diff --git a/.claude/skills/scaffold/SKILL.md b/.claude/skills/scaffold/SKILL.md
index b464cee39..22b771b10 100644
--- a/.claude/skills/scaffold/SKILL.md
+++ b/.claude/skills/scaffold/SKILL.md
@@ -69,6 +69,15 @@ Based on the established integration pattern (Jira, CodeRabbit, Google Drive), g
 |------|---------|
 | `components/manifests/base/core/flags.json` | Add `integration.{provider}.enabled` |
 
+### Documentation
+
+| File | Purpose | Template |
+|------|---------|----------|
+| `docs/src/content/docs/concepts/integrations.md` | Add setup section | Follow Jira or CodeRabbit sections |
+| `docs/astro.config.mjs` | Add sidebar entry if new page | Only for complex integrations |
+
+Add a section to the integrations page with: what the integration enables, numbered setup steps, and prerequisites. Complex integrations (like CodeRabbit) get their own page under `docs/src/content/docs/features/`.
+
 ### Checklist
 
 After scaffolding, verify:
@@ -80,6 +89,8 @@ After scaffolding, verify:
 - [ ] Feature flag gates the integration card
 - [ ] Tests mock the feature flag hook
 - [ ] Runner credential fetch is added to `populate_runtime_credentials()`
+- [ ] Integration documented on the integrations page
+- [ ] Troubleshooting table updated with common failure modes
 
 ## Endpoint Scaffold
 
diff --git a/components/runners/ambient-runner/pyproject.toml b/components/runners/ambient-runner/pyproject.toml
index ebccef560..0f4db8669 100644
--- a/components/runners/ambient-runner/pyproject.toml
+++ b/components/runners/ambient-runner/pyproject.toml
@@ -15,7 +15,7 @@ dependencies = [
   "pydantic>=2.12.5",
   "aiohttp>=3.13.4",
   "requests>=2.33.0",
-  "pyjwt>=2.11.0",
+  "pyjwt>=2.12.0",
 ]
 
 [project.optional-dependencies]
@@ -55,6 +55,14 @@ asyncio_mode = "auto"
 py-modules = ["main"]
 packages = ["ag_ui_claude_sdk", "ag_ui_gemini_cli", "ambient_runner", "ambient_runner.endpoints", "ambient_runner.middleware", "ambient_runner.platform", "ambient_runner.bridges", "ambient_runner.bridges.claude", "ambient_runner.bridges.langgraph", "ambient_runner.bridges.gemini_cli"]
 
+[tool.uv]
+constraint-dependencies = [
+  "pygments>=2.20.0",
+]
+override-dependencies = [
+  "fastmcp>=3.2.0",
+]
+
 [build-system]
 requires = ["setuptools>=61.0"]
 build-backend = "setuptools.build_meta"
diff --git a/components/runners/ambient-runner/uv.lock b/components/runners/ambient-runner/uv.lock
index 2c650a434..387226bad 100644
--- a/components/runners/ambient-runner/uv.lock
+++ b/components/runners/ambient-runner/uv.lock
@@ -7,6 +7,10 @@ resolution-markers = [
     "python_full_version < '3.13'",
 ]
 
+[manifest]
+constraints = [{ name = "pygments", specifier = ">=2.20.0" }]
+overrides = [{ name = "fastmcp", specifier = ">=3.2.0" }]
+
 [[package]]
 name = "ag-ui-protocol"
 version = "0.1.13"
@@ -19,6 +23,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cd/9f/b833c1ab1999da35ebad54841ae85d2c2764c931da9a6f52d8541b6901b2/ag_ui_protocol-0.1.13-py3-none-any.whl", hash = "sha256:1393fa894c1e8416efe184168a50689e760d05b32f4646eebb8ff423dddf8e8f", size = 8053, upload-time = "2026-02-19T18:40:37.27Z" },
 ]
 
+[[package]]
+name = "aiofile"
+version = "3.9.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "caio" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/67/e2/d7cb819de8df6b5c1968a2756c3cb4122d4fa2b8fc768b53b7c9e5edb646/aiofile-3.9.0.tar.gz", hash = "sha256:e5ad718bb148b265b6df1b3752c4d1d83024b93da9bd599df74b9d9ffcf7919b", size = 17943, upload-time = "2024-10-08T10:39:35.846Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/50/25/da1f0b4dd970e52bf5a36c204c107e11a0c6d3ed195eba0bfbc664c312b2/aiofile-3.9.0-py3-none-any.whl", hash = "sha256:ce2f6c1571538cbdfa0143b04e16b208ecb0e9cb4148e528af8a640ed51cc8aa", size = 19539, upload-time = "2024-10-08T10:39:32.955Z" },
+]
+
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
@@ -201,7 +217,7 @@ requires-dist = [
     { name = "mlflow", extras = ["kubernetes"], marker = "extra == 'mlflow-observability'", specifier = ">=3.11.0" },
     { name = "opentelemetry-exporter-otlp", marker = "extra == 'mlflow-observability'", specifier = ">=1.40.0" },
     { name = "pydantic", specifier = ">=2.12.5" },
-    { name = "pyjwt", specifier = ">=2.11.0" },
+    { name = "pyjwt", specifier = ">=2.12.0" },
     { name = "requests", specifier = ">=2.33.0" },
     { name = "uvicorn", extras = ["standard"], specifier = ">=0.41.0" },
 ]
@@ -393,6 +409,27 @@ wheels = [
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 ]
 
+[[package]]
+name = "caio"
+version = "0.9.25"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/92/88/b8527e1b00c1811db339a1df8bd1ae49d146fcea9d6a5c40e3a80aaeb38d/caio-0.9.25.tar.gz", hash = "sha256:16498e7f81d1d0f5a4c0ad3f2540e65fe25691376e0a5bd367f558067113ed10", size = 26781, upload-time = "2025-12-26T15:21:36.501Z" }
+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/a3/2b/21288691f16d479945968a0a4f2856818c1c5be56881d51d4dac9b255d26/caio-0.9.25-cp312-cp312-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:97084e4e30dfa598449d874c4d8e0c8d5ea17d2f752ef5e48e150ff9d240cd64", size = 82012, upload-time = "2025-12-26T15:22:20.983Z" },
+    { url = "https://files.pythonhosted.org/packages/03/c4/8a1b580875303500a9c12b9e0af58cb82e47f5bcf888c2457742a138273c/caio-0.9.25-cp312-cp312-manylinux_2_34_aarch64.whl", hash = "sha256:4fa69eba47e0f041b9d4f336e2ad40740681c43e686b18b191b6c5f4c5544bfb", size = 81502, upload-time = "2026-03-04T22:08:22.381Z" },
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+    { url = "https://files.pythonhosted.org/packages/31/57/5e6ff127e6f62c9f15d989560435c642144aa4210882f9494204bc892305/caio-0.9.25-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:d6c2a3411af97762a2b03840c3cec2f7f728921ff8adda53d7ea2315a8563451", size = 36979, upload-time = "2025-12-26T15:21:35.484Z" },
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+    { url = "https://files.pythonhosted.org/packages/9c/12/c39ae2a4037cb10ad5eb3578eb4d5f8c1a2575c62bba675f3406b7ef0824/caio-0.9.25-cp313-cp313-manylinux_2_34_aarch64.whl", hash = "sha256:1a177d4777141b96f175fe2c37a3d96dec7911ed9ad5f02bac38aaa1c936611f", size = 81523, upload-time = "2026-03-04T22:08:25.187Z" },
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+    { url = "https://files.pythonhosted.org/packages/5e/6c/d4d24f65e690213c097174d26eda6831f45f4734d9d036d81790a27e7b78/caio-0.9.25-cp314-cp314-manylinux2010_x86_64.manylinux2014_x86_64.manylinux_2_12_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:44a6b58e52d488c75cfaa5ecaa404b2b41cc965e6c417e03251e868ecd5b6d77", size = 81832, upload-time = "2025-12-26T15:22:22.757Z" },
+    { url = "https://files.pythonhosted.org/packages/87/a4/e534cf7d2d0e8d880e25dd61e8d921ffcfe15bd696734589826f5a2df727/caio-0.9.25-cp314-cp314-manylinux_2_34_aarch64.whl", hash = "sha256:628a630eb7fb22381dd8e3c8ab7f59e854b9c806639811fc3f4310c6bd711d79", size = 81565, upload-time = "2026-03-04T22:08:27.483Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/ed/bf81aeac1d290017e5e5ac3e880fd56ee15e50a6d0353986799d1bc5cfd5/caio-0.9.25-cp314-cp314-manylinux_2_34_x86_64.whl", hash = "sha256:0ba16aa605ccb174665357fc729cf500679c2d94d5f1458a6f0d5ca48f2060a7", size = 80071, upload-time = "2026-03-04T22:08:28.751Z" },
+    { url = "https://files.pythonhosted.org/packages/86/93/1f76c8d1bafe3b0614e06b2195784a3765bbf7b0a067661af9e2dd47fc33/caio-0.9.25-py3-none-any.whl", hash = "sha256:06c0bb02d6b929119b1cfbe1ca403c768b2013a369e2db46bfa2a5761cf82e40", size = 19087, upload-time = "2025-12-26T15:22:00.221Z" },
+]
+
 [[package]]
 name = "certifi"
 version = "2025.11.12"
@@ -815,15 +852,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/84/d0/205d54408c08b13550c733c4b85429e7ead111c7f0014309637425520a9a/deprecated-1.3.1-py2.py3-none-any.whl", hash = "sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f", size = 11298, upload-time = "2025-10-30T08:19:00.758Z" },
 ]
 
-[[package]]
-name = "diskcache"
-version = "5.6.3"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/3f/21/1c1ffc1a039ddcc459db43cc108658f32c57d271d7289a2794e401d0fdb6/diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc", size = 67916, upload-time = "2023-08-31T06:12:00.316Z" }
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 name = "distro"
 version = "1.9.0"
@@ -908,24 +936,6 @@ wheels = [
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-
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-lua = [
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-]
-
 [[package]]
 name = "fastapi"
 version = "0.135.1"
@@ -944,29 +954,35 @@ wheels = [
 
 [[package]]
 name = "fastmcp"
-version = "2.14.3"
+version = "3.2.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "authlib" },
     { name = "cyclopts" },
     { name = "exceptiongroup" },
+    { name = "griffelib" },
     { name = "httpx" },
+    { name = "jsonref" },
     { name = "jsonschema-path" },
     { name = "mcp" },
     { name = "openapi-pydantic" },
+    { name = "opentelemetry-api" },
+    { name = "packaging" },
     { name = "platformdirs" },
-    { name = "py-key-value-aio", extra = ["disk", "keyring", "memory"] },
+    { name = "py-key-value-aio", extra = ["filetree", "keyring", "memory"] },
     { name = "pydantic", extra = ["email"] },
-    { name = "pydocket" },
     { name = "pyperclip" },
     { name = "python-dotenv" },
+    { name = "pyyaml" },
     { name = "rich" },
+    { name = "uncalled-for" },
     { name = "uvicorn" },
+    { name = "watchfiles" },
     { name = "websockets" },
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+[[package]]
+name = "griffelib"
+version = "2.0.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/9d/82/74f4a3310cdabfbb10da554c3a672847f1ed33c6f61dd472681ce7f1fe67/griffelib-2.0.2.tar.gz", hash = "sha256:3cf20b3bc470e83763ffbf236e0076b1211bac1bc67de13daf494640f2de707e", size = 166461, upload-time = "2026-03-27T11:34:51.091Z" }
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+]
+
 [[package]]
 name = "grpcio"
 version = "1.80.0"
@@ -1575,6 +1600,15 @@ wheels = [
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+[[package]]
+name = "jsonref"
+version = "1.1.0"
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+]
+
 [[package]]
 name = "jsonschema"
 version = "4.25.1"
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-]
-
 [[package]]
 name = "propcache"
 version = "0.4.1"
@@ -2864,21 +2830,21 @@ wheels = [
 
 [[package]]
 name = "py-key-value-aio"
-version = "0.3.0"
+version = "0.4.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "beartype" },
-    { name = "py-key-value-shared" },
+    { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/93/ce/3136b771dddf5ac905cc193b461eb67967cf3979688c6696e1f2cdcde7ea/py_key_value_aio-0.3.0.tar.gz", hash = "sha256:858e852fcf6d696d231266da66042d3355a7f9871650415feef9fca7a6cd4155", size = 50801, upload-time = "2025-11-17T16:50:04.711Z" }
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 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/32/69/f1b537ee70b7def42d63124a539ed3026a11a3ffc3086947a1ca6e861868/py_key_value_aio-0.4.4-py3-none-any.whl", hash = "sha256:18e17564ecae61b987f909fc2cd41ee2012c84b4b1dcb8c055cf8b4bc1bf3f5d", size = 152291, upload-time = "2026-02-16T21:21:44.241Z" },
 ]
 
 [package.optional-dependencies]
-disk = [
-    { name = "diskcache" },
-    { name = "pathvalidate" },
+filetree = [
+    { name = "aiofile" },
+    { name = "anyio" },
 ]
 keyring = [
     { name = "keyring" },
@@ -2886,22 +2852,6 @@ keyring = [
 memory = [
     { name = "cachetools" },
 ]
-redis = [
-    { name = "redis" },
-]
-
-[[package]]
-name = "py-key-value-shared"
-version = "0.3.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "beartype" },
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 [[package]]
 name = "pyarrow"
@@ -3081,43 +3031,22 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c1/60/5d4751ba3f4a40a6891f24eec885f51afd78d208498268c734e256fb13c4/pydantic_settings-2.12.0-py3-none-any.whl", hash = "sha256:fddb9fd99a5b18da837b29710391e945b1e30c135477f484084ee513adb93809", size = 51880, upload-time = "2025-11-10T14:25:45.546Z" },
 ]
 
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-source = { registry = "https://pypi.org/simple" }
-dependencies = [
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-    { name = "fakeredis", extra = ["lua"] },
-    { name = "opentelemetry-api" },
-    { name = "prometheus-client" },
-    { name = "py-key-value-aio", extra = ["memory", "redis"] },
-    { name = "python-json-logger" },
-    { name = "redis" },
-    { name = "rich" },
-    { name = "typer" },
-    { name = "typing-extensions" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/ec/65/eb3b4f7afac80308d74bab2a668b31f074524ff6fbc664a685c6ed7c8885/pydocket-0.17.3.tar.gz", hash = "sha256:8922b4ca5f3f428e69b7695b9b5a313bbedc3ce35c74045cadcd89f7c0e6ac2d", size = 329828, upload-time = "2026-01-27T01:08:06.514Z" }
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-]
-
 [[package]]
 name = "pygments"
-version = "2.19.2"
+version = "2.20.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b0/77/a5b8c569bf593b0140bde72ea885a803b82086995367bf2037de0159d924/pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887", size = 4968631, upload-time = "2025-06-21T13:39:12.283Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c3/b2/bc9c9196916376152d655522fdcebac55e66de6603a76a02bca1b6414f6c/pygments-2.20.0.tar.gz", hash = "sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f", size = 4955991, upload-time = "2026-03-29T13:29:33.898Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/f4/7e/a72dd26f3b0f4f2bf1dd8923c85f7ceb43172af56d63c7383eb62b332364/pygments-2.20.0-py3-none-any.whl", hash = "sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176", size = 1231151, upload-time = "2026-03-29T13:29:30.038Z" },
 ]
 
 [[package]]
 name = "pyjwt"
-version = "2.11.0"
+version = "2.12.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/5c/5a/b46fa56bf322901eee5b0454a34343cdbdae202cd421775a8ee4e42fd519/pyjwt-2.11.0.tar.gz", hash = "sha256:35f95c1f0fbe5d5ba6e43f00271c275f7a1a4db1dab27bf708073b75318ea623", size = 98019, upload-time = "2026-01-30T19:59:55.694Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c2/27/a3b6e5bf6ff856d2509292e95c8f57f0df7017cf5394921fc4e4ef40308a/pyjwt-2.12.1.tar.gz", hash = "sha256:c74a7a2adf861c04d002db713dd85f84beb242228e671280bf709d765b03672b", size = 102564, upload-time = "2026-03-13T19:27:37.25Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/6f/01/c26ce75ba460d5cd503da9e13b21a33804d38c2165dec7b716d06b13010c/pyjwt-2.11.0-py3-none-any.whl", hash = "sha256:94a6bde30eb5c8e04fee991062b534071fd1439ef58d2adc9ccb823e7bcd0469", size = 28224, upload-time = "2026-01-30T19:59:54.539Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/7a/8dd906bd22e79e47397a61742927f6747fe93242ef86645ee9092e610244/pyjwt-2.12.1-py3-none-any.whl", hash = "sha256:28ca37c070cad8ba8cd9790cd940535d40274d22f80ab87f3ac6a713e6e8454c", size = 29726, upload-time = "2026-03-13T19:27:35.677Z" },
 ]
 
 [package.optional-dependencies]
@@ -3229,15 +3158,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0b/d7/1959b9648791274998a9c3526f6d0ec8fd2233e4d4acce81bbae76b44b2a/python_dotenv-1.2.2-py3-none-any.whl", hash = "sha256:1d8214789a24de455a8b8bd8ae6fe3c6b69a5e3d64aa8a8e5d68e694bbcb285a", size = 22101, upload-time = "2026-03-01T16:00:25.09Z" },
 ]
 
-[[package]]
-name = "python-json-logger"
-version = "4.0.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/29/bf/eca6a3d43db1dae7070f70e160ab20b807627ba953663ba07928cdd3dc58/python_json_logger-4.0.0.tar.gz", hash = "sha256:f58e68eb46e1faed27e0f574a55a0455eecd7b8a5b88b85a784519ba3cff047f", size = 17683, upload-time = "2025-10-06T04:15:18.984Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl", hash = "sha256:af09c9daf6a813aa4cc7180395f50f2a9e5fa056034c9953aec92e381c5ba1e2", size = 15548, upload-time = "2025-10-06T04:15:17.553Z" },
-]
-
 [[package]]
 name = "python-multipart"
 version = "0.0.26"
@@ -3419,15 +3339,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e2/f6/e2176eb94f94892441bce3ddc514c179facb65db245e7ce3356965595b19/rapidfuzz-3.14.3-cp314-cp314t-win_arm64.whl", hash = "sha256:e805e52322ae29aa945baf7168b6c898120fbc16d2b8f940b658a5e9e3999253", size = 851487, upload-time = "2025-11-01T11:54:40.176Z" },
 ]
 
-[[package]]
-name = "redis"
-version = "7.1.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/43/c8/983d5c6579a411d8a99bc5823cc5712768859b5ce2c8afe1a65b37832c81/redis-7.1.0.tar.gz", hash = "sha256:b1cc3cfa5a2cb9c2ab3ba700864fb0ad75617b41f01352ce5779dabf6d5f9c3c", size = 4796669, upload-time = "2025-11-19T15:54:39.961Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/89/f0/8956f8a86b20d7bb9d6ac0187cf4cd54d8065bc9a1a09eb8011d4d326596/redis-7.1.0-py3-none-any.whl", hash = "sha256:23c52b208f92b56103e17c5d06bdc1a6c2c0b3106583985a76a18f83b265de2b", size = 354159, upload-time = "2025-11-19T15:54:38.064Z" },
-]
-
 [[package]]
 name = "referencing"
 version = "0.36.2"
@@ -3737,15 +3648,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b7/46/f5af3402b579fd5e11573ce652019a67074317e18c1935cc0b4ba9b35552/secretstorage-3.5.0-py3-none-any.whl", hash = "sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137", size = 15554, upload-time = "2025-11-23T19:02:51.545Z" },
 ]
 
-[[package]]
-name = "shellingham"
-version = "1.5.4"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/58/15/8b3609fd3830ef7b27b655beb4b4e9c62313a4e8da8c676e142cc210d58e/shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de", size = 10310, upload-time = "2023-10-24T04:13:40.426Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686", size = 9755, upload-time = "2023-10-24T04:13:38.866Z" },
-]
-
 [[package]]
 name = "six"
 version = "1.17.0"
@@ -3946,21 +3848,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/19/97/56608b2249fe206a67cd573bc93cd9896e1efb9e98bce9c163bcdc704b88/truststore-0.10.4-py3-none-any.whl", hash = "sha256:adaeaecf1cbb5f4de3b1959b42d41f6fab57b2b1666adb59e89cb0b53361d981", size = 18660, upload-time = "2025-08-12T18:49:01.46Z" },
 ]
 
-[[package]]
-name = "typer"
-version = "0.21.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "click" },
-    { name = "rich" },
-    { name = "shellingham" },
-    { name = "typing-extensions" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/36/bf/8825b5929afd84d0dabd606c67cd57b8388cb3ec385f7ef19c5cc2202069/typer-0.21.1.tar.gz", hash = "sha256:ea835607cd752343b6b2b7ce676893e5a0324082268b48f27aa058bdb7d2145d", size = 110371, upload-time = "2026-01-06T11:21:10.989Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/a0/1d/d9257dd49ff2ca23ea5f132edf1281a0c4f9de8a762b9ae399b670a59235/typer-0.21.1-py3-none-any.whl", hash = "sha256:7985e89081c636b88d172c2ee0cfe33c253160994d47bdfdc302defd7d1f1d01", size = 47381, upload-time = "2026-01-06T11:21:09.824Z" },
-]
-
 [[package]]
 name = "types-cachetools"
 version = "6.2.0.20251022"
@@ -4075,6 +3962,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c7/b0/003792df09decd6849a5e39c28b513c06e84436a54440380862b5aeff25d/tzdata-2025.3-py2.py3-none-any.whl", hash = "sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1", size = 348521, upload-time = "2025-12-13T17:45:33.889Z" },
 ]
 
+[[package]]
+name = "uncalled-for"
+version = "0.3.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e1/68/35c1d87e608940badbcfeb630347aa0509897284684f61fab6423d02b253/uncalled_for-0.3.1.tar.gz", hash = "sha256:5e412ac6708f04b56bef5867b5dcf6690ebce4eb7316058d9c50787492bb4bca", size = 49693, upload-time = "2026-04-07T13:05:06.462Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/11/e1/7ec67882ad8fc9f86384bef6421fa252c9cbe5744f8df6ce77afc9eca1f5/uncalled_for-0.3.1-py3-none-any.whl", hash = "sha256:074cdc92da8356278f93d0ded6f2a66dd883dbecaf9bc89437646ee2289cc200", size = 11361, upload-time = "2026-04-07T13:05:05.341Z" },
+]
+
 [[package]]
 name = "unidecode"
 version = "1.4.0"
diff --git a/docs/astro.config.mjs b/docs/astro.config.mjs
index 263027437..91ac9d1ca 100644
--- a/docs/astro.config.mjs
+++ b/docs/astro.config.mjs
@@ -1,6 +1,7 @@
 import { defineConfig } from 'astro/config';
 import starlight from '@astrojs/starlight';
 import rehypeMermaid from 'rehype-mermaid';
+import starlightLlmsTxt from 'starlight-llms-txt';
 
 const isNetlify = !!process.env.NETLIFY;
 
@@ -11,6 +12,9 @@ export default defineConfig({
   base: isNetlify ? '/' : '/platform/',
   integrations: [
     starlight({
+      plugins: [
+        starlightLlmsTxt({ projectName: 'Ambient Code Platform' }),
+      ],
       title: 'Ambient Code Platform',
       favicon: '/favicon.ico',
       description:
@@ -89,6 +93,8 @@ export default defineConfig({
           label: 'Development',
           items: [
             { slug: 'development' },
+            { slug: 'development/harness' },
+            { slug: 'development/review-gate' },
           ],
         },
       ],
diff --git a/docs/package-lock.json b/docs/package-lock.json
index 1c048cb7b..c9c24d5c2 100644
--- a/docs/package-lock.json
+++ b/docs/package-lock.json
@@ -8,10 +8,11 @@
       "name": "acp-docs",
       "version": "0.0.1",
       "dependencies": {
-        "@astrojs/starlight": "^0.34",
-        "astro": "^5.18",
+        "@astrojs/starlight": "^0.38",
+        "astro": "^6.1.8",
         "playwright": "^1.58.2",
-        "sharp": "^0.33.0"
+        "sharp": "^0.33.0",
+        "starlight-llms-txt": "^0.8.1"
       },
       "devDependencies": {
         "rehype-mermaid": "^3.0.0"
@@ -32,29 +33,31 @@
       }
     },
     "node_modules/@astrojs/compiler": {
-      "version": "2.13.1",
-      "resolved": "https://registry.npmjs.org/@astrojs/compiler/-/compiler-2.13.1.tgz",
-      "integrity": "sha512-f3FN83d2G/v32ipNClRKgYv30onQlMZX1vCeZMjPsMMPl1mDpmbl0+N5BYo4S/ofzqJyS5hvwacEo0CCVDn/Qg==",
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/@astrojs/compiler/-/compiler-3.0.1.tgz",
+      "integrity": "sha512-z97oYbdebO5aoWzuJ/8q5hLK232+17KcLZ7cJ8BCWk6+qNzVxn/gftC0KzMBUTD8WAaBkPpNSQK6PXLnNrZ0CA==",
       "license": "MIT"
     },
     "node_modules/@astrojs/internal-helpers": {
-      "version": "0.7.6",
-      "resolved": "https://registry.npmjs.org/@astrojs/internal-helpers/-/internal-helpers-0.7.6.tgz",
-      "integrity": "sha512-GOle7smBWKfMSP8osUIGOlB5kaHdQLV3foCsf+5Q9Wsuu+C6Fs3Ez/ttXmhjZ1HkSgsogcM1RXSjjOVieHq16Q==",
-      "license": "MIT"
+      "version": "0.8.0",
+      "resolved": "https://registry.npmjs.org/@astrojs/internal-helpers/-/internal-helpers-0.8.0.tgz",
+      "integrity": "sha512-J56GrhEiV+4dmrGLPNOl2pZjpHXAndWVyiVDYGDuw6MWKpBSEMLdFxHzeM/6sqaknw9M+HFfHZAcvi3OfT3D/w==",
+      "license": "MIT",
+      "dependencies": {
+        "picomatch": "^4.0.3"
+      }
     },
     "node_modules/@astrojs/markdown-remark": {
-      "version": "6.3.11",
-      "resolved": "https://registry.npmjs.org/@astrojs/markdown-remark/-/markdown-remark-6.3.11.tgz",
-      "integrity": "sha512-hcaxX/5aC6lQgHeGh1i+aauvSwIT6cfyFjKWvExYSxUhZZBBdvCliOtu06gbQyhbe0pGJNoNmqNlQZ5zYUuIyQ==",
+      "version": "7.1.0",
+      "resolved": "https://registry.npmjs.org/@astrojs/markdown-remark/-/markdown-remark-7.1.0.tgz",
+      "integrity": "sha512-P+HnCsu2js3BoTc8kFmu+E9gOcFeMdPris75g+Zl4sY8+bBRbSQV6xzcBDbZ27eE7yBGEGQoqjpChx+KJYIPYQ==",
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-        "string-width": "^7.0.0",
-        "strip-ansi": "^7.1.0"
-      },
-      "engines": {
-        "node": ">=18"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
-      }
-    },
     "node_modules/xxhash-wasm": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/xxhash-wasm/-/xxhash-wasm-1.1.0.tgz",
@@ -8729,12 +8350,12 @@
       "license": "MIT"
     },
     "node_modules/yargs-parser": {
-      "version": "21.1.1",
-      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
-      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
+      "version": "22.0.0",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-22.0.0.tgz",
+      "integrity": "sha512-rwu/ClNdSMpkSrUb+d6BRsSkLUq1fmfsY6TOpYzTwvwkg1/NRG85KBy3kq++A8LKQwX6lsu+aWad+2khvuXrqw==",
       "license": "ISC",
       "engines": {
-        "node": ">=12"
+        "node": "^20.19.0 || ^22.12.0 || >=23"
       }
     },
     "node_modules/yocto-queue": {
@@ -8749,60 +8370,15 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
-    "node_modules/yocto-spinner": {
-      "version": "0.2.3",
-      "resolved": "https://registry.npmjs.org/yocto-spinner/-/yocto-spinner-0.2.3.tgz",
-      "integrity": "sha512-sqBChb33loEnkoXte1bLg45bEBsOP9N1kzQh5JZNKj/0rik4zAPTNSAVPj3uQAdc6slYJ0Ksc403G2XgxsJQFQ==",
-      "license": "MIT",
-      "dependencies": {
-        "yoctocolors": "^2.1.1"
-      },
-      "engines": {
-        "node": ">=18.19"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/sindresorhus"
-      }
-    },
-    "node_modules/yoctocolors": {
-      "version": "2.1.2",
-      "resolved": "https://registry.npmjs.org/yoctocolors/-/yoctocolors-2.1.2.tgz",
-      "integrity": "sha512-CzhO+pFNo8ajLM2d2IW/R93ipy99LWjtwblvC1RsoSUMZgyLbYFr221TnSNT7GjGdYui6P459mw9JH/g/zW2ug==",
-      "license": "MIT",
-      "engines": {
-        "node": ">=18"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/sindresorhus"
-      }
-    },
     "node_modules/zod": {
-      "version": "3.25.76",
-      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
-      "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
+      "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"
-      }
-    },
-    "node_modules/zod-to-ts": {
-      "version": "1.2.0",
-      "resolved": "https://registry.npmjs.org/zod-to-ts/-/zod-to-ts-1.2.0.tgz",
-      "integrity": "sha512-x30XE43V+InwGpvTySRNz9kB7qFU8DlyEy7BsSTCHPH1R0QasMmHWZDCzYm6bVXtj/9NNJAZF3jW8rzFvH5OFA==",
-      "peerDependencies": {
-        "typescript": "^4.9.4 || ^5.0.2",
-        "zod": "^3"
-      }
-    },
     "node_modules/zwitch": {
       "version": "2.0.4",
       "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
diff --git a/docs/package.json b/docs/package.json
index a19bb675c..8c4823ebb 100755
--- a/docs/package.json
+++ b/docs/package.json
@@ -11,17 +11,16 @@
     "astro": "astro"
   },
   "dependencies": {
-    "@astrojs/starlight": "^0.34",
-    "astro": "^5.18",
+    "@astrojs/starlight": "^0.38",
+    "astro": "^6.1.8",
     "playwright": "^1.58.2",
-    "sharp": "^0.33.0"
+    "sharp": "^0.33.0",
+    "starlight-llms-txt": "^0.8.1"
   },
   "devDependencies": {
     "rehype-mermaid": "^3.0.0"
   },
   "overrides": {
-    "lodash-es": ">=4.18.0",
-    "@astrojs/sitemap": "~3.6.1",
-    "zod": "3.25.76"
+    "lodash-es": ">=4.18.0"
   }
 }
diff --git a/docs/src/content/docs/concepts/integrations.md b/docs/src/content/docs/concepts/integrations.md
index bc612b4a5..8112058af 100644
--- a/docs/src/content/docs/concepts/integrations.md
+++ b/docs/src/content/docs/concepts/integrations.md
@@ -83,6 +83,33 @@ Google Drive integration allows the agent to access files stored in your Google
 3. Sign in with your Google account and grant the requested Drive permissions.
 4. You will be redirected back to the platform once authorization is complete.
 
+## Gerrit
+
+Gerrit integration enables the agent to interact with Gerrit code review instances — clone repositories, push changes, and work with change requests.
+
+### Setup
+
+1. Navigate to **Integrations > Gerrit**.
+2. Enter your **Gerrit instance URL** (e.g., `https://gerrit.example.com`).
+3. Enter the **username** for your Gerrit account.
+4. Generate an [HTTP password](https://gerrit-review.googlesource.com/Documentation/user-upload.html#http) from your Gerrit account settings and paste it into the **HTTP Password** field.
+5. Click **Connect**.
+
+The platform validates the credentials by connecting to the Gerrit instance before saving.
+
+## CodeRabbit
+
+CodeRabbit provides AI-powered code review. Public repositories get free reviews automatically via the GitHub App. Private repositories require an API key.
+
+### Setup
+
+1. Navigate to **Integrations > CodeRabbit**.
+2. Expand **Private repository access**.
+3. Generate an Agentic API key from [app.coderabbit.ai/settings/api-keys](https://app.coderabbit.ai/settings/api-keys) (log in with GitHub, not email).
+4. Paste the key and click **Save Key**.
+
+The key is injected into sessions as `CODERABBIT_API_KEY` automatically. For full details including the PR review gate and local development usage, see [CodeRabbit Integration](../features/coderabbit/).
+
 ## Troubleshooting
 
 | Symptom | Likely cause | Fix |
diff --git a/docs/src/content/docs/concepts/workspaces.md b/docs/src/content/docs/concepts/workspaces.md
index bc055c311..44c798cd1 100644
--- a/docs/src/content/docs/concepts/workspaces.md
+++ b/docs/src/content/docs/concepts/workspaces.md
@@ -116,17 +116,6 @@ The available roles match the workspace sharing roles:
 | **Edit** | Everything in View, plus create sessions, send messages, and manage repos. |
 | **Admin** | Everything in Edit, plus manage workspace settings, secrets, and sharing. |
 
-Choose a token lifetime based on your use case:
-
-| Lifetime | Seconds | Typical use case |
-|----------|---------|------------------|
-| 1 day | 86,400 | Short-lived CI jobs or one-time scripts |
-| 7 days | 604,800 | Weekly pipeline runs |
-| 30 days | 2,592,000 | Monthly rotation schedules |
-| 90 days | 7,776,000 | General-purpose automation (default) |
-| 1 year | 31,536,000 | Long-running integrations |
-| No expiration | -- | Persistent service keys that you rotate manually |
-
 1. Click **Create Key**.
 
 ### Copying the key
diff --git a/docs/src/content/docs/development/harness.md b/docs/src/content/docs/development/harness.md
new file mode 100644
index 000000000..ff27ce8ab
--- /dev/null
+++ b/docs/src/content/docs/development/harness.md
@@ -0,0 +1,238 @@
+---
+title: Claude Code Harness
+description: Agents, skills, hooks, and conventions that govern how Claude Code operates in this repository
+---
+
+The harness is the set of agents, skills, hooks, and convention docs that shape how Claude Code behaves when working in this repository. It enforces project standards automatically — blocking bad patterns before they land, formatting code on save, and surfacing review checklists at the right moments.
+
+Everything lives under `.claude/` and `scripts/claude-hooks/`, configured through `.claude/settings.json`.
+
+## Architecture
+
+The harness wraps Claude Code's tool call lifecycle with enforcement, formatting, and review:
+
+```mermaid
+flowchart TD
+    A[Agent decides to act] --> B{Tool type?}
+
+    B -->|Edit / Write| C[convention-guard]
+    C --> C1{Violation?}
+    C1 -->|Yes| C2[BLOCK]
+    C2 --> A
+    C1 -->|No| D[File written]
+    D --> E[auto-format]
+    E --> F[gofmt / ruff / prettier]
+    F --> A
+
+    B -->|Bash| G[pr-review-gate]
+    G --> G1{gh pr create?}
+    G1 -->|No| H[Command runs]
+    H --> K[coderabbit-review-gate]
+    K --> A
+    G1 -->|Yes| I[CodeRabbit review]
+    I --> I1{Errors?}
+    I1 -->|Yes| I2[BLOCK — fix and retry]
+    I2 --> A
+    I1 -->|No| J[PR created]
+    J --> CR[GHA: CodeRabbit PR review]
+    CR --> CR1{New findings?}
+    CR1 -->|Rare| CR2[Comment on PR]
+    CR1 -->|Usually clean| CR3[Approve]
+
+    B -->|Stop| L[stop-review]
+    L --> L1{Files changed?}
+    L1 -->|Yes| L2[Suggest /amber-review]
+    L1 -->|No| L3[Clean exit]
+
+    style C2 fill:#ef4444,color:#fff
+    style I2 fill:#ef4444,color:#fff
+    style J fill:#22c55e,color:#000
+    style F fill:#3b82f6,color:#fff
+```
+
+## Hooks
+
+**Why hooks instead of prompt instructions?** Prompt instructions are recommendations — "never use `panic()`" in a CLAUDE.md file is guidance the model can ignore under context pressure, conflicting user instructions, or simple oversight.
+
+A `PreToolUse` hook that exits with code 2 is a **rule** — it blocks the tool call deterministically, outside the model. The model cannot override it, negotiate around it, or forget it. This makes hooks the right enforcement mechanism for hard invariants (security, conventions), while prompt instructions remain useful for soft guidance (style preferences, suggestions). Hooks also work identically across Vertex AI and Anthropic API backends, whereas prompt-type hooks have compatibility issues with some providers.
+
+The rules in `convention-guard.sh` and the checks in the review agents are not static — they are populated through continuous learning. When a convention violation slips through and gets caught in review, the fix goes into the guard or agent so the same mistake is blocked automatically next time. The harness gets stricter over time without requiring anyone to remember what went wrong.
+
+All hooks in this harness are **command hooks** (`"type": "command"`), not prompt hooks. Command hooks run a shell script and use the exit code to allow (0) or block (2) the tool call. Prompt hooks inject text into the model's context — they are recommendations, not enforcement. We use command hooks exclusively because they are deterministic and provider-agnostic (Anthropic API, Vertex AI, Bedrock).
+
+The harness uses Claude Code's [hooks system](https://docs.anthropic.com/en/docs/claude-code/hooks) to intercept tool calls at three lifecycle points:
+
+| Hook | Trigger | What It Does |
+|------|---------|--------------|
+| **PreToolUse** `Edit\|Write` | Before any file write | `convention-guard.sh` — blocks convention violations |
+| **PreToolUse** `Bash` | Before any shell command | `pr-review-gate.sh` — intercepts `gh pr create`, runs CodeRabbit review |
+| **PostToolUse** `Edit\|Write` | After any file write | `auto-format.sh` — runs gofmt, ruff, or prettier on the saved file |
+| **PostToolUse** `Bash` | After any shell command | `coderabbit-review-gate.sh` — post-command review checks |
+| **Stop** | When agent finishes | `stop-review.sh` — reminds to run `/amber-review` if files changed |
+
+### Convention Guard
+
+`scripts/claude-hooks/convention-guard.sh` is the primary enforcement hook. Its rules are **learned content** — each check exists because that specific violation occurred in a real session and was caught in review. When a new pattern of mistake is identified, a corresponding rule is added to the guard so it is blocked automatically going forward. The guard gets stricter over time as the team learns.
+
+It checks every file write against project conventions:
+
+- **Frontend**: blocks raw HTML elements (`<button>`, `<input>`) — must use Shadcn UI components
+- **Frontend**: blocks manual `fetch()` in components — must use React Query hooks
+- **Backend**: blocks direct K8s client usage without user tokens — must use `GetK8sClientsForRequest`
+- **Go**: blocks `panic()` in production code — must return `fmt.Errorf`
+- **Go**: blocks `errors.IsAlreadyExists` — must use reconcile (update-or-create) patterns
+- **Go**: blocks silently swallowed errors (`_ = ...`)
+- **Manifests**: blocks containers without `SecurityContext` (`runAsNonRoot`, drop capabilities)
+- **Manifests/workflows**: warns about image reference consistency
+- **Skills**: reminds about Anthropic skill-creator standards
+- **New features**: suggests gating behind a feature flag
+
+The hook exits with code 2 to block the tool call, with the reason shown to the agent via stderr.
+
+### Auto-Format
+
+`scripts/claude-hooks/auto-format.sh` runs the appropriate formatter after every file write:
+
+| File type | Formatter |
+|-----------|-----------|
+| `.go` | `gofmt -w` |
+| `.py` | `ruff format` |
+| `.ts`, `.tsx`, `.js`, `.jsx` | `prettier --write` |
+
+Skips silently if the formatter is not installed.
+
+## Review Agents
+
+Six per-component review agents live in `.claude/agents/`. Each checks a specific part of the codebase against its conventions:
+
+| Agent | Scope | Checks |
+|-------|-------|--------|
+| `backend-review` | `components/backend/` | panic usage, service account misuse, type assertion safety, error handling, token security |
+| `frontend-review` | `components/frontend/src/` | raw HTML elements, manual fetch, `any` types, `interface` usage, component size, missing states |
+| `operator-review` | `components/operator/` | OwnerReferences, SecurityContext, reconciliation patterns, resource limits, panic usage |
+| `runner-review` | `components/runners/ambient-runner/` | async patterns, credential handling, error propagation, hardcoded secrets |
+| `security-review` | auth, RBAC, tokens, containers | cross-cutting security review |
+| `convention-eval` | full codebase | scored alignment report against all documented conventions |
+
+The `/align` skill dispatches `convention-eval` to produce a scored report.
+
+## Skills
+
+Skills are reusable workflows invoked with slash commands. The harness includes:
+
+| Skill | Command | Purpose |
+|-------|---------|---------|
+| `/align` | Convention check | Runs `convention-eval` agent, produces scored alignment report |
+| `/amber-review` | Code review | Comprehensive review using component-level standards |
+| `/dev-cluster` | Cluster management | Manages local kind clusters for testing |
+| `/scaffold` | Code generation | Generates file sets for new integrations, endpoints, or feature flags |
+| `/unleash-flag` | Feature flags | Sets up workspace-scoped feature flags with Unleash |
+| `/memory` | Memory management | Search, audit, prune, and create project memories |
+| `/cypress-demo` | Video demos | Creates Cypress-based feature demos with cursor effects and captions |
+| `/pr-fixer` | PR fixes | Triggers Amber to auto-fix a PR (rebase, address comments, push) |
+
+## Convention Docs
+
+These files are the context that guides your agents. They are loaded into the model's context window at session start and referenced by hooks and review agents throughout. The quality of agent output is directly proportional to the quality of these files — stale rules, vague guidance, or contradictory instructions produce unreliable agent behavior. Curate them like production code. Garbage in, garbage out.
+
+The harness consolidates conventions into component-level files rather than a central directory:
+
+- `CLAUDE.md` — project-wide conventions (authoritative)
+- `BOOKMARKS.md` — links to all component guides and references
+- `components/backend/DEVELOPMENT.md` — Go backend conventions
+- `components/backend/ERROR_PATTERNS.md` — error handling patterns
+- `components/backend/K8S_CLIENT_PATTERNS.md` — Kubernetes client usage
+- `components/frontend/DEVELOPMENT.md` — frontend conventions
+- `components/frontend/REACT_QUERY_PATTERNS.md` — React Query patterns
+- `components/operator/DEVELOPMENT.md` — operator conventions
+- `docs/security-standards.md` — security standards
+
+## Adding to the Harness
+
+**New hook**: Add a script to `scripts/claude-hooks/`, register it in `.claude/settings.json` under the appropriate lifecycle event and tool matcher. Always use absolute paths — prefix the command with `cd "$(git rev-parse --show-toplevel)" &&` so the hook resolves regardless of the shell's working directory:
+
+```json
+"command": "cd \"$(git rev-parse --show-toplevel)\" && bash scripts/claude-hooks/my-hook.sh"
+```
+
+Bare relative paths like `"command": "bash scripts/claude-hooks/my-hook.sh"` will fail when cwd isn't the repo root.
+
+**New agent**: Create a markdown file in `.claude/agents/` with frontmatter (`name`, `description`) and the agent prompt.
+
+**New skill**: Create a directory under `.claude/skills/<name>/` with `SKILL.md` (frontmatter + instructions) and `evals/evals.json` (test cases). Follow the [Anthropic skill-creator standard](https://docs.anthropic.com/en/docs/claude-code/skills).
+
+**New convention**: This is the most common addition. Conventions flow through a layered system:
+
+1. **Identify the scope.** If it applies to one component, add it to that component's `DEVELOPMENT.md`. If it applies across components, add it to `CLAUDE.md`.
+2. **Add to BOOKMARKS.md** if the convention references external docs, patterns files, or guides that the agent needs to find.
+3. **Decide if it's enforceable.** If the violation can be detected mechanically (grep for a pattern, check a file path), add a rule to `convention-guard.sh`. This promotes the convention from a recommendation to a rule — the agent is blocked from violating it.
+4. **Add to review agents** if the violation requires judgment (architectural fit, naming quality, missing error handling). Update the relevant agent in `.claude/agents/` so it checks for the pattern during reviews.
+
+`CLAUDE.md` and `BOOKMARKS.md` are the authoritative source of conventions. The hooks and agents enforce subsets of those conventions mechanically. If a convention is only in a hook but not documented in `CLAUDE.md` or a component guide, it's invisible to anyone reading the project — add the documentation first, then the enforcement.
+
+## Migrating to Other Tools
+
+The harness is built on Claude Code, but most of its value is in the convention docs and review logic — not the hook wiring. Here's what transfers and what doesn't.
+
+### What's portable
+
+| Layer | Claude Code | Cursor | Copilot | Codex |
+|-------|-------------|--------|---------|-------|
+| Convention docs | `CLAUDE.md` | `.cursorrules` | `AGENTS.md` | `AGENTS.md` |
+| Component guides | `DEVELOPMENT.md` files | Same (agent reads repo) | Same | Same |
+| Review agents | `.claude/agents/*.md` | Custom rules / prompts | — | — |
+| Skills | `.claude/skills/` | — | `AGENTS.md` commands | — |
+| MCP servers | `mcpServers` in config | MCP support (native) | MCP support | — |
+
+The convention docs (`CLAUDE.md`, component `DEVELOPMENT.md` files, `BOOKMARKS.md`) are plain markdown. To migrate, copy their content into the target tool's instruction file (`.cursorrules`, `AGENTS.md`). The conventions themselves don't change — only the file the tool reads.
+
+### What doesn't transfer
+
+**Hooks have no equivalent in other tools.** The convention guard, auto-formatter, and PR review gate are Claude Code-specific. In Cursor or Copilot, these rules become recommendations in the instruction file rather than enforced blocks. The model might follow them; it might not.
+
+Workarounds:
+- **Pre-commit hooks** cover some of the same ground (lint, format, secrets detection) and work with any tool
+- **CI checks** catch what pre-commit misses, but the feedback loop is slower (push, wait for CI, fix, push again vs. instant block)
+- **`.cursorrules`** can include "always run X before Y" instructions, but enforcement depends on model compliance
+
+The harness's continuous learning loop (violation found → rule added to guard → never happens again) degrades to a manual process without hooks: violation found → rule added to instruction file → model may or may not follow it.
+
+```mermaid
+flowchart LR
+    subgraph hooks["With hooks (deterministic)"]
+        direction LR
+        A1[Violation in review] --> B1[Add rule to guard]
+        B1 --> C1[Blocked on next attempt]
+        C1 --> D1[Never happens again]
+    end
+
+    subgraph nohooks["Without hooks (best-effort)"]
+        direction LR
+        A2[Violation in review] --> B2[Add to instruction file]
+        B2 --> C2[Model reads instruction]
+        C2 --> D2[May or may not follow]
+    end
+
+    style D1 fill:#22c55e,color:#000
+    style D2 fill:#f59e0b,color:#000
+```
+
+## Relationship to Open Standards
+
+This harness is built on Claude Code primitives (`settings.json`, agents, skills, hooks). If you're working in a multi-tool environment or want portability, here's how the pieces map to open standards:
+
+### AGENTS.md
+
+[AGENTS.md](https://github.com/anthropics/agents-md) is an emerging convention for giving any AI coding agent repository-level instructions — similar to what `CLAUDE.md` does for Claude Code, but tool-agnostic. The harness's convention docs (`CLAUDE.md`, component `DEVELOPMENT.md` files) are already structured in a way that transfers directly to an `AGENTS.md` file. The key difference is that `AGENTS.md` is passive (read by the agent at startup), while the harness hooks are active (they block violations in real time).
+
+To adopt `AGENTS.md` alongside this harness: extract the convention rules from `CLAUDE.md` and component guides into an `AGENTS.md` at the repo root. Agents that support it (Copilot, Cursor, Windsurf, Codex) will pick it up. The hooks remain Claude Code-specific enforcement.
+
+### agentskills.io
+
+[agentskills.io](https://agentskills.io) defines a portable format for skills and MCP servers that work across Claude Code, Copilot CLI, and other agents. Skills in this harness (`.claude/skills/`) follow the Claude Code format. To make them portable:
+
+1. Package skills as an agentskills.io plugin with a `plugin.json` manifest
+2. Skills become cross-client — the same skill works in Claude Code, Copilot CLI, and any agent that supports the spec
+3. MCP servers are already portable by design (the protocol is agent-agnostic)
+
+The harness hooks (`convention-guard.sh`, `auto-format.sh`, `pr-review-gate.sh`) are Claude Code-specific and don't have an agentskills.io equivalent yet — hooks are the enforcement layer that the open standards don't address.
diff --git a/docs/src/content/docs/development/review-gate.md b/docs/src/content/docs/development/review-gate.md
new file mode 100644
index 000000000..0376d112f
--- /dev/null
+++ b/docs/src/content/docs/development/review-gate.md
@@ -0,0 +1,118 @@
+---
+title: PR Review Gate
+description: Automated inner-loop code review that blocks PR creation until findings are resolved
+---
+
+The PR review gate is a Claude Code hook that intercepts `gh pr create` and runs an AI-powered code review before the PR is created. If the review finds blocking issues, the agent fixes them and retries. The PR arrives clean.
+
+This implements [ADR-0008](https://github.com/ambient-code/platform/blob/main/docs/internal/adr/0008-automate-code-reviews.md), which replaces human code review with automated confidence layers.
+
+## How It Works
+
+```mermaid
+flowchart TD
+    A[Agent writes code] --> B["Agent runs gh pr create"]
+    B --> C[PreToolUse hook intercepts]
+    C --> D{"gh pr create?"}
+    D -->|No| E[Allow — not a PR command]
+    D -->|Yes| F["coderabbit review --agent --base main"]
+
+    F --> G{Findings?}
+    G -->|severity=error| H[BLOCK exit 2]
+    H --> I[Agent reads stderr findings]
+    I --> J[Agent fixes code]
+    J --> B
+
+    G -->|No errors| K[ALLOW exit 0]
+    K --> L[PR created]
+    L --> M{"Self-review passed?"}
+    M -->|Yes| N["Apply ambient-code:self-reviewed label"]
+    N --> O[Mergify queue]
+    O --> P[Auto-rebase onto main]
+    P --> Q[Re-run CI]
+    Q --> R{CI passes?}
+    R -->|Yes| S[Squash merge to main]
+    R -->|No| T[Eject from queue]
+
+    M -->|No| U[Standard review path]
+
+    style H fill:#ef4444,color:#fff
+    style S fill:#22c55e,color:#000
+    style N fill:#3b82f6,color:#fff
+    style T fill:#f59e0b,color:#000
+```
+
+The hook is registered in `.claude/settings.json` as a PreToolUse handler on `Bash` tool calls. Non-`gh pr create` commands pass through instantly.
+
+## Where It Runs
+
+The same script (`scripts/hooks/pr-review-gate.sh`) works in three contexts:
+
+| Runtime | Mechanism |
+|---------|-----------|
+| **Claude Code CLI** | `.claude/settings.json` hooks loaded directly |
+| **ACP sessions** | Claude Agent SDK spawns CLI with `--setting-sources project` — same hooks apply |
+| **CI / standalone** | Run `bash scripts/hooks/pr-review-gate.sh` directly (no `CLAUDE_TOOL_INPUT` — runs review immediately) |
+
+## Circuit Breakers
+
+The gate is designed to never block indefinitely:
+
+| Condition | Behavior |
+|-----------|----------|
+| No changed files | Allow (exit 0) |
+| CodeRabbit CLI not installed | **Block** (exit 2) — CLI is required |
+| Rate limited | Allow (exit 0) — don't block on transient limits |
+| Auth failure | Allow (exit 0) — public repos work without auth |
+| Findings with severity=error | **Block** (exit 2) — agent must fix |
+| Findings below error severity | Allow (exit 0) |
+
+## Self-Reviewed Label
+
+When both the agent's self-review and the review gate pass, the `ambient-code:self-reviewed` label is applied to the PR. This label signals to Mergify that the PR can be merged without human approval.
+
+### Merge Queues
+
+Mergify is configured with three priority queues:
+
+| Queue | Trigger | Use case |
+|-------|---------|----------|
+| `urgent` | `hotfix` label | Production incidents |
+| `self-reviewed` | `ambient-code:self-reviewed` label | Agent-authored PRs that passed automated review |
+| `default` | 1 human approval | PRs that need human review |
+
+All queues auto-rebase onto main and re-run CI before merging.
+
+## The Review Stack
+
+The review gate is one layer of a multi-layer confidence stack:
+
+1. **Pre-commit hooks** — lint, format, secrets detection (runs on `git commit`)
+2. **Convention guard** — blocks convention violations on every file write (runs continuously)
+3. **PR review gate** — AI-powered review of the full branch diff (runs on `gh pr create`)
+4. **CI checks** — E2E tests, lint, kustomize validation (runs on push)
+5. **Mergify queue** — auto-rebase, re-run CI, squash merge (runs on label)
+
+Each layer catches different classes of issues. The review gate specifically targets architectural fit, security patterns, and convention adherence that mechanical linting cannot detect.
+
+## CodeRabbit Configuration
+
+The review gate uses CodeRabbit CLI with project-specific configuration in `.coderabbit.yaml`:
+
+- **Review profile**: `chill` — focuses on real issues, less verbose
+- **Path instructions**: component-specific guidance (Go backend, TypeScript frontend, Python runner, K8s manifests, GitHub Actions)
+- **Pre-merge checks**: performance/algorithmic complexity, security/secret handling, Kubernetes resource safety
+
+See [CodeRabbit Integration](/platform/features/coderabbit/) for API key setup and private repo support.
+
+## Running Manually
+
+Outside of Claude Code, run the review gate directly:
+
+```bash
+# Review the current branch diff against main
+bash scripts/hooks/coderabbit-review-gate.sh
+
+# Or use CodeRabbit CLI directly
+coderabbit review --agent --base main
+```