b/frontend/src/styles/global.css
@@ -674,6 +674,167 @@ html.dark {
   .ui-info-tile--neutral {
     --tile-rgb: 100 116 139;
   }
+
+  .paragraph-comments-intro {
+    @apply flex flex-col gap-4 lg:flex-row lg:items-start lg:justify-between;
+  }
+
+  .paragraph-comments-shell {
+    @apply space-y-4;
+  }
+
+  .paragraph-comments-summary {
+    @apply shrink-0 self-start;
+  }
+
+  .paragraph-comment-paragraph {
+    position: relative;
+    scroll-margin-top: 8rem;
+    transition:
+      color 0.2s ease,
+      background-color 0.2s ease,
+      box-shadow 0.2s ease;
+  }
+
+  .paragraph-comment-paragraph.is-comment-focused {
+    border-radius: 0.85rem;
+    background: color-mix(in oklab, var(--primary) 7%, transparent);
+    box-shadow:
+      0 0 0 1px color-mix(in oklab, var(--primary) 14%, var(--border-color)),
+      0 12px 26px rgba(var(--text-rgb), 0.04);
+    padding: 0.35rem 0.6rem;
+    margin-left: -0.6rem;
+    margin-right: -0.6rem;
+  }
+
+  .paragraph-comment-row {
+    @apply mt-3 flex flex-col gap-2 rounded-lg border px-3 py-2 sm:flex-row sm:items-center sm:justify-between;
+    border-color: color-mix(in oklab, var(--primary) 9%, var(--border-color));
+    background:
+      linear-gradient(180deg, color-mix(in oklab, var(--terminal-bg) 97%, transparent), color-mix(in oklab, var(--header-bg) 90%, transparent));
+  }
+
+  .paragraph-comment-row:hover {
+    border-color: color-mix(in oklab, var(--primary) 18%, var(--border-color));
+  }
+
+  .paragraph-comment-row.is-active {
+    border-color: color-mix(in oklab, var(--primary) 24%, var(--border-color));
+    box-shadow:
+      inset 0 0 0 1px rgba(var(--primary-rgb), 0.08),
+      0 10px 24px rgba(var(--text-rgb), 0.04);
+  }
+
+  .paragraph-comment-command {
+    @apply min-w-0 font-mono text-[11px] leading-6 sm:text-[12px];
+    color: var(--text-secondary);
+  }
+
+  .paragraph-comment-prompt {
+    color: var(--primary);
+  }
+
+  .paragraph-comment-command-text {
+    color: var(--title-color);
+    word-break: break-all;
+  }
+
+  .paragraph-comment-actions {
+    @apply flex flex-wrap items-center gap-2;
+  }
+
+  .paragraph-comment-hint {
+    @apply inline-flex items-center rounded-md border px-2 py-1 text-[10px] font-mono uppercase tracking-[0.18em];
+    border-color: color-mix(in oklab, var(--primary) 8%, var(--border-color));
+    color: var(--text-tertiary);
+    background: color-mix(in oklab, var(--header-bg) 84%, transparent);
+  }
+
+  .paragraph-comment-panel {
+    @apply mt-4 space-y-5;
+  }
+
+  .paragraph-comment-panel-head {
+    @apply flex flex-col gap-4 lg:flex-row lg:items-start lg:justify-between;
+  }
+
+  .paragraph-comment-panel-meta {
+    @apply flex flex-wrap items-center gap-2;
+  }
+
+  .paragraph-comment-thread {
+    @apply space-y-3;
+  }
+
+  .paragraph-thread-segment {
+    @apply space-y-3;
+  }
+
+  .paragraph-thread-segment-label {
+    @apply inline-flex items-center rounded-md border px-2 py-1 text-[10px] font-mono uppercase tracking-[0.18em];
+    border-color: color-mix(in oklab, var(--primary) 9%, var(--border-color));
+    background: color-mix(in oklab, var(--header-bg) 82%, transparent);
+    color: var(--text-tertiary);
+  }
+
+  .paragraph-thread-item {
+    @apply rounded-xl border p-4;
+    border-color: color-mix(in oklab, var(--primary) 10%, var(--border-color));
+    background:
+      linear-gradient(180deg, color-mix(in oklab, var(--terminal-bg) 97%, transparent), color-mix(in oklab, var(--header-bg) 90%, transparent));
+  }
+
+  .paragraph-thread-item.is-reply {
+    border-color: color-mix(in oklab, var(--secondary) 18%, var(--border-color));
+  }
+
+  .paragraph-thread-item.is-pending {
+    border-style: dashed;
+    border-color: color-mix(in oklab, var(--warning) 22%, var(--border-color));
+    background:
+      linear-gradient(180deg, color-mix(in oklab, var(--warning) 4%, var(--terminal-bg)), color-mix(in oklab, var(--header-bg) 88%, transparent));
+  }
+
+  .paragraph-thread-head {
+    @apply mb-3 flex flex-col gap-3 sm:flex-row sm:items-start sm:justify-between;
+  }
+
+  .paragraph-thread-quote {
+    @apply rounded-lg border-l-2 px-3 py-2 text-xs leading-6;
+    border-left-color: color-mix(in oklab, var(--primary) 34%, var(--border-color));
+    background: color-mix(in oklab, var(--primary) 6%, var(--header-bg));
+    color: var(--text-tertiary);
+  }
+
+  .paragraph-comment-form {
+    @apply space-y-4;
+  }
+
+  .paragraph-comment-reply {
+    @apply flex items-center justify-between gap-3 py-3;
+  }
+
+  .paragraph-comment-status {
+    @apply rounded-xl border px-4 py-3 text-sm;
+  }
+
+  .paragraph-comment-status-success {
+    border-color: color-mix(in oklab, var(--success) 28%, var(--border-color));
+    background: color-mix(in oklab, var(--success) 10%, var(--header-bg));
+    color: var(--success);
+  }
+
+  .paragraph-comment-status-error {
+    border-color: color-mix(in oklab, var(--danger) 28%, var(--border-color));
+    background: color-mix(in oklab, var(--danger) 10%, var(--header-bg));
+    color: var(--danger);
+  }
+
+  .paragraph-comment-status-info {
+    border-color: color-mix(in oklab, var(--primary) 28%, var(--border-color));
+    background: color-mix(in oklab, var(--primary) 10%, var(--header-bg));
+    color: var(--primary);
+  }
 }
 
 /* Animations */
diff --git a/mcp-server/package-lock.json b/mcp-server/package-lock.json
new file mode 100644
index 0000000..d61f13d
--- /dev/null
+++ b/mcp-server/package-lock.json
@@ -0,0 +1,1142 @@
+{
+  "name": "termi-mcp-server",
+  "version": "0.1.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "termi-mcp-server",
+      "version": "0.1.0",
+      "dependencies": {
+        "@modelcontextprotocol/sdk": "^1.28.0",
+        "zod": "^4.3.6"
+      },
+      "engines": {
+        "node": ">=22.12.0"
+      }
+    },
+    "node_modules/@hono/node-server": {
+      "version": "1.19.11",
+      "resolved": "https://registry.npmjs.org/@hono/node-server/-/node-server-1.19.11.tgz",
+      "integrity": "sha512-dr8/3zEaB+p0D2n/IUrlPF1HZm586qgJNXK1a9fhg/PzdtkK7Ksd5l312tJX2yBuALqDYBlG20QEbayqPyxn+g==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=18.14.1"
+      },
+      "peerDependencies": {
+        "hono": "^4"
+      }
+    },
+    "node_modules/@modelcontextprotocol/sdk": {
+      "version": "1.28.0",
+      "resolved": "https://registry.npmjs.org/@modelcontextprotocol/sdk/-/sdk-1.28.0.tgz",
+      "integrity": "sha512-gmloF+i+flI8ouQK7MWW4mOwuMh4RePBuPFAEPC6+pdqyWOUMDOixb6qZ69owLJpz6XmyllCouc4t8YWO+E2Nw==",
+      "license": "MIT",
+      "dependencies": {
+        "@hono/node-server": "^1.19.9",
+        "ajv": "^8.17.1",
+        "ajv-formats": "^3.0.1",
+        "content-type": "^1.0.5",
+        "cors": "^2.8.5",
+        "cross-spawn": "^7.0.5",
+        "eventsource": "^3.0.2",
+        "eventsource-parser": "^3.0.0",
+        "express": "^5.2.1",
+        "express-rate-limit": "^8.2.1",
+        "hono": "^4.11.4",
+        "jose": "^6.1.3",
+        "json-schema-typed": "^8.0.2",
+        "pkce-challenge": "^5.0.0",
+        "raw-body": "^3.0.0",
+        "zod": "^3.25 || ^4.0",
+        "zod-to-json-schema": "^3.25.1"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "@cfworker/json-schema": "^4.1.1",
+        "zod": "^3.25 || ^4.0"
+      },
+      "peerDependenciesMeta": {
+        "@cfworker/json-schema": {
+          "optional": true
+        },
+        "zod": {
+          "optional": false
+        }
+      }
+    },
+    "node_modules/accepts": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/accepts/-/accepts-2.0.0.tgz",
+      "integrity": "sha512-5cvg6CtKwfgdmVqY1WIiXKc3Q1bkRqGLi+2W/6ao+6Y7gu/RCwRuAhGEzh5B4KlszSuTLgZYuqFqo5bImjNKng==",
+      "license": "MIT",
+      "dependencies": {
+        "mime-types": "^3.0.0",
+        "negotiator": "^1.0.0"
+      },
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/ajv": {
+      "version": "8.18.0",
+      "resolved": "https://registry.npmjs.org/ajv/-/ajv-8.18.0.tgz",
+      "integrity": "sha512-PlXPeEWMXMZ7sPYOHqmDyCJzcfNrUr3fGNKtezX14ykXOEIvyK81d+qydx89KY5O71FKMPaQ2vBfBFI5NHR63A==",
+      "license": "MIT",
+      "dependencies": {
+        "fast-deep-equal": "^3.1.3",
+        "fast-uri": "^3.0.1",
+        "json-schema-traverse": "^1.0.0",
+        "require-from-string": "^2.0.2"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/epoberezkin"
+      }
+    },
+    "node_modules/ajv-formats": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/ajv-formats/-/ajv-formats-3.0.1.tgz",
+      "integrity": "sha512-8iUql50EUR+uUcdRQ3HDqa6EVyo3docL8g5WJ3FNcWmu62IbkGUue/pEyLBW8VGKKucTPgqeks4fIU1DA4yowQ==",
+      "license": "MIT",
+      "dependencies": {
+        "ajv": "^8.0.0"
+      },
+      "peerDependencies": {
+        "ajv": "^8.0.0"
+      },
+      "peerDependenciesMeta": {
+        "ajv": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/body-parser": {
+      "version": "2.2.2",
+      "resolved": "https://registry.npmjs.org/body-parser/-/body-parser-2.2.2.tgz",
+      "integrity": "sha512-oP5VkATKlNwcgvxi0vM0p/D3n2C3EReYVX+DNYs5TjZFn/oQt2j+4sVJtSMr18pdRr8wjTcBl6LoV+FUwzPmNA==",
+      "license": "MIT",
+      "dependencies": {
+        "bytes": "^3.1.2",
+        "content-type": "^1.0.5",
+        "debug": "^4.4.3",
+        "http-errors": "^2.0.0",
+        "iconv-lite": "^0.7.0",
+        "on-finished": "^2.4.1",
+        "qs": "^6.14.1",
+        "raw-body": "^3.0.1",
+        "type-is": "^2.0.1"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/bytes": {
+      "version": "3.1.2",
+      "resolved": "https://registry.npmjs.org/bytes/-/bytes-3.1.2.tgz",
+      "integrity": "sha512-/Nf7TyzTx6S3yRJObOAV7956r8cr2+Oj8AC5dt8wSP3BQAoeX58NoHyCU8P8zGkNXStjTSi6fzO6F0pBdcYbEg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/call-bind-apply-helpers": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/call-bind-apply-helpers/-/call-bind-apply-helpers-1.0.2.tgz",
+      "integrity": "sha512-Sp1ablJ0ivDkSzjcaJdxEunN5/XvksFJ2sMBFfq6x0ryhQV/2b/KwFe21cMpmHtPOSij8K99/wSfoEuTObmuMQ==",
+      "license": "MIT",
+      "dependencies": {
+        "es-errors": "^1.3.0",
+        "function-bind": "^1.1.2"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      }
+    },
+    "node_modules/call-bound": {
+      "version": "1.0.4",
+      "resolved": "https://registry.npmjs.org/call-bound/-/call-bound-1.0.4.tgz",
+      "integrity": "sha512-+ys997U96po4Kx/ABpBCqhA9EuxJaQWDQg7295H4hBphv3IZg0boBKuwYpt4YXp6MZ5AmZQnU/tyMTlRpaSejg==",
+      "license": "MIT",
+      "dependencies": {
+        "call-bind-apply-helpers": "^1.0.2",
+        "get-intrinsic": "^1.3.0"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/content-disposition": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/content-disposition/-/content-disposition-1.0.1.tgz",
+      "integrity": "sha512-oIXISMynqSqm241k6kcQ5UwttDILMK4BiurCfGEREw6+X9jkkpEe5T9FZaApyLGGOnFuyMWZpdolTXMtvEJ08Q==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=18"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/content-type": {
+      "version": "1.0.5",
+      "resolved": "https://registry.npmjs.org/content-type/-/content-type-1.0.5.tgz",
+      "integrity": "sha512-nTjqfcBFEipKdXCv4YDQWCfmcLZKm81ldF0pAopTvyrFGVbcR6P/VAAd5G7N+0tTr8QqiU0tFadD6FK4NtJwOA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/cookie": {
+      "version": "0.7.2",
+      "resolved": "https://registry.npmjs.org/cookie/-/cookie-0.7.2.tgz",
+      "integrity": "sha512-yki5XnKuf750l50uGTllt6kKILY4nQ1eNIQatoXEByZ5dWgnKqbnqmTrBE5B4N7lrMJKQ2ytWMiTO2o0v6Ew/w==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/cookie-signature": {
+      "version": "1.2.2",
+      "resolved": "https://registry.npmjs.org/cookie-signature/-/cookie-signature-1.2.2.tgz",
+      "integrity": "sha512-D76uU73ulSXrD1UXF4KE2TMxVVwhsnCgfAyTg9k8P6KGZjlXKrOLe4dJQKI3Bxi5wjesZoFXJWElNWBjPZMbhg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.6.0"
+      }
+    },
+    "node_modules/cors": {
+      "version": "2.8.6",
+      "resolved": "https://registry.npmjs.org/cors/-/cors-2.8.6.tgz",
+      "integrity": "sha512-tJtZBBHA6vjIAaF6EnIaq6laBBP9aq/Y3ouVJjEfoHbRBcHBAHYcMh/w8LDrk2PvIMMq8gmopa5D4V8RmbrxGw==",
+      "license": "MIT",
+      "dependencies": {
+        "object-assign": "^4",
+        "vary": "^1"
+      },
+      "engines": {
+        "node": ">= 0.10"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/cross-spawn": {
+      "version": "7.0.6",
+      "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.6.tgz",
+      "integrity": "sha512-uV2QOWP2nWzsy2aMp8aRibhi9dlzF5Hgh5SHaB9OiTGEyDTiJJyx0uy51QXdyWbtAHNua4XJzUKca3OzKUd3vA==",
+      "license": "MIT",
+      "dependencies": {
+        "path-key": "^3.1.0",
+        "shebang-command": "^2.0.0",
+        "which": "^2.0.1"
+      },
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/debug": {
+      "version": "4.4.3",
+      "resolved": "https://registry.npmjs.org/debug/-/debug-4.4.3.tgz",
+      "integrity": "sha512-RGwwWnwQvkVfavKVt22FGLw+xYSdzARwm0ru6DhTVA3umU5hZc28V3kO4stgYryrTlLpuvgI9GiijltAjNbcqA==",
+      "license": "MIT",
+      "dependencies": {
+        "ms": "^2.1.3"
+      },
+      "engines": {
+        "node": ">=6.0"
+      },
+      "peerDependenciesMeta": {
+        "supports-color": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/depd": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/depd/-/depd-2.0.0.tgz",
+      "integrity": "sha512-g7nH6P6dyDioJogAAGprGpCtVImJhpPk/roCzdb3fIh61/s/nPsfR6onyMwkCAR/OlC3yBC0lESvUoQEAssIrw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/dunder-proto": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/dunder-proto/-/dunder-proto-1.0.1.tgz",
+      "integrity": "sha512-KIN/nDJBQRcXw0MLVhZE9iQHmG68qAVIBg9CqmUYjmQIhgij9U5MFvrqkUL5FbtyyzZuOeOt0zdeRe4UY7ct+A==",
+      "license": "MIT",
+      "dependencies": {
+        "call-bind-apply-helpers": "^1.0.1",
+        "es-errors": "^1.3.0",
+        "gopd": "^1.2.0"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      }
+    },
+    "node_modules/ee-first": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/ee-first/-/ee-first-1.1.1.tgz",
+      "integrity": "sha512-WMwm9LhRUo+WUaRN+vRuETqG89IgZphVSNkdFgeb6sS/E4OrDIN7t48CAewSHXc6C8lefD8KKfr5vY61brQlow==",
+      "license": "MIT"
+    },
+    "node_modules/encodeurl": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/encodeurl/-/encodeurl-2.0.0.tgz",
+      "integrity": "sha512-Q0n9HRi4m6JuGIV1eFlmvJB7ZEVxu93IrMyiMsGC0lrMJMWzRgx6WGquyfQgZVb31vhGgXnfmPNNXmxnOkRBrg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/es-define-property": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/es-define-property/-/es-define-property-1.0.1.tgz",
+      "integrity": "sha512-e3nRfgfUZ4rNGL232gUgX06QNyyez04KdjFrF+LTRoOXmrOgFKDg4BCdsjW8EnT69eqdYGmRpJwiPVYNrCaW3g==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.4"
+      }
+    },
+    "node_modules/es-errors": {
+      "version": "1.3.0",
+      "resolved": "https://registry.npmjs.org/es-errors/-/es-errors-1.3.0.tgz",
+      "integrity": "sha512-Zf5H2Kxt2xjTvbJvP2ZWLEICxA6j+hAmMzIlypy4xcBg1vKVnx89Wy0GbS+kf5cwCVFFzdCFh2XSCFNULS6csw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.4"
+      }
+    },
+    "node_modules/es-object-atoms": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/es-object-atoms/-/es-object-atoms-1.1.1.tgz",
+      "integrity": "sha512-FGgH2h8zKNim9ljj7dankFPcICIK9Cp5bm+c2gQSYePhpaG5+esrLODihIorn+Pe6FGJzWhXQotPv73jTaldXA==",
+      "license": "MIT",
+      "dependencies": {
+        "es-errors": "^1.3.0"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      }
+    },
+    "node_modules/escape-html": {
+      "version": "1.0.3",
+      "resolved": "https://registry.npmjs.org/escape-html/-/escape-html-1.0.3.tgz",
+      "integrity": "sha512-NiSupZ4OeuGwr68lGIeym/ksIZMJodUGOSCZ/FSnTxcrekbvqrgdUxlJOMpijaKZVjAJrWrGs/6Jy8OMuyj9ow==",
+      "license": "MIT"
+    },
+    "node_modules/etag": {
+      "version": "1.8.1",
+      "resolved": "https://registry.npmjs.org/etag/-/etag-1.8.1.tgz",
+      "integrity": "sha512-aIL5Fx7mawVa300al2BnEE4iNvo1qETxLrPI/o05L7z6go7fCw1J6EQmbK4FmJ2AS7kgVF/KEZWufBfdClMcPg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/eventsource": {
+      "version": "3.0.7",
+      "resolved": "https://registry.npmjs.org/eventsource/-/eventsource-3.0.7.tgz",
+      "integrity": "sha512-CRT1WTyuQoD771GW56XEZFQ/ZoSfWid1alKGDYMmkt2yl8UXrVR4pspqWNEcqKvVIzg6PAltWjxcSSPrboA4iA==",
+      "license": "MIT",
+      "dependencies": {
+        "eventsource-parser": "^3.0.1"
+      },
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/eventsource-parser": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/eventsource-parser/-/eventsource-parser-3.0.6.tgz",
+      "integrity": "sha512-Vo1ab+QXPzZ4tCa8SwIHJFaSzy4R6SHf7BY79rFBDf0idraZWAkYrDjDj8uWaSm3S2TK+hJ7/t1CEmZ7jXw+pg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/express": {
+      "version": "5.2.1",
+      "resolved": "https://registry.npmjs.org/express/-/express-5.2.1.tgz",
+      "integrity": "sha512-hIS4idWWai69NezIdRt2xFVofaF4j+6INOpJlVOLDO8zXGpUVEVzIYk12UUi2JzjEzWL3IOAxcTubgz9Po0yXw==",
+      "license": "MIT",
+      "dependencies": {
+        "accepts": "^2.0.0",
+        "body-parser": "^2.2.1",
+        "content-disposition": "^1.0.0",
+        "content-type": "^1.0.5",
+        "cookie": "^0.7.1",
+        "cookie-signature": "^1.2.1",
+        "debug": "^4.4.0",
+        "depd": "^2.0.0",
+        "encodeurl": "^2.0.0",
+        "escape-html": "^1.0.3",
+        "etag": "^1.8.1",
+        "finalhandler": "^2.1.0",
+        "fresh": "^2.0.0",
+        "http-errors": "^2.0.0",
+        "merge-descriptors": "^2.0.0",
+        "mime-types": "^3.0.0",
+        "on-finished": "^2.4.1",
+        "once": "^1.4.0",
+        "parseurl": "^1.3.3",
+        "proxy-addr": "^2.0.7",
+        "qs": "^6.14.0",
+        "range-parser": "^1.2.1",
+        "router": "^2.2.0",
+        "send": "^1.1.0",
+        "serve-static": "^2.2.0",
+        "statuses": "^2.0.1",
+        "type-is": "^2.0.1",
+        "vary": "^1.1.2"
+      },
+      "engines": {
+        "node": ">= 18"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/express-rate-limit": {
+      "version": "8.3.1",
+      "resolved": "https://registry.npmjs.org/express-rate-limit/-/express-rate-limit-8.3.1.tgz",
+      "integrity": "sha512-D1dKN+cmyPWuvB+G2SREQDzPY1agpBIcTa9sJxOPMCNeH3gwzhqJRDWCXW3gg0y//+LQ/8j52JbMROWyrKdMdw==",
+      "license": "MIT",
+      "dependencies": {
+        "ip-address": "10.1.0"
+      },
+      "engines": {
+        "node": ">= 16"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/express-rate-limit"
+      },
+      "peerDependencies": {
+        "express": ">= 4.11"
+      }
+    },
+    "node_modules/fast-deep-equal": {
+      "version": "3.1.3",
+      "resolved": "https://registry.npmjs.org/fast-deep-equal/-/fast-deep-equal-3.1.3.tgz",
+      "integrity": "sha512-f3qQ9oQy9j2AhBe/H9VC91wLmKBCCU/gDOnKNAYG5hswO7BLKj09Hc5HYNz9cGI++xlpDCIgDaitVs03ATR84Q==",
+      "license": "MIT"
+    },
+    "node_modules/fast-uri": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/fast-uri/-/fast-uri-3.1.0.tgz",
+      "integrity": "sha512-iPeeDKJSWf4IEOasVVrknXpaBV0IApz/gp7S2bb7Z4Lljbl2MGJRqInZiUrQwV16cpzw/D3S5j5Julj/gT52AA==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/fastify"
+        },
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/fastify"
+        }
+      ],
+      "license": "BSD-3-Clause"
+    },
+    "node_modules/finalhandler": {
+      "version": "2.1.1",
+      "resolved": "https://registry.npmjs.org/finalhandler/-/finalhandler-2.1.1.tgz",
+      "integrity": "sha512-S8KoZgRZN+a5rNwqTxlZZePjT/4cnm0ROV70LedRHZ0p8u9fRID0hJUZQpkKLzro8LfmC8sx23bY6tVNxv8pQA==",
+      "license": "MIT",
+      "dependencies": {
+        "debug": "^4.4.0",
+        "encodeurl": "^2.0.0",
+        "escape-html": "^1.0.3",
+        "on-finished": "^2.4.1",
+        "parseurl": "^1.3.3",
+        "statuses": "^2.0.1"
+      },
+      "engines": {
+        "node": ">= 18.0.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/forwarded": {
+      "version": "0.2.0",
+      "resolved": "https://registry.npmjs.org/forwarded/-/forwarded-0.2.0.tgz",
+      "integrity": "sha512-buRG0fpBtRHSTCOASe6hD258tEubFoRLb4ZNA6NxMVHNw2gOcwHo9wyablzMzOA5z9xA9L1KNjk/Nt6MT9aYow==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/fresh": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/fresh/-/fresh-2.0.0.tgz",
+      "integrity": "sha512-Rx/WycZ60HOaqLKAi6cHRKKI7zxWbJ31MhntmtwMoaTeF7XFH9hhBp8vITaMidfljRQ6eYWCKkaTK+ykVJHP2A==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/function-bind": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/function-bind/-/function-bind-1.1.2.tgz",
+      "integrity": "sha512-7XHNxH7qX9xG5mIwxkhumTox/MIRNcOgDrxWsMt2pAr23WHp6MrRlN7FBSFpCpr+oVO0F744iUgR82nJMfG2SA==",
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/get-intrinsic": {
+      "version": "1.3.0",
+      "resolved": "https://registry.npmjs.org/get-intrinsic/-/get-intrinsic-1.3.0.tgz",
+      "integrity": "sha512-9fSjSaos/fRIVIp+xSJlE6lfwhES7LNtKaCBIamHsjr2na1BiABJPo0mOjjz8GJDURarmCPGqaiVg5mfjb98CQ==",
+      "license": "MIT",
+      "dependencies": {
+        "call-bind-apply-helpers": "^1.0.2",
+        "es-define-property": "^1.0.1",
+        "es-errors": "^1.3.0",
+        "es-object-atoms": "^1.1.1",
+        "function-bind": "^1.1.2",
+        "get-proto": "^1.0.1",
+        "gopd": "^1.2.0",
+        "has-symbols": "^1.1.0",
+        "hasown": "^2.0.2",
+        "math-intrinsics": "^1.1.0"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/get-proto": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/get-proto/-/get-proto-1.0.1.tgz",
+      "integrity": "sha512-sTSfBjoXBp89JvIKIefqw7U2CCebsc74kiY6awiGogKtoSGbgjYE/G/+l9sF3MWFPNc9IcoOC4ODfKHfxFmp0g==",
+      "license": "MIT",
+      "dependencies": {
+        "dunder-proto": "^1.0.1",
+        "es-object-atoms": "^1.0.0"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      }
+    },
+    "node_modules/gopd": {
+      "version": "1.2.0",
+      "resolved": "https://registry.npmjs.org/gopd/-/gopd-1.2.0.tgz",
+      "integrity": "sha512-ZUKRh6/kUFoAiTAtTYPZJ3hw9wNxx+BIBOijnlG9PnrJsCcSjs1wyyD6vJpaYtgnzDrKYRSqf3OO6Rfa93xsRg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/has-symbols": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/has-symbols/-/has-symbols-1.1.0.tgz",
+      "integrity": "sha512-1cDNdwJ2Jaohmb3sg4OmKaMBwuC48sYni5HUw2DvsC8LjGTLK9h+eb1X6RyuOHe4hT0ULCW68iomhjUoKUqlPQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/hasown": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/hasown/-/hasown-2.0.2.tgz",
+      "integrity": "sha512-0hJU9SCPvmMzIBdZFqNPXWa6dqh7WdH0cII9y+CyS8rG3nL48Bclra9HmKhVVUHyPWNH5Y7xDwAB7bfgSjkUMQ==",
+      "license": "MIT",
+      "dependencies": {
+        "function-bind": "^1.1.2"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      }
+    },
+    "node_modules/hono": {
+      "version": "4.12.9",
+      "resolved": "https://registry.npmjs.org/hono/-/hono-4.12.9.tgz",
+      "integrity": "sha512-wy3T8Zm2bsEvxKZM5w21VdHDDcwVS1yUFFY6i8UobSsKfFceT7TOwhbhfKsDyx7tYQlmRM5FLpIuYvNFyjctiA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=16.9.0"
+      }
+    },
+    "node_modules/http-errors": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/http-errors/-/http-errors-2.0.1.tgz",
+      "integrity": "sha512-4FbRdAX+bSdmo4AUFuS0WNiPz8NgFt+r8ThgNWmlrjQjt1Q7ZR9+zTlce2859x4KSXrwIsaeTqDoKQmtP8pLmQ==",
+      "license": "MIT",
+      "dependencies": {
+        "depd": "~2.0.0",
+        "inherits": "~2.0.4",
+        "setprototypeof": "~1.2.0",
+        "statuses": "~2.0.2",
+        "toidentifier": "~1.0.1"
+      },
+      "engines": {
+        "node": ">= 0.8"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/iconv-lite": {
+      "version": "0.7.2",
+      "resolved": "https://registry.npmjs.org/iconv-lite/-/iconv-lite-0.7.2.tgz",
+      "integrity": "sha512-im9DjEDQ55s9fL4EYzOAv0yMqmMBSZp6G0VvFyTMPKWxiSBHUj9NW/qqLmXUwXrrM7AvqSlTCfvqRb0cM8yYqw==",
+      "license": "MIT",
+      "dependencies": {
+        "safer-buffer": ">= 2.1.2 < 3.0.0"
+      },
+      "engines": {
+        "node": ">=0.10.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/inherits": {
+      "version": "2.0.4",
+      "resolved": "https://registry.npmjs.org/inherits/-/inherits-2.0.4.tgz",
+      "integrity": "sha512-k/vGaX4/Yla3WzyMCvTQOXYeIHvqOKtnqBduzTHpzpQZzAskKMhZ2K+EnBiSM9zGSoIFeMpXKxa4dYeZIQqewQ==",
+      "license": "ISC"
+    },
+    "node_modules/ip-address": {
+      "version": "10.1.0",
+      "resolved": "https://registry.npmjs.org/ip-address/-/ip-address-10.1.0.tgz",
+      "integrity": "sha512-XXADHxXmvT9+CRxhXg56LJovE+bmWnEWB78LB83VZTprKTmaC5QfruXocxzTZ2Kl0DNwKuBdlIhjL8LeY8Sf8Q==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 12"
+      }
+    },
+    "node_modules/ipaddr.js": {
+      "version": "1.9.1",
+      "resolved": "https://registry.npmjs.org/ipaddr.js/-/ipaddr.js-1.9.1.tgz",
+      "integrity": "sha512-0KI/607xoxSToH7GjN1FfSbLoU0+btTicjsQSWQlh/hZykN8KpmMf7uYwPW3R+akZ6R/w18ZlXSHBYXiYUPO3g==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.10"
+      }
+    },
+    "node_modules/is-promise": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/is-promise/-/is-promise-4.0.0.tgz",
+      "integrity": "sha512-hvpoI6korhJMnej285dSg6nu1+e6uxs7zG3BYAm5byqDsgJNWwxzM6z6iZiAgQR4TJ30JmBTOwqZUw3WlyH3AQ==",
+      "license": "MIT"
+    },
+    "node_modules/isexe": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/isexe/-/isexe-2.0.0.tgz",
+      "integrity": "sha512-RHxMLp9lnKHGHRng9QFhRCMbYAcVpn69smSGcq3f36xjgVVWThj4qqLbTLlq7Ssj8B+fIQ1EuCEGI2lKsyQeIw==",
+      "license": "ISC"
+    },
+    "node_modules/jose": {
+      "version": "6.2.2",
+      "resolved": "https://registry.npmjs.org/jose/-/jose-6.2.2.tgz",
+      "integrity": "sha512-d7kPDd34KO/YnzaDOlikGpOurfF0ByC2sEV4cANCtdqLlTfBlw2p14O/5d/zv40gJPbIQxfES3nSx1/oYNyuZQ==",
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/panva"
+      }
+    },
+    "node_modules/json-schema-traverse": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/json-schema-traverse/-/json-schema-traverse-1.0.0.tgz",
+      "integrity": "sha512-NM8/P9n3XjXhIZn1lLhkFaACTOURQXjWhV4BA/RnOv8xvgqtqpAX9IO4mRQxSx1Rlo4tqzeqb0sOlruaOy3dug==",
+      "license": "MIT"
+    },
+    "node_modules/json-schema-typed": {
+      "version": "8.0.2",
+      "resolved": "https://registry.npmjs.org/json-schema-typed/-/json-schema-typed-8.0.2.tgz",
+      "integrity": "sha512-fQhoXdcvc3V28x7C7BMs4P5+kNlgUURe2jmUT1T//oBRMDrqy1QPelJimwZGo7Hg9VPV3EQV5Bnq4hbFy2vetA==",
+      "license": "BSD-2-Clause"
+    },
+    "node_modules/math-intrinsics": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/math-intrinsics/-/math-intrinsics-1.1.0.tgz",
+      "integrity": "sha512-/IXtbwEk5HTPyEwyKX6hGkYXxM9nbj64B+ilVJnC/R6B0pH5G4V3b0pVbL7DBj4tkhBAppbQUlf6F6Xl9LHu1g==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.4"
+      }
+    },
+    "node_modules/media-typer": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/media-typer/-/media-typer-1.1.0.tgz",
+      "integrity": "sha512-aisnrDP4GNe06UcKFnV5bfMNPBUw4jsLGaWwWfnH3v02GnBuXX2MCVn5RbrWo0j3pczUilYblq7fQ7Nw2t5XKw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/merge-descriptors": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/merge-descriptors/-/merge-descriptors-2.0.0.tgz",
+      "integrity": "sha512-Snk314V5ayFLhp3fkUREub6WtjBfPdCPY1Ln8/8munuLuiYhsABgBVWsozAG+MWMbVEvcdcpbi9R7ww22l9Q3g==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=18"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/mime-db": {
+      "version": "1.54.0",
+      "resolved": "https://registry.npmjs.org/mime-db/-/mime-db-1.54.0.tgz",
+      "integrity": "sha512-aU5EJuIN2WDemCcAp2vFBfp/m4EAhWJnUNSSw0ixs7/kXbd6Pg64EmwJkNdFhB8aWt1sH2CTXrLxo/iAGV3oPQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/mime-types": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/mime-types/-/mime-types-3.0.2.tgz",
+      "integrity": "sha512-Lbgzdk0h4juoQ9fCKXW4by0UJqj+nOOrI9MJ1sSj4nI8aI2eo1qmvQEie4VD1glsS250n15LsWsYtCugiStS5A==",
+      "license": "MIT",
+      "dependencies": {
+        "mime-db": "^1.54.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/ms": {
+      "version": "2.1.3",
+      "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.3.tgz",
+      "integrity": "sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA==",
+      "license": "MIT"
+    },
+    "node_modules/negotiator": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/negotiator/-/negotiator-1.0.0.tgz",
+      "integrity": "sha512-8Ofs/AUQh8MaEcrlq5xOX0CQ9ypTF5dl78mjlMNfOK08fzpgTHQRQPBxcPlEtIw0yRpws+Zo/3r+5WRby7u3Gg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/object-assign": {
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/object-assign/-/object-assign-4.1.1.tgz",
+      "integrity": "sha512-rJgTQnkUnH1sFw8yT6VSU3zD3sWmu6sZhIseY8VX+GRu3P6F7Fu+JNDoXfklElbLJSnc3FUQHVe4cU5hj+BcUg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/object-inspect": {
+      "version": "1.13.4",
+      "resolved": "https://registry.npmjs.org/object-inspect/-/object-inspect-1.13.4.tgz",
+      "integrity": "sha512-W67iLl4J2EXEGTbfeHCffrjDfitvLANg0UlX3wFUUSTx92KXRFegMHUVgSqE+wvhAbi4WqjGg9czysTV2Epbew==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/on-finished": {
+      "version": "2.4.1",
+      "resolved": "https://registry.npmjs.org/on-finished/-/on-finished-2.4.1.tgz",
+      "integrity": "sha512-oVlzkg3ENAhCk2zdv7IJwd/QUD4z2RxRwpkcGY8psCVcCYZNq4wYnVWALHM+brtuJjePWiYF/ClmuDr8Ch5+kg==",
+      "license": "MIT",
+      "dependencies": {
+        "ee-first": "1.1.1"
+      },
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/once": {
+      "version": "1.4.0",
+      "resolved": "https://registry.npmjs.org/once/-/once-1.4.0.tgz",
+      "integrity": "sha512-lNaJgI+2Q5URQBkccEKHTQOPaXdUxnZZElQTZY0MFUAuaEqe1E+Nyvgdz/aIyNi6Z9MzO5dv1H8n58/GELp3+w==",
+      "license": "ISC",
+      "dependencies": {
+        "wrappy": "1"
+      }
+    },
+    "node_modules/parseurl": {
+      "version": "1.3.3",
+      "resolved": "https://registry.npmjs.org/parseurl/-/parseurl-1.3.3.tgz",
+      "integrity": "sha512-CiyeOxFT/JZyN5m0z9PfXw4SCBJ6Sygz1Dpl0wqjlhDEGGBP1GnsUVEL0p63hoG1fcj3fHynXi9NYO4nWOL+qQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/path-key": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/path-key/-/path-key-3.1.1.tgz",
+      "integrity": "sha512-ojmeN0qd+y0jszEtoY48r0Peq5dwMEkIlCOu6Q5f41lfkswXuKtYrhgoTpLnyIcHm24Uhqx+5Tqm2InSwLhE6Q==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/path-to-regexp": {
+      "version": "8.4.0",
+      "resolved": "https://registry.npmjs.org/path-to-regexp/-/path-to-regexp-8.4.0.tgz",
+      "integrity": "sha512-PuseHIvAnz3bjrM2rGJtSgo1zjgxapTLZ7x2pjhzWwlp4SJQgK3f3iZIQwkpEnBaKz6seKBADpM4B4ySkuYypg==",
+      "license": "MIT",
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/pkce-challenge": {
+      "version": "5.0.1",
+      "resolved": "https://registry.npmjs.org/pkce-challenge/-/pkce-challenge-5.0.1.tgz",
+      "integrity": "sha512-wQ0b/W4Fr01qtpHlqSqspcj3EhBvimsdh0KlHhH8HRZnMsEa0ea2fTULOXOS9ccQr3om+GcGRk4e+isrZWV8qQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=16.20.0"
+      }
+    },
+    "node_modules/proxy-addr": {
+      "version": "2.0.7",
+      "resolved": "https://registry.npmjs.org/proxy-addr/-/proxy-addr-2.0.7.tgz",
+      "integrity": "sha512-llQsMLSUDUPT44jdrU/O37qlnifitDP+ZwrmmZcoSKyLKvtZxpyV0n2/bD/N4tBAAZ/gJEdZU7KMraoK1+XYAg==",
+      "license": "MIT",
+      "dependencies": {
+        "forwarded": "0.2.0",
+        "ipaddr.js": "1.9.1"
+      },
+      "engines": {
+        "node": ">= 0.10"
+      }
+    },
+    "node_modules/qs": {
+      "version": "6.15.0",
+      "resolved": "https://registry.npmjs.org/qs/-/qs-6.15.0.tgz",
+      "integrity": "sha512-mAZTtNCeetKMH+pSjrb76NAM8V9a05I9aBZOHztWy/UqcJdQYNsf59vrRKWnojAT9Y+GbIvoTBC++CPHqpDBhQ==",
+      "license": "BSD-3-Clause",
+      "dependencies": {
+        "side-channel": "^1.1.0"
+      },
+      "engines": {
+        "node": ">=0.6"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/range-parser": {
+      "version": "1.2.1",
+      "resolved": "https://registry.npmjs.org/range-parser/-/range-parser-1.2.1.tgz",
+      "integrity": "sha512-Hrgsx+orqoygnmhFbKaHE6c296J+HTAQXoxEF6gNupROmmGJRoyzfG3ccAveqCBrwr/2yxQ5BVd/GTl5agOwSg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/raw-body": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/raw-body/-/raw-body-3.0.2.tgz",
+      "integrity": "sha512-K5zQjDllxWkf7Z5xJdV0/B0WTNqx6vxG70zJE4N0kBs4LovmEYWJzQGxC9bS9RAKu3bgM40lrd5zoLJ12MQ5BA==",
+      "license": "MIT",
+      "dependencies": {
+        "bytes": "~3.1.2",
+        "http-errors": "~2.0.1",
+        "iconv-lite": "~0.7.0",
+        "unpipe": "~1.0.0"
+      },
+      "engines": {
+        "node": ">= 0.10"
+      }
+    },
+    "node_modules/require-from-string": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/require-from-string/-/require-from-string-2.0.2.tgz",
+      "integrity": "sha512-Xf0nWe6RseziFMu+Ap9biiUbmplq6S9/p+7w7YXP/JBHhrUDDUhwa+vANyubuqfZWTveU//DYVGsDG7RKL/vEw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/router": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/router/-/router-2.2.0.tgz",
+      "integrity": "sha512-nLTrUKm2UyiL7rlhapu/Zl45FwNgkZGaCpZbIHajDYgwlJCOzLSk+cIPAnsEqV955GjILJnKbdQC1nVPz+gAYQ==",
+      "license": "MIT",
+      "dependencies": {
+        "debug": "^4.4.0",
+        "depd": "^2.0.0",
+        "is-promise": "^4.0.0",
+        "parseurl": "^1.3.3",
+        "path-to-regexp": "^8.0.0"
+      },
+      "engines": {
+        "node": ">= 18"
+      }
+    },
+    "node_modules/safer-buffer": {
+      "version": "2.1.2",
+      "resolved": "https://registry.npmjs.org/safer-buffer/-/safer-buffer-2.1.2.tgz",
+      "integrity": "sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg==",
+      "license": "MIT"
+    },
+    "node_modules/send": {
+      "version": "1.2.1",
+      "resolved": "https://registry.npmjs.org/send/-/send-1.2.1.tgz",
+      "integrity": "sha512-1gnZf7DFcoIcajTjTwjwuDjzuz4PPcY2StKPlsGAQ1+YH20IRVrBaXSWmdjowTJ6u8Rc01PoYOGHXfP1mYcZNQ==",
+      "license": "MIT",
+      "dependencies": {
+        "debug": "^4.4.3",
+        "encodeurl": "^2.0.0",
+        "escape-html": "^1.0.3",
+        "etag": "^1.8.1",
+        "fresh": "^2.0.0",
+        "http-errors": "^2.0.1",
+        "mime-types": "^3.0.2",
+        "ms": "^2.1.3",
+        "on-finished": "^2.4.1",
+        "range-parser": "^1.2.1",
+        "statuses": "^2.0.2"
+      },
+      "engines": {
+        "node": ">= 18"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/serve-static": {
+      "version": "2.2.1",
+      "resolved": "https://registry.npmjs.org/serve-static/-/serve-static-2.2.1.tgz",
+      "integrity": "sha512-xRXBn0pPqQTVQiC8wyQrKs2MOlX24zQ0POGaj0kultvoOCstBQM5yvOhAVSUwOMjQtTvsPWoNCHfPGwaaQJhTw==",
+      "license": "MIT",
+      "dependencies": {
+        "encodeurl": "^2.0.0",
+        "escape-html": "^1.0.3",
+        "parseurl": "^1.3.3",
+        "send": "^1.2.0"
+      },
+      "engines": {
+        "node": ">= 18"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/setprototypeof": {
+      "version": "1.2.0",
+      "resolved": "https://registry.npmjs.org/setprototypeof/-/setprototypeof-1.2.0.tgz",
+      "integrity": "sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==",
+      "license": "ISC"
+    },
+    "node_modules/shebang-command": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz",
+      "integrity": "sha512-kHxr2zZpYtdmrN1qDjrrX/Z1rR1kG8Dx+gkpK1G4eXmvXswmcE1hTWBWYUzlraYw1/yZp6YuDY77YtvbN0dmDA==",
+      "license": "MIT",
+      "dependencies": {
+        "shebang-regex": "^3.0.0"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/shebang-regex": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/shebang-regex/-/shebang-regex-3.0.0.tgz",
+      "integrity": "sha512-7++dFhtcx3353uBaq8DDR4NuxBetBzC7ZQOhmTQInHEd6bSrXdiEyzCvG07Z44UYdLShWUyXt5M/yhz8ekcb1A==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/side-channel": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/side-channel/-/side-channel-1.1.0.tgz",
+      "integrity": "sha512-ZX99e6tRweoUXqR+VBrslhda51Nh5MTQwou5tnUDgbtyM0dBgmhEDtWGP/xbKn6hqfPRHujUNwz5fy/wbbhnpw==",
+      "license": "MIT",
+      "dependencies": {
+        "es-errors": "^1.3.0",
+        "object-inspect": "^1.13.3",
+        "side-channel-list": "^1.0.0",
+        "side-channel-map": "^1.0.1",
+        "side-channel-weakmap": "^1.0.2"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/side-channel-list": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/side-channel-list/-/side-channel-list-1.0.0.tgz",
+      "integrity": "sha512-FCLHtRD/gnpCiCHEiJLOwdmFP+wzCmDEkc9y7NsYxeF4u7Btsn1ZuwgwJGxImImHicJArLP4R0yX4c2KCrMrTA==",
+      "license": "MIT",
+      "dependencies": {
+        "es-errors": "^1.3.0",
+        "object-inspect": "^1.13.3"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/side-channel-map": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/side-channel-map/-/side-channel-map-1.0.1.tgz",
+      "integrity": "sha512-VCjCNfgMsby3tTdo02nbjtM/ewra6jPHmpThenkTYh8pG9ucZ/1P8So4u4FGBek/BjpOVsDCMoLA/iuBKIFXRA==",
+      "license": "MIT",
+      "dependencies": {
+        "call-bound": "^1.0.2",
+        "es-errors": "^1.3.0",
+        "get-intrinsic": "^1.2.5",
+        "object-inspect": "^1.13.3"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/side-channel-weakmap": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/side-channel-weakmap/-/side-channel-weakmap-1.0.2.tgz",
+      "integrity": "sha512-WPS/HvHQTYnHisLo9McqBHOJk2FkHO/tlpvldyrnem4aeQp4hai3gythswg6p01oSoTl58rcpiFAjF2br2Ak2A==",
+      "license": "MIT",
+      "dependencies": {
+        "call-bound": "^1.0.2",
+        "es-errors": "^1.3.0",
+        "get-intrinsic": "^1.2.5",
+        "object-inspect": "^1.13.3",
+        "side-channel-map": "^1.0.1"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/statuses": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/statuses/-/statuses-2.0.2.tgz",
+      "integrity": "sha512-DvEy55V3DB7uknRo+4iOGT5fP1slR8wQohVdknigZPMpMstaKJQWhwiYBACJE3Ul2pTnATihhBYnRhZQHGBiRw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/toidentifier": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/toidentifier/-/toidentifier-1.0.1.tgz",
+      "integrity": "sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.6"
+      }
+    },
+    "node_modules/type-is": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/type-is/-/type-is-2.0.1.tgz",
+      "integrity": "sha512-OZs6gsjF4vMp32qrCbiVSkrFmXtG/AZhY3t0iAMrMBiAZyV9oALtXO8hsrHbMXF9x6L3grlFuwW2oAz7cav+Gw==",
+      "license": "MIT",
+      "dependencies": {
+        "content-type": "^1.0.5",
+        "media-typer": "^1.1.0",
+        "mime-types": "^3.0.0"
+      },
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
+    "node_modules/unpipe": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz",
+      "integrity": "sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/vary": {
+      "version": "1.1.2",
+      "resolved": "https://registry.npmjs.org/vary/-/vary-1.1.2.tgz",
+      "integrity": "sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
+    "node_modules/which": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
+      "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
+      "license": "ISC",
+      "dependencies": {
+        "isexe": "^2.0.0"
+      },
+      "bin": {
+        "node-which": "bin/node-which"
+      },
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/wrappy": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
+      "license": "ISC"
+    },
+    "node_modules/zod": {
+      "version": "4.3.6",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-4.3.6.tgz",
+      "integrity": "sha512-rftlrkhHZOcjDwkGlnUtZZkvaPHCsDATp4pGpuOOMDaTdDDXF91wuVDJoWoPsKX/3YPQ5fHuF3STjcYyKr+Qhg==",
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zod-to-json-schema": {
+      "version": "3.25.2",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.2.tgz",
+      "integrity": "sha512-O/PgfnpT1xKSDeQYSCfRI5Gy3hPf91mKVDuYLUHZJMiDFptvP41MSnWofm8dnCm0256ZNfZIM7DSzuSMAFnjHA==",
+      "license": "ISC",
+      "peerDependencies": {
+        "zod": "^3.25.28 || ^4"
+      }
+    }
+  }
+}
diff --git a/mcp-server/package.json b/mcp-server/package.json
new file mode 100644
index 0000000..77466b0
--- /dev/null
+++ b/mcp-server/package.json
@@ -0,0 +1,16 @@
+{
+  "name": "termi-mcp-server",
+  "private": true,
+  "version": "0.1.0",
+  "type": "module",
+  "engines": {
+    "node": ">=22.12.0"
+  },
+  "scripts": {
+    "start": "node server.js"
+  },
+  "dependencies": {
+    "@modelcontextprotocol/sdk": "^1.28.0",
+    "zod": "^4.3.6"
+  }
+}
diff --git a/mcp-server/server.js b/mcp-server/server.js
new file mode 100644
index 0000000..8a259e5
--- /dev/null
+++ b/mcp-server/server.js
@@ -0,0 +1,518 @@
+import { McpServer } from '@modelcontextprotocol/sdk/server/mcp.js';
+import { StreamableHTTPServerTransport } from '@modelcontextprotocol/sdk/server/streamableHttp.js';
+import { createMcpExpressApp } from '@modelcontextprotocol/sdk/server/express.js';
+import * as z from 'zod/v4';
+
+const DEFAULT_PORT = 5151;
+const DEFAULT_HOST = '127.0.0.1';
+const DEFAULT_BACKEND_API_BASE = 'http://127.0.0.1:5150/api';
+const DEFAULT_API_KEY = 'termi-mcp-local-dev-key';
+
+const HOST = process.env.TERMI_MCP_HOST || DEFAULT_HOST;
+const PORT = Number.parseInt(process.env.TERMI_MCP_PORT || `${DEFAULT_PORT}`, 10);
+const API_BASE = (process.env.TERMI_BACKEND_API_BASE || DEFAULT_BACKEND_API_BASE).replace(/\/+$/, '');
+const API_KEY = process.env.TERMI_MCP_API_KEY || DEFAULT_API_KEY;
+
+function unauthorizedResponse(res) {
+  res.status(401).json({
+    error: 'Unauthorized',
+    message: 'Missing or invalid MCP API key'
+  });
+}
+
+function verifyApiKey(req, res, next) {
+  const authorization = req.headers.authorization;
+  const bearerToken = typeof authorization === 'string' && authorization.startsWith('Bearer ')
+    ? authorization.slice('Bearer '.length).trim()
+    : null;
+  const xApiKey = typeof req.headers['x-api-key'] === 'string' ? req.headers['x-api-key'].trim() : null;
+  const token = bearerToken || xApiKey;
+
+  if (!token || token !== API_KEY) {
+    unauthorizedResponse(res);
+    return;
+  }
+
+  next();
+}
+
+async function readBackendResponse(response) {
+  const rawText = await response.text();
+
+  if (!rawText) {
+    if (response.ok) {
+      return null;
+    }
+
+    throw new Error(`Backend request failed with status ${response.status}`);
+  }
+
+  try {
+    const parsed = JSON.parse(rawText);
+    if (!response.ok) {
+      const message = parsed.description || parsed.error || parsed.message || rawText;
+      throw new Error(message);
+    }
+    return parsed;
+  } catch (error) {
+    if (!response.ok) {
+      throw new Error(rawText);
+    }
+
+    if (error instanceof SyntaxError) {
+      return rawText;
+    }
+
+    throw error;
+  }
+}
+
+async function requestBackend(method, path, body) {
+  const response = await fetch(`${API_BASE}${path}`, {
+    method,
+    headers: {
+      Accept: 'application/json',
+      ...(body ? { 'Content-Type': 'application/json' } : {})
+    },
+    body: body ? JSON.stringify(body) : undefined
+  });
+
+  return readBackendResponse(response);
+}
+
+function createToolResult(title, data) {
+  const text = typeof data === 'string' ? data : JSON.stringify(data, null, 2);
+  const structuredContent = typeof data === 'string'
+    ? { text: data }
+    : Array.isArray(data)
+      ? { items: data }
+      : data;
+
+  return {
+    content: [
+      {
+        type: 'text',
+        text: `${title}\n${text}`
+      }
+    ],
+    structuredContent
+  };
+}
+
+function buildPostsQuery(args) {
+  const query = new URLSearchParams();
+  const pairs = [
+    ['slug', args.slug],
+    ['category', args.category],
+    ['tag', args.tag],
+    ['search', args.search],
+    ['type', args.postType]
+  ];
+
+  for (const [key, value] of pairs) {
+    if (typeof value === 'string' && value.trim()) {
+      query.set(key, value.trim());
+    }
+  }
+
+  if (typeof args.pinned === 'boolean') {
+    query.set('pinned', `${args.pinned}`);
+  }
+
+  const serialized = query.toString();
+  return serialized ? `?${serialized}` : '';
+}
+
+function getServer() {
+  const server = new McpServer(
+    {
+      name: 'termi-blog-mcp',
+      version: '0.1.0'
+    },
+    {
+      capabilities: {
+        logging: {}
+      }
+    }
+  );
+
+  server.registerTool(
+    'posts_list',
+    {
+      title: 'List Posts',
+      description: '列出博客文章，可按 slug、分类、标签、搜索词和类型过滤。',
+      inputSchema: {
+        slug: z.string().optional(),
+        category: z.string().optional(),
+        tag: z.string().optional(),
+        search: z.string().optional(),
+        postType: z.string().optional(),
+        pinned: z.boolean().optional()
+      }
+    },
+    async (args) => {
+      const data = await requestBackend('GET', `/posts${buildPostsQuery(args)}`);
+      return createToolResult('Posts list', data);
+    }
+  );
+
+  server.registerTool(
+    'post_get',
+    {
+      title: 'Get Post',
+      description: '按文章 slug 获取结构化文章信息。',
+      inputSchema: {
+        slug: z.string().min(1)
+      }
+    },
+    async ({ slug }) => {
+      const data = await requestBackend('GET', `/posts/slug/${encodeURIComponent(slug)}`);
+      return createToolResult(`Post ${slug}`, data);
+    }
+  );
+
+  server.registerTool(
+    'post_get_markdown',
+    {
+      title: 'Get Post Markdown',
+      description: '读取文章对应的 Markdown 文件内容和路径。',
+      inputSchema: {
+        slug: z.string().min(1)
+      }
+    },
+    async ({ slug }) => {
+      const data = await requestBackend(
+        'GET',
+        `/posts/slug/${encodeURIComponent(slug)}/markdown`
+      );
+      return createToolResult(`Post markdown ${slug}`, data);
+    }
+  );
+
+  server.registerTool(
+    'post_create_markdown',
+    {
+      title: 'Create Markdown Post',
+      description: '创建新的 Markdown 文章文件，并同步到博客数据库。',
+      inputSchema: {
+        title: z.string().min(1),
+        slug: z.string().optional(),
+        description: z.string().optional(),
+        content: z.string().optional(),
+        category: z.string().optional(),
+        tags: z.array(z.string()).optional(),
+        postType: z.string().optional(),
+        image: z.string().optional(),
+        pinned: z.boolean().optional(),
+        published: z.boolean().optional()
+      }
+    },
+    async (args) => {
+      const data = await requestBackend('POST', '/posts/markdown', args);
+      return createToolResult('Created markdown post', data);
+    }
+  );
+
+  server.registerTool(
+    'post_update_markdown',
+    {
+      title: 'Update Post Markdown',
+      description: '直接更新文章 Markdown 文件内容，适合 frontmatter 或正文整体重写。',
+      inputSchema: {
+        slug: z.string().min(1),
+        markdown: z.string().min(1)
+      }
+    },
+    async ({ slug, markdown }) => {
+      const data = await requestBackend(
+        'PUT',
+        `/posts/slug/${encodeURIComponent(slug)}/markdown`,
+        { markdown }
+      );
+      return createToolResult(`Updated markdown ${slug}`, data);
+    }
+  );
+
+  server.registerTool(
+    'post_delete_markdown',
+    {
+      title: 'Delete Post Markdown',
+      description: '删除文章 Markdown 文件，并同步删除数据库中的文章记录。',
+      inputSchema: {
+        slug: z.string().min(1)
+      }
+    },
+    async ({ slug }) => {
+      const data = await requestBackend(
+        'DELETE',
+        `/posts/slug/${encodeURIComponent(slug)}/markdown`
+      );
+      return createToolResult(`Deleted markdown ${slug}`, data);
+    }
+  );
+
+  server.registerTool(
+    'categories_list',
+    {
+      title: 'List Categories',
+      description: '列出所有分类和文章数量。',
+      inputSchema: {}
+    },
+    async () => {
+      const data = await requestBackend('GET', '/categories');
+      return createToolResult('Categories list', data);
+    }
+  );
+
+  server.registerTool(
+    'category_create',
+    {
+      title: 'Create Category',
+      description: '创建新的分类。',
+      inputSchema: {
+        name: z.string().min(1),
+        slug: z.string().optional()
+      }
+    },
+    async (args) => {
+      const data = await requestBackend('POST', '/categories', args);
+      return createToolResult('Created category', data);
+    }
+  );
+
+  server.registerTool(
+    'category_update',
+    {
+      title: 'Update Category',
+      description: '更新分类名称或 slug，并同步更新引用它的文章 frontmatter。',
+      inputSchema: {
+        id: z.number().int().positive(),
+        name: z.string().min(1),
+        slug: z.string().optional()
+      }
+    },
+    async ({ id, ...payload }) => {
+      const data = await requestBackend('PATCH', `/categories/${id}`, payload);
+      return createToolResult(`Updated category ${id}`, data);
+    }
+  );
+
+  server.registerTool(
+    'category_delete',
+    {
+      title: 'Delete Category',
+      description: '删除分类，并移除文章 frontmatter 中对该分类的引用。',
+      inputSchema: {
+        id: z.number().int().positive()
+      }
+    },
+    async ({ id }) => {
+      await requestBackend('DELETE', `/categories/${id}`);
+      return createToolResult(`Deleted category ${id}`, { id, deleted: true });
+    }
+  );
+
+  server.registerTool(
+    'tags_list',
+    {
+      title: 'List Tags',
+      description: '列出所有标签。',
+      inputSchema: {}
+    },
+    async () => {
+      const data = await requestBackend('GET', '/tags');
+      return createToolResult('Tags list', data);
+    }
+  );
+
+  server.registerTool(
+    'tag_create',
+    {
+      title: 'Create Tag',
+      description: '创建新的标签。',
+      inputSchema: {
+        name: z.string().min(1),
+        slug: z.string().min(1)
+      }
+    },
+    async (args) => {
+      const data = await requestBackend('POST', '/tags', args);
+      return createToolResult('Created tag', data);
+    }
+  );
+
+  server.registerTool(
+    'tag_update',
+    {
+      title: 'Update Tag',
+      description: '更新标签名称或 slug，并同步更新文章 frontmatter 里的标签。',
+      inputSchema: {
+        id: z.number().int().positive(),
+        name: z.string().min(1),
+        slug: z.string().min(1)
+      }
+    },
+    async ({ id, ...payload }) => {
+      const data = await requestBackend('PATCH', `/tags/${id}`, payload);
+      return createToolResult(`Updated tag ${id}`, data);
+    }
+  );
+
+  server.registerTool(
+    'tag_delete',
+    {
+      title: 'Delete Tag',
+      description: '删除标签，并从文章 frontmatter 中移除它。',
+      inputSchema: {
+        id: z.number().int().positive()
+      }
+    },
+    async ({ id }) => {
+      await requestBackend('DELETE', `/tags/${id}`);
+      return createToolResult(`Deleted tag ${id}`, { id, deleted: true });
+    }
+  );
+
+  server.registerTool(
+    'site_settings_get',
+    {
+      title: 'Get Site Settings',
+      description: '获取前台公开的站点设置。',
+      inputSchema: {}
+    },
+    async () => {
+      const data = await requestBackend('GET', '/site_settings');
+      return createToolResult('Site settings', data);
+    }
+  );
+
+  server.registerTool(
+    'site_settings_update',
+    {
+      title: 'Update Site Settings',
+      description: '更新站点设置，包括网站资料和 AI 开关等字段。',
+      inputSchema: {
+        siteName: z.string().optional(),
+        siteShortName: z.string().optional(),
+        siteUrl: z.string().optional(),
+        siteTitle: z.string().optional(),
+        siteDescription: z.string().optional(),
+        heroTitle: z.string().optional(),
+        heroSubtitle: z.string().optional(),
+        ownerName: z.string().optional(),
+        ownerTitle: z.string().optional(),
+        ownerBio: z.string().optional(),
+        ownerAvatarUrl: z.string().optional(),
+        socialGithub: z.string().optional(),
+        socialTwitter: z.string().optional(),
+        socialEmail: z.string().optional(),
+        location: z.string().optional(),
+        techStack: z.array(z.string()).optional(),
+        aiEnabled: z.boolean().optional(),
+        aiProvider: z.string().optional(),
+        aiApiBase: z.string().optional(),
+        aiApiKey: z.string().optional(),
+        aiChatModel: z.string().optional(),
+        aiSystemPrompt: z.string().optional(),
+        aiTopK: z.number().int().min(1).max(12).optional(),
+        aiChunkSize: z.number().int().min(400).max(4000).optional()
+      }
+    },
+    async (args) => {
+      const data = await requestBackend('PATCH', '/site_settings', args);
+      return createToolResult('Updated site settings', data);
+    }
+  );
+
+  server.registerTool(
+    'ai_reindex',
+    {
+      title: 'Rebuild AI Index',
+      description: '重建博客 AI 检索索引。',
+      inputSchema: {}
+    },
+    async () => {
+      const data = await requestBackend('POST', '/ai/reindex');
+      return createToolResult('AI index rebuilt', data);
+    }
+  );
+
+  return server;
+}
+
+const app = createMcpExpressApp({ host: HOST });
+app.use('/mcp', verifyApiKey);
+
+app.get('/health', (_req, res) => {
+  res.json({
+    ok: true,
+    name: 'termi-blog-mcp',
+    host: HOST,
+    port: PORT,
+    apiBase: API_BASE
+  });
+});
+
+app.post('/mcp', async (req, res) => {
+  const server = getServer();
+
+  try {
+    const transport = new StreamableHTTPServerTransport({
+      sessionIdGenerator: undefined
+    });
+
+    await server.connect(transport);
+    await transport.handleRequest(req, res, req.body);
+
+    res.on('close', () => {
+      transport.close().catch(() => {});
+      server.close().catch(() => {});
+    });
+  } catch (error) {
+    console.error('MCP request failed:', error);
+
+    if (!res.headersSent) {
+      res.status(500).json({
+        jsonrpc: '2.0',
+        error: {
+          code: -32603,
+          message: error instanceof Error ? error.message : 'Internal server error'
+        },
+        id: null
+      });
+    }
+  }
+});
+
+app.get('/mcp', (_req, res) => {
+  res.status(405).json({
+    jsonrpc: '2.0',
+    error: {
+      code: -32000,
+      message: 'Method not allowed.'
+    },
+    id: null
+  });
+});
+
+app.delete('/mcp', (_req, res) => {
+  res.status(405).json({
+    jsonrpc: '2.0',
+    error: {
+      code: -32000,
+      message: 'Method not allowed.'
+    },
+    id: null
+  });
+});
+
+app.listen(PORT, HOST, (error) => {
+  if (error) {
+    console.error('Failed to start Termi MCP server:', error);
+    process.exit(1);
+  }
+
+  console.log(`Termi MCP server listening on http://${HOST}:${PORT}/mcp`);
+  console.log(`Backend API base: ${API_BASE}`);
+  console.log(`Using API key: ${API_KEY}`);
+});
diff --git a/restart-services.ps1 b/restart-services.ps1
new file mode 100644
index 0000000..843bc07
--- /dev/null
+++ b/restart-services.ps1
@@ -0,0 +1,76 @@
+param(
+  [switch]$FrontendOnly,
+  [switch]$BackendOnly,
+  [switch]$McpOnly,
+  [switch]$WithMcp,
+  [string]$DatabaseUrl = "postgres://postgres:postgres%402025%21@10.0.0.2:5432/termi-api_development",
+  [string]$McpApiKey = "termi-mcp-local-dev-key",
+  [string]$BackendApiBase = "http://127.0.0.1:5150/api",
+  [int]$McpPort = 5151
+)
+
+$ErrorActionPreference = "Stop"
+
+$repoRoot = Split-Path -Parent $MyInvocation.MyCommand.Path
+$stopScript = Join-Path $repoRoot "stop-services.ps1"
+$devScript = Join-Path $repoRoot "dev.ps1"
+$frontendScript = Join-Path $repoRoot "start-frontend.ps1"
+$backendScript = Join-Path $repoRoot "start-backend.ps1"
+$mcpScript = Join-Path $repoRoot "start-mcp.ps1"
+
+if (@($FrontendOnly, $BackendOnly, $McpOnly).Where({ $_ }).Count -gt 1) {
+  throw "Use only one of -FrontendOnly, -BackendOnly, or -McpOnly."
+}
+
+Write-Host "[restart] Stopping target services first..." -ForegroundColor Cyan
+
+if ($FrontendOnly) {
+  & $stopScript -FrontendOnly
+}
+elseif ($BackendOnly) {
+  & $stopScript -BackendOnly
+}
+elseif ($McpOnly) {
+  & $stopScript -McpOnly
+}
+else {
+  & $stopScript -WithMcp:$WithMcp
+}
+
+Start-Sleep -Seconds 1
+
+if ($FrontendOnly) {
+  Start-Process powershell -ArgumentList @(
+    "-NoExit",
+    "-ExecutionPolicy", "Bypass",
+    "-File", $frontendScript
+  )
+  Write-Host "[restart] Frontend window restarted." -ForegroundColor Green
+  exit 0
+}
+
+if ($BackendOnly) {
+  Start-Process powershell -ArgumentList @(
+    "-NoExit",
+    "-ExecutionPolicy", "Bypass",
+    "-File", $backendScript,
+    "-DatabaseUrl", $DatabaseUrl
+  )
+  Write-Host "[restart] Backend window restarted." -ForegroundColor Green
+  exit 0
+}
+
+if ($McpOnly) {
+  Start-Process powershell -ArgumentList @(
+    "-NoExit",
+    "-ExecutionPolicy", "Bypass",
+    "-File", $mcpScript,
+    "-ApiKey", $McpApiKey,
+    "-BackendApiBase", $BackendApiBase,
+    "-Port", $McpPort
+  )
+  Write-Host "[restart] MCP window restarted." -ForegroundColor Green
+  exit 0
+}
+
+& $devScript -DatabaseUrl $DatabaseUrl -WithMcp:$WithMcp
diff --git a/start-mcp.ps1 b/start-mcp.ps1
new file mode 100644
index 0000000..e618735
--- /dev/null
+++ b/start-mcp.ps1
@@ -0,0 +1,41 @@
+param(
+  [switch]$Install,
+  [string]$ApiKey = "termi-mcp-local-dev-key",
+  [string]$BackendApiBase = "http://127.0.0.1:5150/api",
+  [int]$Port = 5151
+)
+
+$ErrorActionPreference = "Stop"
+
+$repoRoot = Split-Path -Parent $MyInvocation.MyCommand.Path
+$mcpDir = Join-Path $repoRoot "mcp-server"
+
+if (-not (Test-Path $mcpDir)) {
+  throw "MCP server directory not found: $mcpDir"
+}
+
+Push-Location $mcpDir
+
+try {
+  if ($Install -or -not (Test-Path (Join-Path $mcpDir "node_modules"))) {
+    Write-Host "[mcp] Installing dependencies..." -ForegroundColor Cyan
+    npm install
+    if ($LASTEXITCODE -ne 0) {
+      throw "npm install failed"
+    }
+  }
+
+  $env:TERMI_MCP_API_KEY = $ApiKey
+  $env:TERMI_BACKEND_API_BASE = $BackendApiBase
+  $env:TERMI_MCP_PORT = "$Port"
+
+  Write-Host "[mcp] Backend API base set to $BackendApiBase" -ForegroundColor Cyan
+  Write-Host "[mcp] Starting MCP server on port $Port..." -ForegroundColor Green
+  npm run start
+  if ($LASTEXITCODE -ne 0) {
+    throw "npm run start failed"
+  }
+}
+finally {
+  Pop-Location
+}
diff --git a/stop-services.ps1 b/stop-services.ps1
new file mode 100644
index 0000000..65e1a49
--- /dev/null
+++ b/stop-services.ps1
@@ -0,0 +1,106 @@
+param(
+  [switch]$FrontendOnly,
+  [switch]$BackendOnly,
+  [switch]$McpOnly,
+  [switch]$WithMcp
+)
+
+$ErrorActionPreference = "Stop"
+
+$repoRoot = Split-Path -Parent $MyInvocation.MyCommand.Path
+
+if (@($FrontendOnly, $BackendOnly, $McpOnly).Where({ $_ }).Count -gt 1) {
+  throw "Use only one of -FrontendOnly, -BackendOnly, or -McpOnly."
+}
+
+function Stop-RepoShells {
+  param(
+    [string]$ScriptName
+  )
+
+  $shells = Get-CimInstance Win32_Process | Where-Object {
+    ($_.Name -in @("powershell.exe", "pwsh.exe")) -and
+    $_.CommandLine -and
+    $_.CommandLine.Contains($repoRoot) -and
+    $_.CommandLine.Contains($ScriptName)
+  }
+
+  foreach ($shell in $shells) {
+    try {
+      Stop-Process -Id $shell.ProcessId -Force -ErrorAction Stop
+      Write-Host "[stop] Closed shell for $ScriptName (PID $($shell.ProcessId))." -ForegroundColor Yellow
+    }
+    catch {
+      Write-Warning "[stop] Failed to close shell for $ScriptName (PID $($shell.ProcessId)): $($_.Exception.Message)"
+    }
+  }
+}
+
+function Stop-PortOwner {
+  param(
+    [int]$Port,
+    [string]$Label
+  )
+
+  $connections = Get-NetTCPConnection -LocalPort $Port -ErrorAction SilentlyContinue |
+    Select-Object -ExpandProperty OwningProcess -Unique
+
+  if (-not $connections) {
+    Write-Host "[stop] No process is listening on port $Port ($Label)." -ForegroundColor DarkGray
+    return
+  }
+
+  foreach ($processId in $connections) {
+    if ($processId -le 0 -or $processId -eq $PID) {
+      continue
+    }
+
+    try {
+      Stop-Process -Id $processId -Force -ErrorAction Stop
+      Write-Host "[stop] Stopped $Label on port $Port (PID $processId)." -ForegroundColor Yellow
+    }
+    catch {
+      Write-Warning "[stop] Failed to stop $Label on port $Port (PID $processId): $($_.Exception.Message)"
+    }
+  }
+}
+
+function Stop-Frontend {
+  Stop-RepoShells -ScriptName "start-frontend.ps1"
+  Stop-PortOwner -Port 4321 -Label "frontend"
+}
+
+function Stop-Backend {
+  Stop-RepoShells -ScriptName "start-backend.ps1"
+  Stop-PortOwner -Port 5150 -Label "backend"
+}
+
+function Stop-Mcp {
+  Stop-RepoShells -ScriptName "start-mcp.ps1"
+  Stop-PortOwner -Port 5151 -Label "MCP"
+}
+
+if ($FrontendOnly) {
+  Stop-Frontend
+  exit 0
+}
+
+if ($BackendOnly) {
+  Stop-Backend
+  exit 0
+}
+
+if ($McpOnly) {
+  Stop-Mcp
+  exit 0
+}
+
+Write-Host "[stop] Stopping frontend and backend services..." -ForegroundColor Cyan
+Stop-Frontend
+Stop-Backend
+
+if ($WithMcp) {
+  Stop-Mcp
+}
+
+Write-Host "[stop] Requested services have been stopped." -ForegroundColor Green