diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index d9f5dfa..0f55623 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -11,10 +11,36 @@ permissions:
   pull-requests: write
 
 jobs:
+  # -- Lint, Format & Typecheck ----------------------------------------------
+  lint:
+    name: Lint, Format & Typecheck
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.13"
+
+      - name: Install tools
+        run: pip install ruff mypy types-requests
+
+      - name: Ruff lint
+        run: ruff check .
+
+      - name: Ruff format check
+        run: ruff format --check .
+
+      - name: Mypy typecheck
+        run: mypy lint_commits.py lint_local.py
+
   # -- Unit tests (push + PR) ------------------------------------------------
   test:
     name: Unit Tests
     runs-on: ubuntu-latest
+    needs: lint
     steps:
       - name: Checkout
         uses: actions/checkout@v4
diff --git a/.gitignore b/.gitignore
index bf34d05..879c75a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -5,3 +5,5 @@ __pycache__/
 dist/
 build/
 .venv/
+.ruff_cache/
+.mypy_cache/
diff --git a/Pipfile b/Pipfile
index 827a4f2..2ab9402 100644
--- a/Pipfile
+++ b/Pipfile
@@ -10,6 +10,9 @@ llm-ollama = "*"
 
 [dev-packages]
 pytest = "*"
+ruff = "*"
+mypy = "*"
+types-requests = "*"
 
 [requires]
 python_version = "3.13"
diff --git a/Pipfile.lock b/Pipfile.lock
index e80495c..d97c5df 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "808478ef0aed446d81bbdb1a1066c50c4c9e5162a89a3f0bfdaa92a9f333d7f0"
+            "sha256": "b3d9b267f0cb31070fd126672a8138bda72e4151947b7574cf605ea2aa332dfa"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -676,11 +676,11 @@
         },
         "tabulate": {
             "hashes": [
-                "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c",
-                "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"
+                "sha256:e2cfde8f79420f6deeffdeda9aaec3b6bc5abce947655d17ac662b126e48a60d",
+                "sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==0.9.0"
+            "markers": "python_version >= '3.10'",
+            "version": "==0.10.0"
         },
         "tqdm": {
             "hashes": [
@@ -716,1204 +716,253 @@
         }
     },
     "develop": {
-        "annotated-doc": {
-            "hashes": [
-                "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320",
-                "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==0.0.4"
-        },
-        "annotated-types": {
-            "hashes": [
-                "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53",
-                "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"
-            ],
-            "markers": "python_version >= '3.8'",
-            "version": "==0.7.0"
-        },
-        "anyio": {
-            "hashes": [
-                "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703",
-                "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==4.12.1"
-        },
-        "certifi": {
-            "hashes": [
-                "sha256:027692e4402ad994f1c42e52a4997a9763c646b73e4096e4d5d6db8af1d6f0fa",
-                "sha256:e887ab5cee78ea814d3472169153c2d12cd43b14bd03329a39a9c6e2e80bfba7"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==2026.2.25"
-        },
-        "click": {
+        "iniconfig": {
             "hashes": [
-                "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a",
-                "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6"
+                "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730",
+                "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12"
             ],
             "markers": "python_version >= '3.10'",
-            "version": "==8.3.1"
-        },
-        "click-default-group": {
-            "hashes": [
-                "sha256:9b60486923720e7fc61731bdb32b617039aba820e22e1c88766b1125592eaa5f",
-                "sha256:eb3f3c99ec0d456ca6cd2a7f08f7d4e91771bef51b01bdd9580cc6450fe1251e"
-            ],
-            "markers": "python_version >= '2.7'",
-            "version": "==1.2.4"
+            "version": "==2.3.0"
         },
-        "condense-json": {
-            "hashes": [
-                "sha256:25fe8d434fdafd849e8d98f21a3e18f96ae2d6dbc2c17565f29e4843d039d2bc",
-                "sha256:e0a3d42db4f44a89e74af8737d8e517e97420be0f7e5437087f4decfd38c3366"
+        "librt": {
+            "hashes": [
+                "sha256:01170b6729a438f0dedc4a26ed342e3dc4f02d1000b4b19f980e1877f0c297e6",
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+            ],
+            "markers": "python_version >= '3.9'",
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+        },
+        "mypy": {
+            "hashes": [
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-                "sha256:ad8493bea8432dae8d6830365352350f3b4144415a1d09c4c8cb8d30cf3b6c3c",
-                "sha256:afefe50a0cdcb4f2fd9733cb52001a2c164181ee2d82c32d38f5b1b326a8528c",
-                "sha256:b3616ad246f360e52c85781e47682d31abfb6554c779e42b65333d4b5f44ecc0",
-                "sha256:b81a24733726e3678d2db63619acc5a8dccd074f7aa7a54ecd5ca33ca6d2d596",
-                "sha256:c415c9de1447e0a74ae3fdb2e52f967cb544113a3a5ce3a194df185cbc1f962f",
-                "sha256:c6c8f42949f419ff8c7e9960dbadcfbc982d7b5efc2f6748210d3dd53a7de062",
-                "sha256:c7f0fd2f2693309e6628aeeb2e2faf6edd221134dfccac3308ca0de01f8dab47",
-                "sha256:c7f54a31cde6fa5cb030370566f68152a742f433f8d2be458463d06c208aef33",
-                "sha256:c83b85ab2d6576607f31df77ff86f28182be4a8de6d175d2c33ca609925f5da1",
-                "sha256:caa4e560c72c151da80036aecc2159e51a7fd8ae9efebefd96860460ce6bd025",
-                "sha256:d3233770f78e637dc8b1fda2cd7c3b99ec77e7505041934188a4e7fe751de3b0",
-                "sha256:d7b670879c370d350557edabadbad1f6561a9e6968126e6debca4029e5547820",
-                "sha256:d8b1d91545578852f128650b8cce4ec20f93d39b378ff554ebe66290f2dabb92",
-                "sha256:d9381351182ff9888cc80e41c632e7e274b106f450de33d67a9e8f6043da6f76",
-                "sha256:daeb5e9e9fcad012324807856113708614d534f596d5008638eb9b40112cd9e4",
-                "sha256:dcd8161eee7b41aae57ded06272905dbd680a0a04b91edd0f64790c796b2f706",
-                "sha256:e10fa50bdbaa5e2445dbd387979980d391760faf0ec99a09bd7780ff37eaec44",
-                "sha256:e37e4b4c4a11662b5db521def4e44d4d30ae69a1743241412a93ae40fdcab4bb",
-                "sha256:e52144670738b4b477fade6c2a9b6af71a8d0094514c9853ac9f6fc1fcfabae7"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==0.2.1"
-        },
-        "setuptools": {
-            "hashes": [
-                "sha256:22e0a2d69474c6ae4feb01951cb69d515ed23728cf96d05513d36e42b62b37cb",
-                "sha256:70b18734b607bd1da571d097d236cfcfacaf01de45717d59e6e04b96877532e0"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==82.0.0"
-        },
-        "shellingham": {
-            "hashes": [
-                "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686",
-                "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==1.5.4"
-        },
-        "six": {
-            "hashes": [
-                "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274",
-                "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"
-            ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
-            "version": "==1.17.0"
-        },
-        "sniffio": {
-            "hashes": [
-                "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2",
-                "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==1.3.1"
-        },
-        "sqlite-fts4": {
-            "hashes": [
-                "sha256:0359edd8dea6fd73c848989e1e2b1f31a50fe5f9d7272299ff0e8dbaa62d035f",
-                "sha256:78b05eeaf6680e9dbed8986bde011e9c086a06cb0c931b3cf7da94c214e8930c"
-            ],
-            "version": "==1.0.3"
-        },
-        "sqlite-migrate": {
-            "hashes": [
-                "sha256:8d502b3ca4b9c45e56012bd35c03d23235f0823c976d4ce940cbb40e33087ded",
-                "sha256:a4125e35e1de3dc56b6b6ec60e9833ce0ce20192b929ddcb2d4246c5098859c6"
-            ],
-            "version": "==0.1b0"
-        },
-        "sqlite-utils": {
-            "hashes": [
-                "sha256:349c099c0cd60d4ee9139a24d5c9cb64af3906c3e90832fcbbd74da49333374d",
-                "sha256:bfa2eac29b3e3eb5c9647283797527febcf4efd4a9bbb31d979a14a11ef9dbcd"
-            ],
-            "markers": "python_version >= '3.10'",
-            "version": "==3.39"
-        },
-        "tabulate": {
-            "hashes": [
-                "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c",
-                "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==0.9.0"
-        },
-        "tokenizers": {
-            "hashes": [
-                "sha256:143b999bdc46d10febb15cbffb4207ddd1f410e2c755857b5a0797961bbdc113",
-                "sha256:1a62ba2c5faa2dd175aaeed7b15abf18d20266189fb3406c5d0550dd34dd5f37",
-                "sha256:1c774b1276f71e1ef716e5486f21e76333464f47bece56bbd554485982a9e03e",
-                "sha256:1e418a55456beedca4621dbab65a318981467a2b188e982a23e117f115ce5001",
-                "sha256:1e50f8554d504f617d9e9d6e4c2c2884a12b388a97c5c77f0bc6cf4cd032feee",
-                "sha256:2249487018adec45d6e3554c71d46eb39fa8ea67156c640f7513eb26f318cec7",
-                "sha256:25b85325d0815e86e0bac263506dd114578953b7b53d7de09a6485e4a160a7dd",
-                "sha256:29c30b83d8dcd061078b05ae0cb94d3c710555fbb44861139f9f83dcca3dc3e4",
-                "sha256:319f659ee992222f04e58f84cbf407cfa66a65fe3a8de44e8ad2bc53e7d99012",
-                "sha256:369cc9fc8cc10cb24143873a0d95438bb8ee257bb80c71989e3ee290e8d72c67",
-                "sha256:37ae80a28c1d3265bb1f22464c856bd23c02a05bb211e56d0c5301a435be6c1a",
-                "sha256:38337540fbbddff8e999d59970f3c6f35a82de10053206a7562f1ea02d046fa5",
-                "sha256:473b83b915e547aa366d1eee11806deaf419e17be16310ac0a14077f1e28f917",
-                "sha256:544dd704ae7238755d790de45ba8da072e9af3eea688f698b137915ae959281c",
-                "sha256:64d94e84f6660764e64e7e0b22baa72f6cd942279fdbb21d46abd70d179f0195",
-                "sha256:753d47ebd4542742ef9261d9da92cd545b2cacbb48349a1225466745bb866ec4",
-                "sha256:791135ee325f2336f498590eb2f11dc5c295232f288e75c99a36c5dbce63088a",
-                "sha256:9ce725d22864a1e965217204946f830c37876eee3b2ba6fc6255e8e903d5fcbc",
-                "sha256:a6bf3f88c554a2b653af81f3204491c818ae2ac6fbc09e76ef4773351292bc92",
-                "sha256:bfb88f22a209ff7b40a576d5324bf8286b519d7358663db21d6246fb17eea2d5",
-                "sha256:c9ea31edff2968b44a88f97d784c2f16dc0729b8b143ed004699ebca91f05c48",
-                "sha256:df6c4265b289083bf710dff49bc51ef252f9d5be33a45ee2bed151114a56207b",
-                "sha256:e10bf9113d209be7cd046d40fbabbaf3278ff6d18eb4da4c500443185dc1896c",
-                "sha256:f01a9c019878532f98927d2bacb79bbb404b43d3437455522a00a30718cdedb5"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==0.22.2"
-        },
-        "tqdm": {
-            "hashes": [
-                "sha256:7d825f03f89244ef73f1d4ce193cb1774a8179fd96f31d7e1dcde62092b960bb",
-                "sha256:ee1e4c0e59148062281c49d80b25b67771a127c85fc9676d3be5f243206826bf"
-            ],
-            "markers": "python_version >= '3.7'",
-            "version": "==4.67.3"
-        },
-        "transformers": {
-            "hashes": [
-                "sha256:0088b8b46ccc9eff1a1dca72b5d618a5ee3b1befc3e418c9512b35dea9f9a650",
-                "sha256:9ecaf243dc45bee11a7d93f8caf03746accc0cb069181bbf4ad8566c53e854b4"
-            ],
-            "markers": "python_full_version >= '3.10.0'",
-            "version": "==5.2.0"
-        },
-        "typer": {
-            "hashes": [
-                "sha256:112c1f0ce578bfb4cab9ffdabc68f031416ebcc216536611ba21f04e9aa84c9e",
-                "sha256:e39b4732d65fbdcde189ae76cf7cd48aeae72919dea1fdfc16593be016256b45"
-            ],
-            "markers": "python_version >= '3.10'",
-            "version": "==0.24.1"
-        },
-        "typer-slim": {
-            "hashes": [
-                "sha256:d5d7ee1ee2834d5020c7c616ed5e0d0f29b9a4b1dd283bdebae198ec09778d0e",
-                "sha256:f0ed36127183f52ae6ced2ecb2521789995992c521a46083bfcdbb652d22ad34"
-            ],
-            "markers": "python_version >= '3.10'",
-            "version": "==0.24.0"
-        },
-        "typing-extensions": {
-            "hashes": [
-                "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466",
-                "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==4.15.0"
-        },
-        "typing-inspection": {
-            "hashes": [
-                "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7",
-                "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464"
-            ],
-            "markers": "python_version >= '3.9'",
-            "version": "==0.4.2"
+            "version": "==2.6.3"
         }
     }
 }
diff --git a/lint_commits.py b/lint_commits.py
index 1706ce4..ee76ba0 100644
--- a/lint_commits.py
+++ b/lint_commits.py
@@ -13,6 +13,7 @@
 import re
 import sys
 from dataclasses import dataclass, field
+from typing import Any
 
 import llm
 import requests
@@ -235,7 +236,7 @@ def _extract_flagged_word(match: dict, text: str) -> str:
     offset = match.get("offset", 0)
     length = match.get("length", 0)
     if offset >= 0 and length > 0 and offset + length <= len(text):
-        return text[offset:offset + length]
+        return text[offset : offset + length]
     return ""
 
 
@@ -322,9 +323,9 @@ def get_llm_model(model_id: str, api_key: str = "") -> llm.Model:
     return model
 
 
-def _parse_llm_json(text: str) -> dict:
+def _parse_llm_json(text: str) -> dict[str, Any]:
     """Strip optional markdown fences and parse JSON from an LLM response.
-    
+
     Handles common issues with small models producing malformed JSON.
     """
     text = text.strip()
@@ -333,7 +334,7 @@ def _parse_llm_json(text: str) -> dict:
     if text.endswith("```"):
         text = "\n".join(text.split("\n")[:-1])
     text = text.strip()
-    
+
     # Try to parse as-is first
     try:
         return json.loads(text)
@@ -341,9 +342,10 @@ def _parse_llm_json(text: str) -> dict:
         # Small models sometimes produce invalid JSON with unescaped quotes
         # Try some basic fixes
         import re
+
         # Fix common issue: "word" inside a string value (should be \"word\")
         # This is a heuristic - may not catch all cases
-        lines = text.split('\n')
+        lines = text.split("\n")
         fixed_lines = []
         for line in lines:
             # If line contains a key-value pair with quotes in the value
@@ -357,11 +359,11 @@ def _parse_llm_json(text: str) -> dict:
                     value = value.replace('"', '\\"')
                     line = prefix + value + suffix
             fixed_lines.append(line)
-        text = '\n'.join(fixed_lines)
+        text = "\n".join(fixed_lines)
         return json.loads(text)
 
 
-def check_structure(message: str, model: llm.Model | None = None) -> dict:
+def check_structure(message: str, model: llm.Model | None = None) -> dict[str, Any]:
     """Use an LLM to evaluate whether a commit message explains *why*.
 
     Returns a dict with keys: explains_why, score, feedback, suggestion.
@@ -374,12 +376,12 @@ def check_structure(message: str, model: llm.Model | None = None) -> dict:
         response = model.prompt(message, system=SYSTEM_PROMPT)
         text = response.text()
         result = _parse_llm_json(text)
-        
+
         # Enforce the rule: only suggest rewrites for scores < 7
         # Small models sometimes don't follow instructions perfectly
         if result.get("score", 0) >= 7:
             result["suggestion"] = None
-        
+
         return result
     except Exception as exc:
         print(f"WARNING: LLM structure check failed: {exc}", file=sys.stderr)
@@ -419,8 +421,8 @@ def build_report(results: list[CommitIssue]) -> str:
             for gi in r.grammar_issues:
                 suggestion = ""
                 if gi["replacements"]:
-                    suggestion = f' -> try: *{", ".join(gi["replacements"])}*'
-                lines.append(f'- {gi["message"]}{suggestion}  (`{gi["rule"]}`)')
+                    suggestion = f" -> try: *{', '.join(gi['replacements'])}*"
+                lines.append(f"- {gi['message']}{suggestion}  (`{gi['rule']}`)")
             lines.append("")
 
         if r.structure_issues:
@@ -480,12 +482,12 @@ def main() -> int:
         ci.score = result.get("score")
         ci.suggestion = result.get("suggestion")
         feedback = result.get("feedback", "")
-        
+
         # Only treat feedback as an issue if the commit doesn't explain why
         # or if it scores below 7 (our threshold for "good enough")
         explains_why = result.get("explains_why", True)
         score = result.get("score", 0)
-        
+
         if not explains_why or score < 7:
             if feedback:
                 ci.structure_issues = [feedback]
diff --git a/lint_local.py b/lint_local.py
index ffd1f88..ba46583 100644
--- a/lint_local.py
+++ b/lint_local.py
@@ -29,11 +29,11 @@
 
 import argparse
 import json
-import os
 import re
 import subprocess
 import sys
 from dataclasses import dataclass, field
+from typing import Any
 
 import llm
 import requests
@@ -198,7 +198,6 @@ def git_log(revision_range: str | None = None, last_n: int | None = None) -> lis
         cmd.extend(["-n", str(last_n)])
     else:
         cmd.extend(["-n", "5"])
-
     try:
         result = subprocess.run(cmd, capture_output=True, text=True, check=True)
     except subprocess.CalledProcessError as exc:
@@ -216,10 +215,10 @@ def git_log(revision_range: str | None = None, last_n: int | None = None) -> lis
                 f"\n"
                 f"Suggestion: Check if the base commit exists with:\n"
                 f"  git cat-file -t {revision_range.split('..')[0] if '..' in revision_range else 'BASE_SHA'}\n",
-                file=sys.stderr
+                file=sys.stderr,
             )
         raise
-    
+
     raw = result.stdout.strip()
     if not raw:
         return []
@@ -247,7 +246,7 @@ def _extract_flagged_word(match: dict, text: str) -> str:
     offset = match.get("offset", 0)
     length = match.get("length", 0)
     if offset >= 0 and length > 0 and offset + length <= len(text):
-        return text[offset:offset + length]
+        return text[offset : offset + length]
     return ""
 
 
@@ -336,9 +335,9 @@ def get_llm_model(model_id: str, api_key: str = "") -> llm.Model:
     return model
 
 
-def _parse_llm_json(text: str) -> dict:
+def _parse_llm_json(text: str) -> dict[str, Any]:
     """Strip optional markdown fences and parse JSON from an LLM response.
-    
+
     Handles common issues with small models producing malformed JSON.
     """
     text = text.strip()
@@ -347,7 +346,7 @@ def _parse_llm_json(text: str) -> dict:
     if text.endswith("```"):
         text = "\n".join(text.split("\n")[:-1])
     text = text.strip()
-    
+
     # Try to parse as-is first
     try:
         return json.loads(text)
@@ -355,9 +354,10 @@ def _parse_llm_json(text: str) -> dict:
         # Small models sometimes produce invalid JSON with unescaped quotes
         # Try some basic fixes
         import re
+
         # Fix common issue: "word" inside a string value (should be \"word\")
         # This is a heuristic - may not catch all cases
-        lines = text.split('\n')
+        lines = text.split("\n")
         fixed_lines = []
         for line in lines:
             # If line contains a key-value pair with quotes in the value
@@ -371,11 +371,13 @@ def _parse_llm_json(text: str) -> dict:
                     value = value.replace('"', '\\"')
                     line = prefix + value + suffix
             fixed_lines.append(line)
-        text = '\n'.join(fixed_lines)
+        text = "\n".join(fixed_lines)
         return json.loads(text)
 
 
-def check_structure(message: str, model: llm.Model | None = None, model_id: str = "", api_key: str = "") -> dict:
+def check_structure(
+    message: str, model: llm.Model | None = None, model_id: str = "", api_key: str = ""
+) -> dict[str, Any]:
     """Use an LLM to evaluate whether a commit message explains *why*.
 
     Pass either a pre-loaded *model* or a *model_id* (+ optional *api_key*)
@@ -391,12 +393,12 @@ def check_structure(message: str, model: llm.Model | None = None, model_id: str
         response = model.prompt(message, system=SYSTEM_PROMPT)
         text = response.text()
         result = _parse_llm_json(text)
-        
+
         # Enforce the rule: only suggest rewrites for scores < 7
         # Small models sometimes don't follow instructions perfectly
         if result.get("score", 0) >= 7:
             result["suggestion"] = None
-        
+
         return result
     except Exception as exc:
         print(f"WARNING: LLM structure check failed: {exc}", file=sys.stderr)
@@ -443,7 +445,7 @@ def print_report(results: list[CommitIssue]) -> None:
             for gi in r.grammar_issues:
                 suggestion = ""
                 if gi["replacements"]:
-                    suggestion = f' -> try: {", ".join(gi["replacements"])}'
+                    suggestion = f" -> try: {', '.join(gi['replacements'])}"
                 print(f"    - {gi['message']}{suggestion}  ({gi['rule']})")
 
         if r.structure_issues:
@@ -496,7 +498,11 @@ def parse_args(argv: list[str] | None = None) -> argparse.Namespace:
         action="store_true",
         help="Enable the LanguageTool grammar checker (disabled by default)",
     )
-    p.add_argument("--grammar-only", action="store_true", help="Only run the grammar check (implies --enable-grammar)")
+    p.add_argument(
+        "--grammar-only",
+        action="store_true",
+        help="Only run the grammar check (implies --enable-grammar)",
+    )
     p.add_argument("--structure-only", action="store_true", help="Only run the LLM structure check")
 
     # LLM (via the llm library -- model discovery handled by llm + plugins)
@@ -610,17 +616,19 @@ def main(argv: list[str] | None = None) -> int:
             ci.score = result.get("score")
             ci.suggestion = result.get("suggestion")
             feedback = result.get("feedback", "")
-            
+
             # Only treat feedback as an issue if the commit doesn't explain why
             # or if it scores below 7 (our threshold for "good enough")
             explains_why = result.get("explains_why", True)
             score = result.get("score", 0)
-            
+
             if not explains_why or score < 7:
                 if feedback:
                     ci.structure_issues = [feedback]
                 elif not explains_why:
-                    ci.structure_issues = ["Commit message does not explain why the change was made"]
+                    ci.structure_issues = [
+                        "Commit message does not explain why the change was made"
+                    ]
 
         results.append(ci)
 
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..fa6ad40
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,49 @@
+[tool.ruff]
+target-version = "py313"
+line-length = 100
+
+[tool.ruff.lint]
+select = [
+    "E",      # pycodestyle errors
+    "W",      # pycodestyle warnings
+    "F",      # pyflakes
+    "I",      # isort (import sorting)
+    "B",      # flake8-bugbear
+    "C4",     # flake8-comprehensions
+    "UP",     # pyupgrade
+    "SIM",    # flake8-simplify
+    "TCH",    # flake8-type-checking
+    "RUF",    # Ruff-specific rules
+]
+ignore = [
+    "E501",   # line too long (let formatter handle it)
+]
+
+[tool.ruff.lint.isort]
+known-first-party = ["lint_commits", "lint_local"]
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+
+[tool.mypy]
+python_version = "3.13"
+warn_return_any = false
+warn_unused_ignores = true
+disallow_untyped_defs = true
+disallow_incomplete_defs = true
+check_untyped_defs = true
+strict_optional = true
+ignore_missing_imports = false
+
+[[tool.mypy.overrides]]
+module = "llm.*"
+ignore_missing_imports = true
+
+[[tool.mypy.overrides]]
+module = "tests.*"
+ignore_errors = true
+
+[[tool.mypy.overrides]]
+module = "conftest"
+ignore_errors = true
diff --git a/tests/test_integration_ollama.py b/tests/test_integration_ollama.py
index bf8f9b6..7aef6ee 100644
--- a/tests/test_integration_ollama.py
+++ b/tests/test_integration_ollama.py
@@ -18,7 +18,6 @@
 
 from __future__ import annotations
 
-import json
 import os
 import sys
 
@@ -49,6 +48,7 @@ def ollama_model_id():
 def ollama_model(ollama_model_id):
     """Load the model once per test module via the llm library."""
     from lint_local import get_llm_model
+
     return get_llm_model(ollama_model_id)
 
 
@@ -70,12 +70,12 @@ def _check(self, model, message: str) -> dict:
 
     def test_good_commit(self, ollama_model):
         """A well-formed commit that explains why should score high.
-        
+
         Small models may occasionally produce non-JSON output, so we use
         check_structure which has error handling.
         """
         from lint_local import check_structure
-        
+
         result = check_structure(
             "Add rate limiting to the login endpoint\n\n"
             "Without rate limiting, the login endpoint is vulnerable to brute-force\n"
@@ -91,16 +91,14 @@ def test_good_commit(self, ollama_model):
 
     def test_vague_commit(self, ollama_model):
         """A vague one-word commit should score low.
-        
+
         Small models can be inconsistent about explains_why boolean,
         so we primarily check the score.
         """
         result = self._check(ollama_model, "updates")
         assert "explains_why" in result
         # Small models may not always set explains_why=False, but should score low
-        assert result["score"] <= 5, (
-            f"Vague commits should score low. Got {result['score']}/10"
-        )
+        assert result["score"] <= 5, f"Vague commits should score low. Got {result['score']}/10"
 
     def test_returns_valid_json(self, ollama_model):
         """Even for edge cases the model should return parseable JSON."""
@@ -118,7 +116,7 @@ class TestOllamaEndToEnd:
 
     def test_check_structure_returns_dict(self, ollama_model):
         """check_structure should return a dict with the expected keys.
-        
+
         Small models can be inconsistent, so we just verify the structure.
         """
         from lint_local import check_structure
@@ -135,7 +133,7 @@ def test_check_structure_returns_dict(self, ollama_model):
 
     def test_check_structure_clean_commit(self, ollama_model):
         """A good commit should explain why and score high.
-        
+
         Note: Small models like qwen2.5:0.5b can be inconsistent, so we just
         check that the score is reasonable (>= 6) rather than strictly checking
         explains_why, which can vary run-to-run.
@@ -160,7 +158,7 @@ def test_git_hygiene_commit_scores_high(self, ollama_model):
         The commit that adds git hygiene to the project should score 8+ and
         be considered good. This validates that the system prompt is balanced
         and not overly aggressive.
-        
+
         The commit explains WHY (to ensure quality of git commits) and provides
         context about the new workflow. It should not trigger suggestions for
         being "more comprehensive" when it already explains the motivation.
@@ -177,26 +175,26 @@ def test_git_hygiene_commit_scores_high(self, ollama_model):
 git commits in this code base."""
 
         result = check_structure(commit_message, model=ollama_model)
-        
+
         # Validate response structure
         assert isinstance(result, dict)
         assert "explains_why" in result
         assert "score" in result
         assert "feedback" in result
         assert "suggestion" in result
-        
+
         # The commit clearly explains WHY - to ensure quality
         assert result["explains_why"] is True, (
             f"Commit should explain why. Got: {result['feedback']}"
         )
-        
+
         # Should score 7 or higher since it explains the motivation
         # (Small models can vary between 7-9 for the same good commit)
         assert result["score"] >= 7, (
             f"Expected score >= 7 for a commit that explains why (quality assurance). "
             f"Got {result['score']}/10. Feedback: {result['feedback']}"
         )
-        
+
         # Since score >= 8, should not suggest rewrite
         assert result["suggestion"] is None or result["suggestion"] == "", (
             f"High-scoring commits (8+) should not need rewrites. "
diff --git a/tests/test_lint_commits.py b/tests/test_lint_commits.py
index 058b95d..bf77f53 100644
--- a/tests/test_lint_commits.py
+++ b/tests/test_lint_commits.py
@@ -8,8 +8,6 @@
 import sys
 from unittest.mock import MagicMock, patch
 
-import pytest
-
 # Ensure the project root is on sys.path so we can import the module
 sys.path.insert(0, os.path.join(os.path.dirname(__file__), ".."))
 
@@ -18,8 +16,7 @@
 os.environ.setdefault("REPO", "owner/repo")
 os.environ.setdefault("PR_NUMBER", "1")
 
-import lint_commits  # noqa: E402
-
+import lint_commits
 
 # ---------------------------------------------------------------------------
 # Grammar check
@@ -73,9 +70,7 @@ def test_custom_word_suppresses_match(self):
         mock_resp.raise_for_status = MagicMock()
 
         with patch("lint_commits.requests.post", return_value=mock_resp):
-            issues = lint_commits.check_grammar(
-                "Set up an Ollama server", custom_words={"ollama"}
-            )
+            issues = lint_commits.check_grammar("Set up an Ollama server", custom_words={"ollama"})
             assert issues == []
 
     def test_custom_word_case_insensitive(self):
@@ -93,9 +88,7 @@ def test_custom_word_case_insensitive(self):
         mock_resp.raise_for_status = MagicMock()
 
         with patch("lint_commits.requests.post", return_value=mock_resp):
-            issues = lint_commits.check_grammar(
-                "Use the NGINX proxy", custom_words={"nginx"}
-            )
+            issues = lint_commits.check_grammar("Use the NGINX proxy", custom_words={"nginx"})
             assert issues == []
 
     def test_non_dictionary_word_still_reported(self):
@@ -113,9 +106,7 @@ def test_non_dictionary_word_still_reported(self):
         mock_resp.raise_for_status = MagicMock()
 
         with patch("lint_commits.requests.post", return_value=mock_resp):
-            issues = lint_commits.check_grammar(
-                "Fix teh build", custom_words={"ollama", "nginx"}
-            )
+            issues = lint_commits.check_grammar("Fix teh build", custom_words={"ollama", "nginx"})
             assert len(issues) == 1
 
     def test_builtin_words_used_by_default(self):
@@ -206,12 +197,14 @@ def _mock_model(self, response_text: str) -> MagicMock:
 
     def test_good_commit(self):
         """LLM recognises a commit that explains why."""
-        llm_response = json.dumps({
-            "explains_why": True,
-            "score": 9,
-            "feedback": "Good commit message that explains the motivation.",
-            "suggestion": None,
-        })
+        llm_response = json.dumps(
+            {
+                "explains_why": True,
+                "score": 9,
+                "feedback": "Good commit message that explains the motivation.",
+                "suggestion": None,
+            }
+        )
         model = self._mock_model(llm_response)
         result = lint_commits.check_structure(
             "Add user avatar upload\n\nUsers requested the ability to upload custom avatars.",
@@ -223,12 +216,14 @@ def test_good_commit(self):
 
     def test_poor_commit(self):
         """LLM flags a commit that does not explain why."""
-        llm_response = json.dumps({
-            "explains_why": False,
-            "score": 2,
-            "feedback": "This commit only states what changed, not why.",
-            "suggestion": "Fix typo in README\n\nThe API endpoint URL had a trailing slash.",
-        })
+        llm_response = json.dumps(
+            {
+                "explains_why": False,
+                "score": 2,
+                "feedback": "This commit only states what changed, not why.",
+                "suggestion": "Fix typo in README\n\nThe API endpoint URL had a trailing slash.",
+            }
+        )
         model = self._mock_model(llm_response)
         result = lint_commits.check_structure("updates", model=model)
         assert result["explains_why"] is False
@@ -237,10 +232,14 @@ def test_poor_commit(self):
 
     def test_markdown_fenced_response(self):
         """LLM wraps response in markdown fences -- still parsed."""
-        inner = json.dumps({
-            "explains_why": False, "score": 3,
-            "feedback": "Missing context.", "suggestion": None,
-        })
+        inner = json.dumps(
+            {
+                "explains_why": False,
+                "score": 3,
+                "feedback": "Missing context.",
+                "suggestion": None,
+            }
+        )
         llm_response = f"```json\n{inner}\n```"
         model = self._mock_model(llm_response)
         result = lint_commits.check_structure("Fix bug", model=model)
@@ -257,10 +256,14 @@ def test_llm_failure(self):
 
     def test_system_prompt_passed(self):
         """check_structure passes the system prompt to model.prompt."""
-        llm_response = json.dumps({
-            "explains_why": True, "score": 8,
-            "feedback": "Good.", "suggestion": None,
-        })
+        llm_response = json.dumps(
+            {
+                "explains_why": True,
+                "score": 8,
+                "feedback": "Good.",
+                "suggestion": None,
+            }
+        )
         model = self._mock_model(llm_response)
         lint_commits.check_structure("some commit", model=model)
 
@@ -338,7 +341,7 @@ def test_normal_commit_not_ignored(self):
 class TestRegressions:
     def test_high_score_with_positive_feedback_not_treated_as_issue(self):
         """Regression test: positive feedback on a 10/10 commit should not fail.
-        
+
         Bug: feedback was always treated as an issue, even positive feedback.
         Fix: only treat feedback as an issue if score < 7 or explains_why is False.
         """
@@ -350,17 +353,18 @@ def test_high_score_with_positive_feedback_not_treated_as_issue(self):
         ci.suggestion = None
         # This is positive feedback but was incorrectly treated as an issue
         ci.structure_issues = []
-        
+
         # Simulate what the fixed code should do
         feedback = "The commit explains the reason for the change, which is excellent."
         explains_why = True
         score = 10
-        
+
         # The bug: old code did: if feedback: ci.structure_issues = [feedback]
         # The fix: only add feedback as issue if score < 7 or not explains_why
-        if not explains_why or score < 7:
-            if feedback:
-                ci.structure_issues = [feedback]
-        
+        if (not explains_why or score < 7) and feedback:
+            ci.structure_issues = [feedback]
+
         # With score=10 and explains_why=True, should have no issues
-        assert not ci.has_issues, "High-scoring commits with positive feedback should not be flagged as having issues"
+        assert not ci.has_issues, (
+            "High-scoring commits with positive feedback should not be flagged as having issues"
+        )
diff --git a/tests/test_lint_local.py b/tests/test_lint_local.py
index 90b786a..50aaf5b 100644
--- a/tests/test_lint_local.py
+++ b/tests/test_lint_local.py
@@ -4,8 +4,6 @@
 
 import json
 import os
-import re
-import subprocess
 import sys
 from unittest.mock import MagicMock, patch
 
@@ -19,8 +17,7 @@
 os.environ.setdefault("REPO", "owner/repo")
 os.environ.setdefault("PR_NUMBER", "1")
 
-import lint_local  # noqa: E402
-
+import lint_local
 
 # ---------------------------------------------------------------------------
 # git_log
@@ -57,7 +54,7 @@ def test_revision_range(self):
         mock_result.returncode = 0
 
         with patch("lint_local.subprocess.run", return_value=mock_result) as mock_run:
-            commits = lint_local.git_log(revision_range="main..HEAD")
+            lint_local.git_log(revision_range="main..HEAD")
 
         cmd = mock_run.call_args[0][0]
         assert "main..HEAD" in cmd
@@ -147,9 +144,7 @@ def test_builtin_words_used_by_default(self):
         mock_resp.raise_for_status = MagicMock()
 
         with patch("lint_local.requests.post", return_value=mock_resp):
-            issues = lint_local.check_grammar(
-                text, "https://api.languagetool.org/v2", "en-US"
-            )
+            issues = lint_local.check_grammar(text, "https://api.languagetool.org/v2", "en-US")
             assert issues == []
 
     def test_non_dictionary_word_still_reported(self):
@@ -214,10 +209,14 @@ def _mock_model(response_text: str) -> MagicMock:
 class TestCheckStructureLocal:
     def test_good_commit(self):
         """LLM response for a good commit is parsed correctly."""
-        llm_response = json.dumps({
-            "explains_why": True, "score": 9,
-            "feedback": "Clear motivation provided.", "suggestion": None,
-        })
+        llm_response = json.dumps(
+            {
+                "explains_why": True,
+                "score": 9,
+                "feedback": "Clear motivation provided.",
+                "suggestion": None,
+            }
+        )
         model = _mock_model(llm_response)
         result = lint_local.check_structure(
             "Fix typo\n\nThe URL had a trailing slash.", model=model
@@ -227,10 +226,14 @@ def test_good_commit(self):
 
     def test_poor_commit(self):
         """LLM flags a vague commit."""
-        llm_response = json.dumps({
-            "explains_why": False, "score": 2,
-            "feedback": "Does not explain why.", "suggestion": "Describe the reason.",
-        })
+        llm_response = json.dumps(
+            {
+                "explains_why": False,
+                "score": 2,
+                "feedback": "Does not explain why.",
+                "suggestion": "Describe the reason.",
+            }
+        )
         model = _mock_model(llm_response)
         result = lint_local.check_structure("stuff", model=model)
         assert result["explains_why"] is False
@@ -247,10 +250,14 @@ def test_error_returns_error_dict(self):
 
     def test_system_prompt_passed(self):
         """check_structure passes the system prompt to model.prompt."""
-        llm_response = json.dumps({
-            "explains_why": True, "score": 8,
-            "feedback": "Good.", "suggestion": None,
-        })
+        llm_response = json.dumps(
+            {
+                "explains_why": True,
+                "score": 8,
+                "feedback": "Good.",
+                "suggestion": None,
+            }
+        )
         model = _mock_model(llm_response)
         lint_local.check_structure("some commit", model=model)
 
@@ -261,10 +268,14 @@ def test_system_prompt_passed(self):
 
     def test_falls_back_to_model_id(self):
         """When no model object given, loads by model_id."""
-        llm_response = json.dumps({
-            "explains_why": True, "score": 8,
-            "feedback": "Good.", "suggestion": None,
-        })
+        llm_response = json.dumps(
+            {
+                "explains_why": True,
+                "score": 8,
+                "feedback": "Good.",
+                "suggestion": None,
+            }
+        )
         model = _mock_model(llm_response)
         with patch("lint_local.get_llm_model", return_value=model) as mock_get:
             lint_local.check_structure("commit msg", model_id="tinyllama")
@@ -342,17 +353,24 @@ def _mock_commits(self):
         ]
 
     def _good_response(self):
-        return json.dumps({
-            "explains_why": True, "score": 9,
-            "feedback": "Good commit.", "suggestion": None,
-        })
+        return json.dumps(
+            {
+                "explains_why": True,
+                "score": 9,
+                "feedback": "Good commit.",
+                "suggestion": None,
+            }
+        )
 
     def _bad_response(self):
-        return json.dumps({
-            "explains_why": False, "score": 2,
-            "feedback": "Does not explain why the change was made.",
-            "suggestion": "stuff\n\nExplain the reason here.",
-        })
+        return json.dumps(
+            {
+                "explains_why": False,
+                "score": 2,
+                "feedback": "Does not explain why the change was made.",
+                "suggestion": "stuff\n\nExplain the reason here.",
+            }
+        )
 
     def _mock_model_with(self, response_text: str) -> MagicMock:
         return _mock_model(response_text)
@@ -408,14 +426,21 @@ def test_main_returns_1_on_issues(self):
         assert rc == 1
 
     def test_main_returns_0_when_clean(self):
-        clean = json.dumps({
-            "explains_why": True, "score": 10,
-            "feedback": "", "suggestion": None,
-        })
+        clean = json.dumps(
+            {
+                "explains_why": True,
+                "score": 10,
+                "feedback": "",
+                "suggestion": None,
+            }
+        )
         model = self._mock_model_with(clean)
 
         with (
-            patch("lint_local.git_log", return_value=[{"sha": "aaa111", "message": "Fix typo in README"}]),
+            patch(
+                "lint_local.git_log",
+                return_value=[{"sha": "aaa111", "message": "Fix typo in README"}],
+            ),
             patch("lint_local.check_grammar", return_value=[]),
             patch("lint_local.get_llm_model", return_value=model),
         ):
@@ -425,23 +450,30 @@ def test_main_returns_0_when_clean(self):
 
     def test_main_returns_0_for_high_score_with_positive_feedback(self):
         """Regression test: positive feedback on a 10/10 commit should not fail.
-        
+
         Bug: feedback was always treated as an issue, even positive feedback.
         Fix: only treat feedback as an issue if score < 7 or explains_why is False.
         """
-        high_score_with_positive_feedback = json.dumps({
-            "explains_why": True,
-            "score": 10,
-            "feedback": "The commit explains the reason for the change, which is excellent.",
-            "suggestion": None,
-        })
+        high_score_with_positive_feedback = json.dumps(
+            {
+                "explains_why": True,
+                "score": 10,
+                "feedback": "The commit explains the reason for the change, which is excellent.",
+                "suggestion": None,
+            }
+        )
         model = self._mock_model_with(high_score_with_positive_feedback)
 
         with (
-            patch("lint_local.git_log", return_value=[{
-                "sha": "8eed9917",
-                "message": "Allow a looser definition of what a good git message means"
-            }]),
+            patch(
+                "lint_local.git_log",
+                return_value=[
+                    {
+                        "sha": "8eed9917",
+                        "message": "Allow a looser definition of what a good git message means",
+                    }
+                ],
+            ),
             patch("lint_local.check_grammar", return_value=[]),
             patch("lint_local.get_llm_model", return_value=model),
         ):