diff --git a/.gitignore b/.gitignore
index 23b2ad4..9670bd4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -175,3 +175,8 @@ cython_debug/
 .pypirc
 
 CODE_EXECUTION.md
+
+# AI
+.code-review-graph/
+.claude
+.mcp.json
diff --git a/.woodpecker/check.yml b/.woodpecker/check.yml
index 1cc4e69..8c90fcf 100644
--- a/.woodpecker/check.yml
+++ b/.woodpecker/check.yml
@@ -1,8 +1,7 @@
 when:
-  event: push
+  event: pull_request
   branch:
     - main
-    - dev
   path:
     - "src/**"
     - "tests/**"
diff --git a/CLAUDE.md b/CLAUDE.md
index cc00331..4aff987 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -129,4 +129,43 @@ All values are CSS custom properties in `frontend/src/app.css`.
 
 4. **Legible at speed.** Users scan dashboards in seconds. Strong typographic contrast (serif h1, mono IDs, sans body), consistent patterns, and predictable placement let users orientate instantly without reading everything.
 
-5. **Craft signals trust.** For infrastructure that runs production code, the quality of the UI is a proxy for the quality of the product. Pixel-level decisions matter. Polish is not decoration — it's a trust signal.
\ No newline at end of file
+5. **Craft signals trust.** For infrastructure that runs production code, the quality of the UI is a proxy for the quality of the product. Pixel-level decisions matter. Polish is not decoration — it's a trust signal.
+
+<!-- code-review-graph MCP tools -->
+## MCP Tools: code-review-graph
+
+**IMPORTANT: This project has a knowledge graph. ALWAYS use the
+code-review-graph MCP tools BEFORE using Grep/Glob/Read to explore
+the codebase.** The graph is faster, cheaper (fewer tokens), and gives
+you structural context (callers, dependents, test coverage) that file
+scanning cannot.
+
+### When to use graph tools FIRST
+
+- **Exploring code**: `semantic_search_nodes` or `query_graph` instead of Grep
+- **Understanding impact**: `get_impact_radius` instead of manually tracing imports
+- **Code review**: `detect_changes` + `get_review_context` instead of reading entire files
+- **Finding relationships**: `query_graph` with callers_of/callees_of/imports_of/tests_for
+- **Architecture questions**: `get_architecture_overview` + `list_communities`
+
+Fall back to Grep/Glob/Read **only** when the graph doesn't cover what you need.
+
+### Key Tools
+
+| Tool | Use when |
+|------|----------|
+| `detect_changes` | Reviewing code changes — gives risk-scored analysis |
+| `get_review_context` | Need source snippets for review — token-efficient |
+| `get_impact_radius` | Understanding blast radius of a change |
+| `get_affected_flows` | Finding which execution paths are impacted |
+| `query_graph` | Tracing callers, callees, imports, tests, dependencies |
+| `semantic_search_nodes` | Finding functions/classes by name or keyword |
+| `get_architecture_overview` | Understanding high-level codebase structure |
+| `refactor_tool` | Planning renames, finding dead code |
+
+### Workflow
+
+1. The graph auto-updates on file changes (via hooks).
+2. Use `detect_changes` for code review.
+3. Use `get_affected_flows` to understand impact.
+4. Use `query_graph` pattern="tests_for" to check coverage.
diff --git a/pyproject.toml b/pyproject.toml
index a235194..c8f5d1a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "wrenn"
-version = "0.1.0"
+version = "0.1.1"
 description = "Python SDK for Wrenn"
 readme = "README.md"
 license = "MIT"
@@ -36,6 +36,7 @@ build-backend = "hatchling.build"
 dev = [
     "datamodel-code-generator[ruff]>=0.56.0",
     "mypy>=1.20.0",
+    "pre-commit>=4.6.0",
     "pydoc-markdown>=4.8.2",
     "pytest>=9.0.3",
     "pytest-asyncio>=1.3.0",
diff --git a/uv.lock b/uv.lock
index bc040cd..36aea7d 100644
--- a/uv.lock
+++ b/uv.lock
@@ -72,6 +72,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9a/3c/c17fb3ca2d9c3acff52e30b309f538586f9f5b9c9cf454f3845fc9af4881/certifi-2026.2.25-py3-none-any.whl", hash = "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa", size = 153684, upload-time = "2026-02-25T02:54:15.766Z" },
 ]
 
+[[package]]
+name = "cfgv"
+version = "3.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/4e/b5/721b8799b04bf9afe054a3899c6cf4e880fcf8563cc71c15610242490a0c/cfgv-3.5.0.tar.gz", hash = "sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132", size = 7334, upload-time = "2025-11-19T20:55:51.612Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/db/3c/33bac158f8ab7f89b2e59426d5fe2e4f63f7ed25df84c036890172b412b5/cfgv-3.5.0-py2.py3-none-any.whl", hash = "sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0", size = 7445, upload-time = "2025-11-19T20:55:50.744Z" },
+]
+
 [[package]]
 name = "charset-normalizer"
 version = "3.4.7"
@@ -226,6 +235,15 @@ 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 = "distlib"
+version = "0.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/96/8e/709914eb2b5749865801041647dc7f4e6d00b549cfe88b65ca192995f07c/distlib-0.4.0.tar.gz", hash = "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d", size = 614605, upload-time = "2025-07-17T16:52:00.465Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16", size = 469047, upload-time = "2025-07-17T16:51:58.613Z" },
+]
+
 [[package]]
 name = "dnspython"
 version = "2.8.0"
@@ -282,6 +300,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/de/15/545e2b6cf2e3be84bc1ed85613edd75b8aea69807a71c26f4ca6a9258e82/email_validator-2.3.0-py3-none-any.whl", hash = "sha256:80f13f623413e6b197ae73bb10bf4eb0908faf509ad8362c5edeb0be7fd450b4", size = 35604, upload-time = "2025-08-26T13:09:05.858Z" },
 ]
 
+[[package]]
+name = "filelock"
+version = "3.29.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b5/fe/997687a931ab51049acce6fa1f23e8f01216374ea81374ddee763c493db5/filelock-3.29.0.tar.gz", hash = "sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90", size = 57571, upload-time = "2026-04-19T15:39:10.068Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/81/47/dd9a212ef6e343a6857485ffe25bba537304f1913bdbed446a23f7f592e1/filelock-3.29.0-py3-none-any.whl", hash = "sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258", size = 39812, upload-time = "2026-04-19T15:39:08.752Z" },
+]
+
 [[package]]
 name = "genson"
 version = "1.3.0"
@@ -343,6 +370,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/98/f8/a6bc80313a9e93c888fa10534dfce2ad76ff86911b6f485777ce6de6a073/httpx_ws-0.9.0-py3-none-any.whl", hash = "sha256:71640d2fb1bf9a225775015b33cd755cfd4c5f7e21c885192fe3adc4c387b248", size = 15759, upload-time = "2026-03-28T14:11:11.887Z" },
 ]
 
+[[package]]
+name = "identify"
+version = "2.6.19"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/52/63/51723b5f116cc04b061cb6f5a561790abf249d25931d515cd375e063e0f4/identify-2.6.19.tar.gz", hash = "sha256:6be5020c38fcb07da56c53733538a3081ea5aa70d36a156f83044bfbf9173842", size = 99567, upload-time = "2026-04-17T18:39:50.265Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/94/84/d9273cd09688070a6523c4aee4663a8538721b2b755c4962aafae0011e72/identify-2.6.19-py2.py3-none-any.whl", hash = "sha256:20e6a87f786f768c092a721ad107fc9df0eb89347be9396cadf3f4abbd1fb78a", size = 99397, upload-time = "2026-04-17T18:39:49.221Z" },
+]
+
 [[package]]
 name = "idna"
 version = "3.11"
@@ -548,6 +584,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/79/7b/2c79738432f5c924bef5071f933bcc9efd0473bac3b4aa584a6f7c1c8df8/mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505", size = 4963, upload-time = "2025-04-22T14:54:22.983Z" },
 ]
 
+[[package]]
+name = "nodeenv"
+version = "1.10.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/24/bf/d1bda4f6168e0b2e9e5958945e01910052158313224ada5ce1fb2e1113b8/nodeenv-1.10.0.tar.gz", hash = "sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb", size = 55611, upload-time = "2025-12-20T14:08:54.006Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/88/b2/d0896bdcdc8d28a7fc5717c305f1a861c26e18c05047949fb371034d98bd/nodeenv-1.10.0-py2.py3-none-any.whl", hash = "sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827", size = 23438, upload-time = "2025-12-20T14:08:52.782Z" },
+]
+
 [[package]]
 name = "nr-date"
 version = "2.1.0"
@@ -615,6 +660,22 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" },
 ]
 
+[[package]]
+name = "pre-commit"
+version = "4.6.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cfgv" },
+    { name = "identify" },
+    { name = "nodeenv" },
+    { name = "pyyaml" },
+    { name = "virtualenv" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/8e/22/2de9408ac81acbb8a7d05d4cc064a152ccf33b3d480ebe0cd292153db239/pre_commit-4.6.0.tar.gz", hash = "sha256:718d2208cef53fdc38206e40524a6d4d9576d103eb16f0fec11c875e7716e9d9", size = 198525, upload-time = "2026-04-21T20:31:41.613Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/80/6e/4b28b62ecb6aae56769c34a8ff1d661473ec1e9519e2d5f8b2c150086b26/pre_commit-4.6.0-py2.py3-none-any.whl", hash = "sha256:e2cf246f7299edcabcf15f9b0571fdce06058527f0a06535068a86d38089f29b", size = 226472, upload-time = "2026-04-21T20:31:40.092Z" },
+]
+
 [[package]]
 name = "pydantic"
 version = "2.12.5"
@@ -745,6 +806,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e5/35/f8b19922b6a25bc0880171a2f1a003eaeb93657475193ab516fd87cac9da/pytest_asyncio-1.3.0-py3-none-any.whl", hash = "sha256:611e26147c7f77640e6d0a92a38ed17c3e9848063698d5c93d5aa7aa11cebff5", size = 15075, upload-time = "2025-11-10T16:07:45.537Z" },
 ]
 
+[[package]]
+name = "python-discovery"
+version = "1.2.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "filelock" },
+    { name = "platformdirs" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/de/ef/3bae0e537cfe91e8431efcba4434463d2c5a65f5a89edd47c6cf2f03c55f/python_discovery-1.2.2.tar.gz", hash = "sha256:876e9c57139eb757cb5878cbdd9ae5379e5d96266c99ef731119e04fffe533bb", size = 58872, upload-time = "2026-04-07T17:28:49.249Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d8/db/795879cc3ddfe338599bddea6388cc5100b088db0a4caf6e6c1af1c27e04/python_discovery-1.2.2-py3-none-any.whl", hash = "sha256:e1ae95d9af875e78f15e19aed0c6137ab1bb49c200f21f5061786490c9585c7a", size = 31894, upload-time = "2026-04-07T17:28:48.09Z" },
+]
+
 [[package]]
 name = "pytokens"
 version = "0.4.1"
@@ -956,6 +1030,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/39/08/aaaad47bc4e9dc8c725e68f9d04865dbcb2052843ff09c97b08904852d84/urllib3-2.6.3-py3-none-any.whl", hash = "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4", size = 131584, upload-time = "2026-01-07T16:24:42.685Z" },
 ]
 
+[[package]]
+name = "virtualenv"
+version = "21.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "distlib" },
+    { name = "filelock" },
+    { name = "platformdirs" },
+    { name = "python-discovery" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3f/8b/6331f7a7fe70131c301106ec1e7cf23e2501bf7d4ca3636805801ca191bb/virtualenv-21.3.0.tar.gz", hash = "sha256:733750db978ec95c2d8eb4feadaa57091002bce404cb39ba69899cf7bd28944e", size = 7614069, upload-time = "2026-04-27T17:05:58.927Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/4b/eb/03bfb1299d4c4510329e470f13f9a4ce793df7fcb5a2fd3510f911066f61/virtualenv-21.3.0-py3-none-any.whl", hash = "sha256:4d28ee41f6d9ec8f1f00cd472b9ffbcedda1b3d3b9a575b5c94a2d004fd51bd7", size = 7594690, upload-time = "2026-04-27T17:05:55.468Z" },
+]
+
 [[package]]
 name = "watchdog"
 version = "6.0.0"
@@ -1032,7 +1121,7 @@ wheels = [
 
 [[package]]
 name = "wrenn"
-version = "0.1.0"
+version = "0.1.1"
 source = { editable = "." }
 dependencies = [
     { name = "email-validator" },
@@ -1045,6 +1134,7 @@ dependencies = [
 dev = [
     { name = "datamodel-code-generator", extra = ["ruff"] },
     { name = "mypy" },
+    { name = "pre-commit" },
     { name = "pydoc-markdown" },
     { name = "pytest" },
     { name = "pytest-asyncio" },
@@ -1064,6 +1154,7 @@ requires-dist = [
 dev = [
     { name = "datamodel-code-generator", extras = ["ruff"], specifier = ">=0.56.0" },
     { name = "mypy", specifier = ">=1.20.0" },
+    { name = "pre-commit", specifier = ">=4.6.0" },
     { name = "pydoc-markdown", specifier = ">=4.8.2" },
     { name = "pytest", specifier = ">=9.0.3" },
     { name = "pytest-asyncio", specifier = ">=1.3.0" },