feat: add code duplication detector (#162)

Detect duplicate functions/blocks across Python files.
Reports duplication percentage and outputs JSON report.
Closes #162.

scripts/code_duplication_detector.py

@@ -0,0 +1,366 @@
+#!/usr/bin/env python3
+"""
+Code Duplication Detector — Issue #162
+
+Finds duplicate functions and code blocks across Python source files.
+Reports duplication percentage and outputs a duplication report.
+
+Usage:
+    python3 scripts/code_duplication_detector.py --output reports/code_duplication.json
+    python3 scripts/code_duplication_detector.py --directory scripts/ --dry-run
+    python3 scripts/code_duplication_detector.py --test  # Run built-in test
+"""
+
+import argparse
+import hashlib
+import json
+import os
+import re
+import sys
+from collections import defaultdict
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import List, Dict, Tuple, Optional
+
+
+# ── AST helpers ────────────────────────────────────────────────────────────
+
+def normalize_code(text: str) -> str:
+    """Normalize code for comparison: strip comments, normalize whitespace."""
+    # Remove comments (both # and docstring triple-quote strings)
+    text = re.sub(r'#.*$', '', text, flags=re.MULTILINE)
+    text = re.sub(r'""".*?"""', '', text, flags=re.DOTALL)
+    text = re.sub(r"'''.*?'''", '', text, flags=re.DOTALL)
+    # Normalize whitespace
+    text = re.sub(r'\s+', ' ', text).strip()
+    return text.lower()
+
+
+def code_hash(text: str) -> str:
+    """SHA256 hash of normalized code for exact duplicate detection."""
+    normalized = normalize_code(text)
+    return hashlib.sha256(normalized.encode('utf-8')).hexdigest()
+
+
+# ── Function extraction via AST ────────────────────────────────────────────
+
+class FunctionExtractor:
+    """Extract function and method definitions with their full source bodies."""
+
+    def __init__(self, source: str, filepath: str):
+        self.source = source
+        self.filepath = filepath
+        self.lines = source.splitlines()
+        self.functions: List[Dict] = []
+
+    def _get_source_segment(self, start_lineno: int, end_lineno: int) -> str:
+        """Get source code from start to end line (1-indexed, inclusive)."""
+        # AST end_lineno is inclusive
+        start_idx = start_lineno - 1
+        end_idx = end_lineno
+        return '\n'.join(self.lines[start_idx:end_idx])
+
+    def visit(self, tree):
+        """Collect all function and async function definitions."""
+        for node in ast.walk(tree):
+            if isinstance(node, ast.FunctionDef) or isinstance(node, ast.AsyncFunctionDef):
+                # Get the full source for this function including decorators
+                start = node.lineno
+                end = node.end_lineno
+                body_source = self._get_source_segment(start, end)
+
+                # Also collect parent class name if this is a method
+                class_name = None
+                parent = node.parent if hasattr(node, 'parent') else None
+                if parent and isinstance(parent, ast.ClassDef):
+                    class_name = parent.name
+
+                self.functions.append({
+                    'name': node.name,
+                    'file': self.filepath,
+                    'start_line': start,
+                    'end_line': end,
+                    'body': body_source,
+                    'class_name': class_name,
+                    'is_method': class_name is not None,
+                })
+
+
+import ast
+
+class ParentNodeVisitor(ast.NodeVisitor):
+    """Annotate nodes with parent references."""
+    def __init__(self, parent=None):
+        self.parent = parent
+
+    def generic_visit(self, node):
+        node.parent = self.parent
+        for child in ast.iter_child_nodes(node):
+            self.__class__(child).parent = node
+        super().generic_visit(node)
+
+
+def extract_functions_from_file(filepath: str) -> List[Dict]:
+    """Extract all function definitions from a Python file."""
+    try:
+        with open(filepath, 'r', encoding='utf-8', errors='replace') as f:
+            source = f.read()
+        tree = ast.parse(source, filename=str(filepath))
+
+        # Annotate with parent references
+        for node in ast.walk(tree):
+            for child in ast.iter_child_nodes(node):
+                child.parent = node
+
+        extractor = FunctionExtractor(source, str(filepath))
+        extractor.visit(tree)
+        return extractor.functions
+    except (SyntaxError, UnicodeDecodeError, OSError) as e:
+        return []
+
+
+def scan_directory(directory: str, extensions: Tuple[str, ...] = ('.py',)) -> List[Dict]:
+    """Scan directory for Python files and extract all functions."""
+    all_functions = []
+    path = Path(directory)
+
+    for filepath in path.rglob('*'):
+        if filepath.is_file() and filepath.suffix in extensions:
+            # Skip common non-source dirs
+            parts = filepath.parts
+            if any(ex in parts for ex in ('__pycache__', 'node_modules', '.git', 'venv', '.venv', 'dist', 'build')):
+                continue
+            if filepath.name.startswith('.'):
+                continue
+
+            functions = extract_functions_from_file(str(filepath))
+            all_functions.extend(functions)
+
+    return all_functions
+
+
+# ── Duplicate detection ─────────────────────────────────────────────────────
+
+def find_duplicates(functions: List[Dict], similarity_threshold: float = 0.95) -> Dict:
+    """
+    Find duplicate and near-duplicate functions.
+
+    Returns dict with:
+      - exact_duplicates: {hash: [function_info, ...]}
+      - near_duplicates: [[function_info, ...], ...]
+      - stats: total_functions, unique_exact, exact_dupe_count, near_dupe_count
+    """
+    # Phase 1: Exact duplicates by code hash
+    hash_groups: Dict[str, List[Dict]] = defaultdict(list)
+    for func in functions:
+        h = code_hash(func['body'])
+        hash_groups[h].append(func)
+
+    exact_duplicates = {h: group for h, group in hash_groups.items() if len(group) > 1}
+    exact_dupe_count = sum(len(group) - 1 for group in exact_duplicates.values())
+
+    # Phase 2: Near-duplicates (among the unique-by-hash set)
+    # We compare token overlap for functions that have different hashes
+    unique_by_hash = [funcs[0] for funcs in hash_groups.values()]
+    near_duplicate_groups = []
+
+    # Simple token-based similarity
+    def tokenize(code: str) -> set:
+        return set(re.findall(r'[a-zA-Z_][a-zA-Z0-9_]*', code.lower()))
+
+    i = 0
+    while i < len(unique_by_hash):
+        group = [unique_by_hash[i]]
+        j = i + 1
+        while j < len(unique_by_hash):
+            tokens_i = tokenize(unique_by_hash[i]['body'])
+            tokens_j = tokenize(unique_by_hash[j]['body'])
+            if not tokens_i or not tokens_j:
+                j += 1
+                continue
+            intersection = tokens_i & tokens_j
+            union = tokens_i | tokens_j
+            similarity = len(intersection) / len(union) if union else 0.0
+
+            if similarity >= similarity_threshold:
+                group.append(unique_by_hash[j])
+                unique_by_hash.pop(j)
+            else:
+                j += 1
+
+        if len(group) > 1:
+            near_duplicate_groups.append(group)
+        i += 1
+
+    near_dupe_count = sum(len(g) - 1 for g in near_duplicate_groups)
+
+    stats = {
+        'total_functions': len(functions),
+        'unique_exact': len(hash_groups),
+        'exact_dupe_count': exact_dupe_count,
+        'near_dupe_count': near_dupe_count,
+        'total_duplicates': exact_dupe_count + near_dupe_count,
+    }
+
+    # Calculate duplication percentage based on lines
+    total_lines = sum(f['end_line'] - f['start_line'] + 1 for f in functions)
+    dupe_lines = 0
+    for group in exact_duplicates.values():
+        # Count all but one as duplicates
+        for f in group[1:]:
+            dupe_lines += f['end_line'] - f['start_line'] + 1
+    for group in near_duplicate_groups:
+        for f in group[1:]:
+            dupe_lines += f['end_line'] - f['start_line'] + 1
+
+    stats['total_lines'] = total_lines
+    stats['duplicate_lines'] = dupe_lines
+    stats['duplication_percentage'] = round((dupe_lines / total_lines * 100) if total_lines else 0, 2)
+
+    return {
+        'exact_duplicates': exact_duplicates,
+        'near_duplicates': near_duplicate_groups,
+        'stats': stats,
+    }
+
+
+# ── Report generation ────────────────────────────────────────────────────────
+
+def generate_report(results: Dict, output_format: str = 'json') -> str:
+    """Generate human-readable report from detection results."""
+    stats = results['stats']
+
+    if output_format == 'json':
+        return json.dumps(results, indent=2, default=str)
+
+    # Text report
+    lines = [
+        "=" * 60,
+        "  CODE DUPLICATION REPORT",
+        "=" * 60,
+        f"  Total functions scanned:  {stats['total_functions']}",
+        f"  Unique functions:         {stats['unique_exact']}",
+        f"  Exact duplicates:         {stats['exact_dupe_count']}",
+        f"  Near-duplicates:          {stats['near_dupe_count']}",
+        f"  Total lines:              {stats['total_lines']}",
+        f"  Duplicate lines:          {stats['duplicate_lines']}",
+        f"  Duplication %:            {stats['duplication_percentage']}%",
+        "",
+    ]
+
+    if results['exact_duplicates']:
+        lines.append("  Exact duplicate functions:")
+        for h, group in results['exact_duplicates'].items():
+            first = group[0]
+            lines.append(f"    {first['name']} ({first['file']}:{first['start_line']}) — "
+                        f"copied {len(group)-1}x in:")
+            for f in group[1:]:
+                lines.append(f"      → {f['file']}:{f['start_line']}")
+        lines.append("")
+
+    if results['near_duplicates']:
+        lines.append("  Near-duplicate function groups:")
+        for i, group in enumerate(results['near_duplicates'], 1):
+            first = group[0]
+            lines.append(f"    Group {i}: {first['name']} ({first['file']}:{first['start_line']}) — "
+                        f"{len(group)} similar functions")
+            for f in group[1:]:
+                lines.append(f"      → {f['file']}:{f['start_line']}")
+        lines.append("")
+
+    lines.append("=" * 60)
+    return '\n'.join(lines)
+
+
+# ── CLI ─────────────────────────────────────────────────────────────────────
+
+def main():
+    parser = argparse.ArgumentParser(description="Code Duplication Detector")
+    parser.add_argument('--directory', default='.',
+                        help='Directory to scan (default: current directory)')
+    parser.add_argument('--output', help='Output file for JSON report')
+    parser.add_argument('--dry-run', action='store_true', help='Run without writing file')
+    parser.add_argument('--threshold', type=float, default=0.95,
+                        help='Similarity threshold for near-dupes (default: 0.95)')
+    parser.add_argument('--json', action='store_true', help='JSON output to stdout')
+    parser.add_argument('--test', action='store_true', help='Run built-in test')
+    args = parser.parse_args()
+
+    if args.test:
+        _run_test()
+        return
+
+    # Scan
+    functions = scan_directory(args.directory)
+
+    # Detect duplicates
+    results = find_duplicates(functions, similarity_threshold=args.threshold)
+    stats = results['stats']
+
+    # Output
+    if args.json:
+        print(json.dumps(results, indent=2, default=str))
+    else:
+        print(generate_report(results, output_format='text'))
+
+    # Write file if requested
+    if args.output and not args.dry_run:
+        os.makedirs(os.path.dirname(args.output) or '.', exist_ok=True)
+        with open(args.output, 'w') as f:
+            json.dump(results, f, indent=2, default=str)
+        print(f"\nReport written to: {args.output}")
+
+    # Summary for burn protocol
+    print(f"\n✓ Detection complete: {stats['exact_dupe_count']} exact + "
+          f"{stats['near_dupe_count']} near duplicates found "
+          f"({stats['duplication_percentage']}% duplication)")
+
+
+def _run_test():
+    """Built-in smoke test."""
+    import tempfile
+    import os
+
+    with tempfile.TemporaryDirectory() as tmpdir:
+        # Create test files with duplicate code
+        f1 = Path(tmpdir) / 'mod1.py'
+        f1.write_text('''
+def hello():
+    print("hello world")
+
+def duplicated_function():
+    x = 1
+    y = 2
+    return x + y
+
+def unique_func():
+    return 42
+''')
+
+        f2 = Path(tmpdir) / 'mod2.py'
+        f2.write_text('''
+def duplicated_function():
+    x = 1
+    y = 2
+    return x + y
+
+def another_unique():
+    return "different"
+''')
+
+        functions = scan_directory(tmpdir)
+        results = find_duplicates(functions)
+
+        stats = results['stats']
+        assert stats['exact_dupe_count'] >= 1, "Should find at least 1 exact duplicate"
+        assert stats['total_functions'] >= 4, "Should find at least 4 functions"
+
+        # Check duplication percentage is calculated
+        assert 'duplication_percentage' in stats
+        print(f"\n✓ Test passed: {stats['total_functions']} functions, "
+              f"{stats['exact_dupe_count']} exact duplicates, "
+              f"{stats['duplication_percentage']}% duplication")
+
+
+if __name__ == '__main__':
+    main()

scripts/pr_complexity_scorer.py

@@ -0,0 +1,351 @@
+#!/usr/bin/env python3
+"""
+PR Complexity Scorer - Estimate review effort for PRs.
+"""
+
+import argparse
+import json
+import os
+import re
+import sys
+from dataclasses import dataclass, asdict
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any, Dict, List, Optional
+import urllib.request
+import urllib.error
+
+GITEA_BASE = "https://forge.alexanderwhitestone.com/api/v1"
+
+DEPENDENCY_FILES = {
+    "requirements.txt", "pyproject.toml", "setup.py", "setup.cfg",
+    "Pipfile", "poetry.lock", "package.json", "yarn.lock", "Gemfile",
+    "go.mod", "Cargo.toml", "pom.xml", "build.gradle"
+}
+
+TEST_PATTERNS = [
+    r"tests?/.*\.py$", r".*_test\.py$", r"test_.*\.py$",
+    r"spec/.*\.rb$", r".*_spec\.rb$",
+    r"__tests__/", r".*\.test\.(js|ts|jsx|tsx)$"
+]
+
+WEIGHT_FILES = 0.25
+WEIGHT_LINES = 0.25
+WEIGHT_DEPS = 0.30
+WEIGHT_TEST_COV = 0.20
+
+SMALL_FILES = 5
+MEDIUM_FILES = 20
+LARGE_FILES = 50
+
+SMALL_LINES = 100
+MEDIUM_LINES = 500
+LARGE_LINES = 2000
+
+TIME_PER_POINT = {1: 5, 2: 10, 3: 15, 4: 20, 5: 25, 6: 30, 7: 45, 8: 60, 9: 90, 10: 120}
+
+
+@dataclass
+class PRComplexity:
+    pr_number: int
+    title: str
+    files_changed: int
+    additions: int
+    deletions: int
+    has_dependency_changes: bool
+    test_coverage_delta: Optional[int]
+    score: int
+    estimated_minutes: int
+    reasons: List[str]
+
+    def to_dict(self) -> dict:
+        return asdict(self)
+
+
+class GiteaClient:
+    def __init__(self, token: str):
+        self.token = token
+        self.base_url = GITEA_BASE.rstrip("/")
+
+    def _request(self, path: str, params: Dict = None) -> Any:
+        url = f"{self.base_url}{path}"
+        if params:
+            qs = "&".join(f"{k}={v}" for k, v in params.items() if v is not None)
+            url += f"?{qs}"
+
+        req = urllib.request.Request(url)
+        req.add_header("Authorization", f"token {self.token}")
+        req.add_header("Content-Type", "application/json")
+
+        try:
+            with urllib.request.urlopen(req, timeout=30) as resp:
+                return json.loads(resp.read().decode())
+        except urllib.error.HTTPError as e:
+            print(f"API error {e.code}: {e.read().decode()[:200]}", file=sys.stderr)
+            return None
+        except urllib.error.URLError as e:
+            print(f"Network error: {e}", file=sys.stderr)
+            return None
+
+    def get_open_prs(self, org: str, repo: str) -> List[Dict]:
+        prs = []
+        page = 1
+        while True:
+            batch = self._request(f"/repos/{org}/{repo}/pulls", {"limit": 50, "page": page, "state": "open"})
+            if not batch:
+                break
+            prs.extend(batch)
+            if len(batch) < 50:
+                break
+            page += 1
+        return prs
+
+    def get_pr_files(self, org: str, repo: str, pr_number: int) -> List[Dict]:
+        files = []
+        page = 1
+        while True:
+            batch = self._request(
+                f"/repos/{org}/{repo}/pulls/{pr_number}/files",
+                {"limit": 100, "page": page}
+            )
+            if not batch:
+                break
+            files.extend(batch)
+            if len(batch) < 100:
+                break
+            page += 1
+        return files
+
+    def post_comment(self, org: str, repo: str, pr_number: int, body: str) -> bool:
+        data = json.dumps({"body": body}).encode("utf-8")
+        req = urllib.request.Request(
+            f"{self.base_url}/repos/{org}/{repo}/issues/{pr_number}/comments",
+            data=data,
+            method="POST",
+            headers={"Authorization": f"token {self.token}", "Content-Type": "application/json"}
+        )
+        try:
+            with urllib.request.urlopen(req, timeout=30) as resp:
+                return resp.status in (200, 201)
+        except urllib.error.HTTPError:
+            return False
+
+
+def is_dependency_file(filename: str) -> bool:
+    return any(filename.endswith(dep) for dep in DEPENDENCY_FILES)
+
+
+def is_test_file(filename: str) -> bool:
+    return any(re.search(pattern, filename) for pattern in TEST_PATTERNS)
+
+
+def score_pr(
+    files_changed: int,
+    additions: int,
+    deletions: int,
+    has_dependency_changes: bool,
+    test_coverage_delta: Optional[int] = None
+) -> tuple[int, int, List[str]]:
+    score = 1.0
+    reasons = []
+
+    # Files changed
+    if files_changed <= SMALL_FILES:
+        fscore = 1.0
+        reasons.append("small number of files changed")
+    elif files_changed <= MEDIUM_FILES:
+        fscore = 2.0
+        reasons.append("moderate number of files changed")
+    elif files_changed <= LARGE_FILES:
+        fscore = 2.5
+        reasons.append("large number of files changed")
+    else:
+        fscore = 3.0
+        reasons.append("very large PR spanning many files")
+
+    # Lines changed
+    total_lines = additions + deletions
+    if total_lines <= SMALL_LINES:
+        lscore = 1.0
+        reasons.append("small change size")
+    elif total_lines <= MEDIUM_LINES:
+        lscore = 2.0
+        reasons.append("moderate change size")
+    elif total_lines <= LARGE_LINES:
+        lscore = 3.0
+        reasons.append("large change size")
+    else:
+        lscore = 4.0
+        reasons.append("very large change")
+
+    # Dependency changes
+    if has_dependency_changes:
+        dscore = 2.5
+        reasons.append("dependency changes (architectural impact)")
+    else:
+        dscore = 0.0
+
+    # Test coverage delta
+    tscore = 0.0
+    if test_coverage_delta is not None:
+        if test_coverage_delta > 0:
+            reasons.append(f"test additions (+{test_coverage_delta} test files)")
+            tscore = -min(2.0, test_coverage_delta / 2.0)
+        elif test_coverage_delta < 0:
+            reasons.append(f"test removals ({abs(test_coverage_delta)} test files)")
+            tscore = min(2.0, abs(test_coverage_delta) * 0.5)
+    else:
+        reasons.append("test coverage change not assessed")
+
+    # Weighted sum, scaled by 3 to use full 1-10 range
+    bonus = (fscore * WEIGHT_FILES) + (lscore * WEIGHT_LINES) + (dscore * WEIGHT_DEPS) + (tscore * WEIGHT_TEST_COV)
+    scaled_bonus = bonus * 3.0
+    score = 1.0 + scaled_bonus
+
+    final_score = max(1, min(10, int(round(score))))
+    est_minutes = TIME_PER_POINT.get(final_score, 30)
+
+    return final_score, est_minutes, reasons
+
+
+def analyze_pr(client: GiteaClient, org: str, repo: str, pr_data: Dict) -> PRComplexity:
+    pr_num = pr_data["number"]
+    title = pr_data.get("title", "")
+    files = client.get_pr_files(org, repo, pr_num)
+
+    additions = sum(f.get("additions", 0) for f in files)
+    deletions = sum(f.get("deletions", 0) for f in files)
+    filenames = [f.get("filename", "") for f in files]
+
+    has_deps = any(is_dependency_file(f) for f in filenames)
+
+    test_added = sum(1 for f in files if f.get("status") == "added" and is_test_file(f.get("filename", "")))
+    test_removed = sum(1 for f in files if f.get("status") == "removed" and is_test_file(f.get("filename", "")))
+    test_delta = test_added - test_removed if (test_added or test_removed) else None
+
+    score, est_min, reasons = score_pr(
+        files_changed=len(files),
+        additions=additions,
+        deletions=deletions,
+        has_dependency_changes=has_deps,
+        test_coverage_delta=test_delta
+    )
+
+    return PRComplexity(
+        pr_number=pr_num,
+        title=title,
+        files_changed=len(files),
+        additions=additions,
+        deletions=deletions,
+        has_dependency_changes=has_deps,
+        test_coverage_delta=test_delta,
+        score=score,
+        estimated_minutes=est_min,
+        reasons=reasons
+    )
+
+
+def build_comment(complexity: PRComplexity) -> str:
+    change_desc = f"{complexity.files_changed} files, +{complexity.additions}/-{complexity.deletions} lines"
+    deps_note = "\n- :warning: Dependency changes detected — architectural review recommended" if complexity.has_dependency_changes else ""
+    test_note = ""
+    if complexity.test_coverage_delta is not None:
+        if complexity.test_coverage_delta > 0:
+            test_note = f"\n- :+1: {complexity.test_coverage_delta} test file(s) added"
+        elif complexity.test_coverage_delta < 0:
+            test_note = f"\n- :warning: {abs(complexity.test_coverage_delta)} test file(s) removed"
+
+    comment = f"## 📊 PR Complexity Analysis\n\n"
+    comment += f"**PR #{complexity.pr_number}: {complexity.title}**\n\n"
+    comment += f"| Metric | Value |\n|--------|-------|\n"
+    comment += f"| Changes | {change_desc} |\n"
+    comment += f"| Complexity Score | **{complexity.score}/10** |\n"
+    comment += f"| Estimated Review Time | ~{complexity.estimated_minutes} minutes |\n\n"
+    comment += f"### Scoring rationale:"
+    for r in complexity.reasons:
+        comment += f"\n- {r}"
+    if deps_note:
+        comment += deps_note
+    if test_note:
+        comment += test_note
+    comment += f"\n\n---\n"
+    comment += f"*Generated by PR Complexity Scorer — [issue #135](https://forge.alexanderwhitestone.com/Timmy_Foundation/compounding-intelligence/issues/135)*"
+    return comment
+
+
+def main():
+    parser = argparse.ArgumentParser(description="PR Complexity Scorer")
+    parser.add_argument("--org", default="Timmy_Foundation")
+    parser.add_argument("--repo", default="compounding-intelligence")
+    parser.add_argument("--token", default=os.environ.get("GITEA_TOKEN") or os.path.expanduser("~/.config/gitea/token"))
+    parser.add_argument("--dry-run", action="store_true")
+    parser.add_argument("--apply", action="store_true")
+    parser.add_argument("--output", default="metrics/pr_complexity.json")
+    args = parser.parse_args()
+
+    token_path = args.token
+    if os.path.exists(token_path):
+        with open(token_path) as f:
+            token = f.read().strip()
+    else:
+        token = args.token
+
+    if not token:
+        print("ERROR: No Gitea token provided", file=sys.stderr)
+        sys.exit(1)
+
+    client = GiteaClient(token)
+
+    print(f"Fetching open PRs for {args.org}/{args.repo}...")
+    prs = client.get_open_prs(args.org, args.repo)
+    if not prs:
+        print("No open PRs found.")
+        sys.exit(0)
+
+    print(f"Found {len(prs)} open PR(s). Analyzing...")
+
+    results = []
+    Path(args.output).parent.mkdir(parents=True, exist_ok=True)
+
+    for pr in prs:
+        pr_num = pr["number"]
+        title = pr.get("title", "")
+        print(f"  Analyzing PR #{pr_num}: {title[:60]}")
+
+        try:
+            complexity = analyze_pr(client, args.org, args.repo, pr)
+            results.append(complexity.to_dict())
+
+            comment = build_comment(complexity)
+
+            if args.dry_run:
+                print(f"    → Score: {complexity.score}/10, Est: {complexity.estimated_minutes}min [DRY-RUN]")
+            elif args.apply:
+                success = client.post_comment(args.org, args.repo, pr_num, comment)
+                status = "[commented]" if success else "[FAILED]"
+                print(f"    → Score: {complexity.score}/10, Est: {complexity.estimated_minutes}min {status}")
+            else:
+                print(f"    → Score: {complexity.score}/10, Est: {complexity.estimated_minutes}min [no action]")
+
+        except Exception as e:
+            print(f"    ERROR analyzing PR #{pr_num}: {e}", file=sys.stderr)
+
+    with open(args.output, "w") as f:
+        json.dump({
+            "org": args.org,
+            "repo": args.repo,
+            "timestamp": datetime.now(timezone.utc).isoformat(),
+            "pr_count": len(results),
+            "results": results
+        }, f, indent=2)
+
+    if results:
+        scores = [r["score"] for r in results]
+        print(f"\nResults saved to {args.output}")
+        print(f"Summary: {len(results)} PRs, scores range {min(scores):.0f}-{max(scores):.0f}")
+    else:
+        print("\nNo results to save.")
+
+
+if __name__ == "__main__":
+    main()

scripts/test_code_duplication_detector.py

@@ -0,0 +1,168 @@
+#!/usr/bin/env python3
+"""
+Smoke test for code duplication detector — verifies:
+  - Function extraction from Python files
+  - Exact duplicate detection
+  - Near-duplicate detection (token similarity)
+  - Report generation and stats
+  - JSON output format
+"""
+
+import json
+import sys
+import tempfile
+from pathlib import Path
+
+SCRIPT_DIR = Path(__file__).parent.absolute()
+sys.path.insert(0, str(SCRIPT_DIR))
+
+from code_duplication_detector import (
+    extract_functions_from_file,
+    scan_directory,
+    find_duplicates,
+    generate_report,
+)
+
+
+def test_extract_functions():
+    """Test that function extraction works."""
+    with tempfile.TemporaryDirectory() as tmpdir:
+        test_file = Path(tmpdir) / 'sample.py'
+        test_file.write_text('''
+def foo():
+    return 1
+
+def bar():
+    return 2
+
+class MyClass:
+    def method(self):
+        return 3
+''')
+        functions = extract_functions_from_file(str(test_file))
+        assert len(functions) == 3, f"Expected 3 functions, got {len(functions)}"
+        names = {f['name'] for f in functions}
+        assert names == {'foo', 'bar', 'method'}, f"Names mismatch: {names}"
+    print("  [PASS] function extraction works")
+
+
+def test_exact_duplicate_detection():
+    """Test that identical functions are flagged as duplicates."""
+    with tempfile.TemporaryDirectory() as tmpdir:
+        # Create two files with the same function
+        f1 = Path(tmpdir) / 'a.py'
+        f1.write_text('''
+def duplicated():
+    x = 1
+    y = 2
+    return x + y
+''')
+        f2 = Path(tmpdir) / 'b.py'
+        f2.write_text('''
+def duplicated():
+    x = 1
+    y = 2
+    return x + y
+''')
+        functions = scan_directory(tmpdir)
+        results = find_duplicates(functions)
+        stats = results['stats']
+        assert stats['exact_dupe_count'] >= 1, f"Expected exact duplicate, got count={stats['exact_dupe_count']}"
+        assert len(results['exact_duplicates']) >= 1, "Should have at least one duplicate group"
+    print("  [PASS] exact duplicate detection works")
+
+
+def test_unique_functions_not_flagged():
+    """Test that different functions are not flagged as duplicates."""
+    with tempfile.TemporaryDirectory() as tmpdir:
+        f1 = Path(tmpdir) / 'a.py'
+        f1.write_text('def func_a(): return 1')
+        f2 = Path(tmpdir) / 'b.py'
+        f2.write_text('def func_b(): return 2')
+        functions = scan_directory(tmpdir)
+        results = find_duplicates(functions)
+        assert results['stats']['exact_dupe_count'] == 0
+        assert len(results['exact_duplicates']) == 0
+    print("  [PASS] unique functions not flagged as duplicates")
+
+
+def test_duplication_percentage_calculated():
+    """Test that duplication percentage is computed."""
+    with tempfile.TemporaryDirectory() as tmpdir:
+        # Create file with mostly duplicated content
+        f1 = Path(tmpdir) / 'a.py'
+        f1.write_text('''
+def common():
+    x = 1
+    y = 2
+    return x + y
+
+def unique1():
+    return 100
+''')
+        f2 = Path(tmpdir) / 'b.py'
+        f2.write_text('''
+def common():
+    x = 1
+    y = 2
+    return x + y
+
+def unique2():
+    return 200
+''')
+        functions = scan_directory(tmpdir)
+        results = find_duplicates(functions)
+        stats = results['stats']
+        assert 'duplication_percentage' in stats
+        # 2 copies of common (6 lines), 1 unique in each (2 lines each) = 10 total
+        # Duplicate lines = 6 (one copy marked duplicate) → ~60%
+        assert stats['duplication_percentage'] > 0
+    print(f"  [PASS] duplication percentage computed: {stats['duplication_percentage']}%")
+
+
+def test_report_output_format():
+    """Test that report output is valid."""
+    with tempfile.TemporaryDirectory() as tmpdir:
+        f1 = Path(tmpdir) / 'a.py'
+        f1.write_text('def dup(): return 1')
+        f2 = Path(tmpdir) / 'b.py'
+        f2.write_text('def dup(): return 1')
+        functions = scan_directory(tmpdir)
+        results = find_duplicates(functions)
+
+        # Text report
+        text = generate_report(results, output_format='text')
+        assert 'CODE DUPLICATION REPORT' in text
+        assert 'Total functions' in text
+        print("  [PASS] text report format valid")
+
+        # JSON report
+        json_out = generate_report(results, output_format='json')
+        data = json.loads(json_out)
+        assert 'stats' in data
+        assert 'exact_duplicates' in data
+    print("  [PASS] JSON report format valid")
+
+
+def test_scan_directory_recursive():
+    """Test that nested directories are scanned."""
+    with tempfile.TemporaryDirectory() as tmpdir:
+        subdir = Path(tmpdir) / 'sub'
+        subdir.mkdir()
+        (subdir / 'nested.py').write_text('def nested(): pass')
+        (Path(tmpdir) / 'root.py').write_text('def root(): pass')
+        functions = scan_directory(tmpdir)
+        names = {f['name'] for f in functions}
+        assert 'nested' in names and 'root' in names
+    print("  [PASS] recursive directory scanning works")
+
+
+if __name__ == '__main__':
+    print("Running code duplication detector smoke tests...")
+    test_extract_functions()
+    test_exact_duplicate_detection()
+    test_unique_functions_not_flagged()
+    test_duplication_percentage_calculated()
+    test_report_output_format()
+    test_scan_directory_recursive()
+    print("\nAll tests passed.")

scripts/test_diff_analyzer.py

@@ -73,14 +73,12 @@ Binary files a/img.png and b/img.png differ
 
 
 def test_empty():
-    """Verifies behavior with empty or None input."""
     a = DiffAnalyzer()
     s = a.analyze("")
     assert s.total_files_changed == 0
     print("PASS: test_empty")
 
 def test_addition():
-    """Verifies addition logic."""
     a = DiffAnalyzer()
     s = a.analyze(SAMPLE_ADD)
     assert s.total_files_changed == 1
@@ -91,7 +89,6 @@ def test_addition():
     print("PASS: test_addition")
 
 def test_deletion():
-    """Verifies deletion logic."""
     a = DiffAnalyzer()
     s = a.analyze(SAMPLE_DELETE)
     assert s.total_deleted == 2
@@ -100,7 +97,6 @@ def test_deletion():
     print("PASS: test_deletion")
 
 def test_modification():
-    """Verifies modification logic."""
     a = DiffAnalyzer()
     s = a.analyze(SAMPLE_MODIFY)
     assert s.total_added == 2
@@ -109,7 +105,6 @@ def test_modification():
     print("PASS: test_modification")
 
 def test_rename():
-    """Verifies rename logic."""
     a = DiffAnalyzer()
     s = a.analyze(SAMPLE_RENAME)
     assert s.renamed_files == 1
@@ -119,7 +114,6 @@ def test_rename():
     print("PASS: test_rename")
 
 def test_multiple_files():
-    """Verifies multiple files logic."""
     a = DiffAnalyzer()
     s = a.analyze(SAMPLE_MULTI)
     assert s.total_files_changed == 2
@@ -127,7 +121,6 @@ def test_multiple_files():
     print("PASS: test_multiple_files")
 
 def test_binary():
-    """Verifies binary logic."""
     a = DiffAnalyzer()
     s = a.analyze(SAMPLE_BINARY)
     assert s.binary_files == 1
@@ -136,7 +129,6 @@ def test_binary():
     print("PASS: test_binary")
 
 def test_to_dict():
-    """Verifies to dict logic."""
     a = DiffAnalyzer()
     s = a.analyze(SAMPLE_MODIFY)
     d = s.to_dict()
@@ -146,7 +138,6 @@ def test_to_dict():
     print("PASS: test_to_dict")
 
 def test_context_only():
-    """Verifies context only logic."""
     diff = """diff --git a/f.py b/f.py
 --- a/f.py
 +++ b/f.py
@@ -163,7 +154,6 @@ def test_context_only():
     print("PASS: test_context_only")
 
 def test_multi_hunk():
-    """Verifies multi hunk logic."""
     diff = """diff --git a/f.py b/f.py
 --- a/f.py
 +++ b/f.py

scripts/test_documentation_generator.py

@@ -1,207 +0,0 @@
-#!/usr/bin/env python3
-"""Test Documentation Generator — adds module and function docstrings to test files.
-
-Reads test files without docstrings and generates:
-  - Module-level docstring explaining what is being tested
-  - Function-level docstring explaining what each test verifies
-  - Inline comments for complex assertions (simple heuristic)
-
-Does not change test logic — only adds documentation.
-Processes 20+ test files per run.
-"""
-
-import ast
-import re
-import sys
-from pathlib import Path
-from typing import List, Tuple
-
-
-def derive_module_name(test_path: Path) -> str:
-    """Derive the script/module name being tested from test file name."""
-    name = test_path.stem
-    if name.startswith("test_"):
-        name = name[5:]  # strip 'test_'  (5 chars: t-e-s-t-_, not 6)
-    mapping = {
-        "bootstrapper": "bootstrapper.py",
-        "harvester": "harvester.py",
-        "diff_analyzer": "diff_analyzer.py",
-        "gitea_issue_parser": "gitea_issue_parser.py",
-        "harvest_prompt": "harvest_prompt.py",
-        "harvest_prompt_comprehensive": "harvest_prompt_comprehensive.py",
-        "harvester_pipeline": "harvester_pipeline.py",
-        "improvement_proposals": "improvement_proposals.py",
-        "knowledge_staleness": "knowledge_staleness_check.py",
-        "priority_rebalancer": "priority_rebalancer.py",
-        "refactoring_opportunity_finder": "refactoring_opportunity_finder.py",
-        "session_pair_harvester": "session_pair_harvester.py",
-        "session_reader": "session_reader.py",
-        "automation_opportunity_finder": "automation_opportunity_finder.py",
-        "dedup": "dedup.py",
-        "freshness": "freshness.py",
-        "knowledge_gap_identifier": "knowledge_gap_identifier.py",
-        "perf_bottleneck_finder": "perf_bottleneck_finder.py",
-        "ci_config": "CI configuration",
-        "quality_gate": "quality_gate.py",
-    }
-    base = name.replace("_", " ")
-    if name in mapping:
-        base = mapping[name].replace(".py", "")
-    return base
-
-
-def count_tests_in_file(content: str) -> int:
-    """Count test functions in a Python file."""
-    return len(re.findall(r'^def (test_\w+)\s*\(', content, re.MULTILINE))
-
-
-def infer_test_purpose(func_name: str, func_body: str) -> str:
-    """Generate a brief docstring for a test function based on its name and body."""
-    name = func_name.replace("test_", "").replace("_", " ")
-
-    if "empty" in name or "none" in name:
-        return "Verifies behavior with empty or None input."
-    if "parsing" in name or "parse" in name:
-        return f"Verifies parsing logic for {name}."
-    if "filter" in name:
-        return f"Verifies knowledge filtering by {name}."
-    if "hash" in name:
-        return "Verifies file hash computation correctness."
-    if "freshness" in name or "staleness" in name:
-        return "Verifies knowledge freshness detection."
-    if "error" in name or "exception" in name:
-        return f"Verifies error handling for {name}."
-    if "boundary" in name or "edge" in name:
-        return "Verifies boundary case handling."
-    return f"Verifies {name} logic."
-
-
-def has_module_docstring(content: str) -> bool:
-    """Check if file (after shebang) starts with a docstring."""
-    lines = content.split('\n')
-    start_idx = 1 if lines and lines[0].startswith('#!') else 0
-    for line in lines[start_idx:start_idx + 5]:
-        stripped = line.strip()
-        if stripped.startswith('"""') or stripped.startswith("'''"):
-            return True
-        if stripped == "" or stripped.startswith('#'):
-            continue
-        break
-    return False
-
-
-def insert_after_shebang(content: str, insertion: str) -> str:
-    """Insert text after the shebang line (if any) and any following blank lines."""
-    lines = content.split('\n')
-    insert_idx = 0
-    if lines and lines[0].startswith('#!'):
-        insert_idx = 1
-        while insert_idx < len(lines) and lines[insert_idx].strip() == '':
-            insert_idx += 1
-    new_lines = lines[:insert_idx] + [insertion] + lines[insert_idx:]
-    return '\n'.join(new_lines)
-
-
-def add_function_docstring(content: str, func_lineno: int, docstring: str) -> str:
-    """Add a docstring to a function at the given line number."""
-    lines = content.split('\n')
-    idx = func_lineno - 1
-    indent = re.match(r'^(\s*)', lines[idx]).group(1)
-    doc_line = f'{indent}    """{docstring}"""'
-    new_lines = lines[:idx + 1] + [doc_line] + lines[idx + 1:]
-    return '\n'.join(new_lines)
-
-
-def generate_module_docstring(test_path: Path) -> str:
-    """Generate a module-level docstring for a test file."""
-    module = derive_module_name(test_path)
-    count = count_tests_in_file(test_path.read_text())
-    if count > 0:
-        return f"Tests for {module} — {count} tests."
-    return f"Tests for {module}."
-
-
-def process_test_file(test_path: Path, dry_run: bool = False) -> Tuple[bool, List[str]]:
-    """Process a single test file, adding missing docstrings. Returns (changed, messages)."""
-    content = test_path.read_text()
-    original = content
-    messages = []
-
-    if not has_module_docstring(content):
-        mod_doc = generate_module_docstring(test_path)
-        content = insert_after_shebang(content, f'''"""{mod_doc}"""''')
-        messages.append(f"Added module docstring: {mod_doc}")
-
-    try:
-        tree = ast.parse(content)
-    except SyntaxError as e:
-        messages.append(f"SKIP (syntax error): {e}")
-        return False, messages
-
-    funcs_to_doc: List[Tuple[int, str, str]] = []
-
-    for node in ast.walk(tree):
-        if isinstance(node, ast.FunctionDef) and node.name.startswith('test_'):
-            has_docstring = (
-                len(node.body) > 0 and
-                isinstance(node.body[0], ast.Expr) and
-                isinstance(node.body[0].value, ast.Constant) and
-                isinstance(node.body[0].value.value, str)
-            )
-            if not has_docstring:
-                func_body = ast.get_source_segment(content, node) or ""
-                doc = infer_test_purpose(node.name, func_body)
-                funcs_to_doc.append((node.lineno, node.name, doc))
-
-    funcs_to_doc.sort(key=lambda x: -x[0])
-    for lineno, func_name, doc in funcs_to_doc:
-        content = add_function_docstring(content, lineno, doc)
-        messages.append(f"Added docstring to {func_name}: {doc}")
-
-    changed = content != original
-    if changed and not dry_run:
-        test_path.write_text(content)
-
-    return changed, messages
-
-
-def find_test_files(root: Path, max_files: int = 25) -> List[Path]:
-    """Find test files under scripts/ and tests/ directories."""
-    test_files = []
-    for subdir in [root / "scripts", root / "tests"]:
-        if subdir.exists():
-            test_files.extend(subdir.glob("test_*.py"))
-    test_files.sort()
-    return test_files[:max_files]
-
-
-def main():
-    import argparse
-    parser = argparse.ArgumentParser(description="Generate documentation for test files")
-    parser.add_argument("--dry-run", action="store_true", help="Show changes without writing")
-    parser.add_argument("--root", type=Path, default=Path.cwd(),
-                        help="Repo root (default: current directory)")
-    parser.add_argument("--limit", type=int, default=25,
-                        help="Max files to process per run (handles 20+ requirement)")
-    args = parser.parse_args()
-
-    root = args.root
-    test_files = find_test_files(root, args.limit)
-    print(f"Found {len(test_files)} test files to process (limit={args.limit}):")
-
-    total_changed = 0
-    for tf in test_files:
-        changed, msgs = process_test_file(tf, dry_run=args.dry_run)
-        if changed:
-            total_changed += 1
-        status = "CHANGED" if changed else "OK"
-        print(f"  [{status}] {tf.relative_to(root)}")
-        for msg in msgs:
-            print(f"       {msg}")
-
-    print(f"\nCompleted: {total_changed} file(s) modified, {len(test_files) - total_changed} already up-to-date.")
-    return 0
-
-
-if __name__ == "__main__":
-    sys.exit(main())

scripts/test_gitea_issue_parser.py

@@ -14,7 +14,6 @@ parse_issue_body = mod.parse_issue_body
 
 
 def test_basic_parsing():
-    """Verifies parsing logic for basic parsing."""
     body = """## Context
 
 This is the background info.
@@ -41,7 +40,6 @@ Some description.
 
 
 def test_numbered_criteria():
-    """Verifies numbered criteria logic."""
     body = """## Acceptance Criteria
 
 1. First item
@@ -55,7 +53,6 @@ def test_numbered_criteria():
 
 
 def test_epic_ref_from_body():
-    """Verifies epic ref from body logic."""
     body = "Closes #123\n\nSome description."
     result = parse_issue_body(body)
     assert result["epic_ref"] == 123
@@ -63,7 +60,6 @@ def test_epic_ref_from_body():
 
 
 def test_empty_body():
-    """Verifies behavior with empty or None input."""
     result = parse_issue_body("")
     assert result["criteria"] == []
     assert result["context"] == ""
@@ -72,7 +68,6 @@ def test_empty_body():
 
 
 def test_no_sections():
-    """Verifies no sections logic."""
     body = "Just a plain issue body with no headings."
     result = parse_issue_body(body)
     assert result["context"] == "Just a plain issue body with no headings."
@@ -80,7 +75,6 @@ def test_no_sections():
 
 
 def test_multiple_sections():
-    """Verifies multiple sections logic."""
     body = """## Problem
 
 Something is broken.

scripts/test_harvest_prompt_comprehensive.py

@@ -46,27 +46,22 @@ def check_test_sessions():
     return True, f"{len(files)} valid sessions"
 
 def test_prompt_structure():
-    """Verifies prompt structure logic."""
     passed, msg = check_prompt_structure()
     assert passed, msg
 
 def test_confidence_scoring():
-    """Verifies confidence scoring logic."""
     passed, msg = check_confidence_scoring()
     assert passed, msg
 
 def test_example_quality():
-    """Verifies example quality logic."""
     passed, msg = check_example_quality()
     assert passed, msg
 
 def test_constraint_coverage():
-    """Verifies constraint coverage logic."""
     passed, msg = check_constraint_coverage()
     assert passed, msg
 
 def test_test_sessions():
-    """Verifies sessions logic."""
     passed, msg = check_test_sessions()
     assert passed, msg
 

scripts/test_improvement_proposals.py

@@ -47,14 +47,12 @@ def _make_tool_calls(repeats):
 # ── Tests ─────────────────────────────────────────────────────
 
 def test_empty_sessions():
-    """Verifies behavior with empty or None input."""
     patterns = analyze_sessions([])
     assert patterns == []
     print("PASS: test_empty_sessions")
 
 
 def test_no_patterns_on_clean_sessions():
-    """Verifies no patterns on clean sessions logic."""
     sessions = [
         _make_session("s1", tool_calls=[{"tool": "read_file", "latency_ms": 50}]),
         _make_session("s2", tool_calls=[{"tool": "write_file", "latency_ms": 80}]),

scripts/test_knowledge_staleness.py

@@ -17,7 +17,6 @@ compute_file_hash = mod.compute_file_hash
 
 
 def test_fresh_entry():
-    """Verifies fresh entry logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         src = os.path.join(tmpdir, "source.py")
         with open(src, "w") as f:
@@ -32,7 +31,6 @@ def test_fresh_entry():
 
 
 def test_stale_entry():
-    """Verifies stale entry logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         src = os.path.join(tmpdir, "source.py")
         with open(src, "w") as f:
@@ -49,7 +47,6 @@ def test_stale_entry():
 
 
 def test_missing_source():
-    """Verifies missing source logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         idx = os.path.join(tmpdir, "index.json")
         with open(idx, "w") as f:
@@ -60,7 +57,6 @@ def test_missing_source():
 
 
 def test_no_hash():
-    """Verifies file hash computation correctness."""
     with tempfile.TemporaryDirectory() as tmpdir:
         src = os.path.join(tmpdir, "source.py")
         with open(src, "w") as f:
@@ -75,7 +71,6 @@ def test_no_hash():
 
 
 def test_no_source_field():
-    """Verifies no source field logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         idx = os.path.join(tmpdir, "index.json")
         with open(idx, "w") as f:
@@ -86,7 +81,6 @@ def test_no_source_field():
 
 
 def test_fix_hashes():
-    """Verifies file hash computation correctness."""
     with tempfile.TemporaryDirectory() as tmpdir:
         src = os.path.join(tmpdir, "source.py")
         with open(src, "w") as f:
@@ -104,7 +98,6 @@ def test_fix_hashes():
 
 
 def test_empty_index():
-    """Verifies behavior with empty or None input."""
     with tempfile.TemporaryDirectory() as tmpdir:
         idx = os.path.join(tmpdir, "index.json")
         with open(idx, "w") as f:
@@ -115,7 +108,6 @@ def test_empty_index():
 
 
 def test_compute_hash_nonexistent():
-    """Verifies behavior with empty or None input."""
     h = compute_file_hash("/nonexistent/path/file.py")
     assert h is None
     print("PASS: test_compute_hash_nonexistent")

scripts/test_pr_complexity_scorer.py

@@ -0,0 +1,170 @@
+#!/usr/bin/env python3
+"""
+Tests for PR Complexity Scorer — unit tests for the scoring logic.
+"""
+
+import sys
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).parent))
+
+from pr_complexity_scorer import (
+    score_pr,
+    is_dependency_file,
+    is_test_file,
+    TIME_PER_POINT,
+    SMALL_FILES,
+    MEDIUM_FILES,
+    LARGE_FILES,
+    SMALL_LINES,
+    MEDIUM_LINES,
+    LARGE_LINES,
+)
+
+PASS = 0
+FAIL = 0
+
+def test(name):
+    def decorator(fn):
+        global PASS, FAIL
+        try:
+            fn()
+            PASS += 1
+            print(f"  [PASS] {name}")
+        except AssertionError as e:
+            FAIL += 1
+            print(f"  [FAIL] {name}: {e}")
+        except Exception as e:
+            FAIL += 1
+            print(f"  [FAIL] {name}: Unexpected error: {e}")
+    return decorator
+
+def assert_eq(a, b, msg=""):
+    if a != b:
+        raise AssertionError(f"{msg} expected {b!r}, got {a!r}")
+
+def assert_true(v, msg=""):
+    if not v:
+        raise AssertionError(msg or "Expected True")
+
+def assert_false(v, msg=""):
+    if v:
+        raise AssertionError(msg or "Expected False")
+
+
+print("=== PR Complexity Scorer Tests ===\n")
+
+print("-- File Classification --")
+
+@test("dependency file detection — requirements.txt")
+def _():
+    assert_true(is_dependency_file("requirements.txt"))
+    assert_true(is_dependency_file("src/requirements.txt"))
+    assert_false(is_dependency_file("requirements_test.txt"))
+
+@test("dependency file detection — pyproject.toml")
+def _():
+    assert_true(is_dependency_file("pyproject.toml"))
+    assert_false(is_dependency_file("myproject.py"))
+
+@test("test file detection — pytest style")
+def _():
+    assert_true(is_test_file("tests/test_api.py"))
+    assert_true(is_test_file("test_module.py"))
+    assert_true(is_test_file("src/module_test.py"))
+
+@test("test file detection — other frameworks")
+def _():
+    assert_true(is_test_file("spec/feature_spec.rb"))
+    assert_true(is_test_file("__tests__/component.test.js"))
+    assert_false(is_test_file("testfixtures/helper.py"))
+
+
+print("\n-- Scoring Logic --")
+
+@test("small PR gets low score (1-3)")
+def _():
+    score, minutes, _ = score_pr(
+        files_changed=3,
+        additions=50,
+        deletions=10,
+        has_dependency_changes=False,
+        test_coverage_delta=None
+    )
+    assert_true(1 <= score <= 3, f"Score should be low, got {score}")
+    assert_true(minutes < 20)
+
+@test("medium PR gets medium score (4-6)")
+def _():
+    score, minutes, _ = score_pr(
+        files_changed=15,
+        additions=400,
+        deletions=100,
+        has_dependency_changes=False,
+        test_coverage_delta=None
+    )
+    assert_true(4 <= score <= 6, f"Score should be medium, got {score}")
+    assert_true(20 <= minutes <= 45)
+
+@test("large PR gets high score (7-9)")
+def _():
+    score, minutes, _ = score_pr(
+        files_changed=60,
+        additions=3000,
+        deletions=1500,
+        has_dependency_changes=True,
+        test_coverage_delta=None
+    )
+    assert_true(7 <= score <= 9, f"Score should be high, got {score}")
+    assert_true(minutes >= 45)
+
+@test("dependency changes boost score")
+def _():
+    base_score, _, _ = score_pr(
+        files_changed=10, additions=200, deletions=50,
+        has_dependency_changes=False, test_coverage_delta=None
+    )
+    dep_score, _, _ = score_pr(
+        files_changed=10, additions=200, deletions=50,
+        has_dependency_changes=True, test_coverage_delta=None
+    )
+    assert_true(dep_score > base_score, f"Deps: {base_score} -> {dep_score}")
+
+@test("adding tests lowers complexity")
+def _():
+    base_score, _, _ = score_pr(
+        files_changed=8, additions=150, deletions=20,
+        has_dependency_changes=False, test_coverage_delta=None
+    )
+    better_score, _, _ = score_pr(
+        files_changed=8, additions=180, deletions=20,
+        has_dependency_changes=False, test_coverage_delta=3
+    )
+    assert_true(better_score < base_score, f"Tests: {base_score} -> {better_score}")
+
+@test("removing tests increases complexity")
+def _():
+    base_score, _, _ = score_pr(
+        files_changed=8, additions=150, deletions=20,
+        has_dependency_changes=False, test_coverage_delta=None
+    )
+    worse_score, _, _ = score_pr(
+        files_changed=8, additions=150, deletions=20,
+        has_dependency_changes=False, test_coverage_delta=-2
+    )
+    assert_true(worse_score > base_score, f"Remove tests: {base_score} -> {worse_score}")
+
+@test("score bounded 1-10")
+def _():
+    for files, adds, dels in [(1, 10, 5), (100, 10000, 5000)]:
+        score, _, _ = score_pr(files, adds, dels, False, None)
+        assert_true(1 <= score <= 10, f"Score {score} out of range")
+
+@test("estimated minutes exist for all scores")
+def _():
+    for s in range(1, 11):
+        assert_true(s in TIME_PER_POINT, f"Missing time for score {s}")
+
+
+print(f"\n=== Results: {PASS} passed, {FAIL} failed ===")
+sys.exit(0 if FAIL == 0 else 1)

scripts/test_session_pair_harvester.py

@@ -11,7 +11,6 @@ from session_pair_harvester import extract_pairs_from_session, deduplicate_pairs
 
 
 def test_basic_extraction():
-    """Verifies basic extraction logic."""
     session = {
         "id": "test_001",
         "model": "test-model",
@@ -30,7 +29,6 @@ def test_basic_extraction():
 
 
 def test_filters_short_responses():
-    """Verifies knowledge filtering by filters short responses."""
     session = {
         "id": "test_002",
         "model": "test",
@@ -45,7 +43,6 @@ def test_filters_short_responses():
 
 
 def test_skips_tool_results():
-    """Verifies skips tool results logic."""
     session = {
         "id": "test_003",
         "model": "test",
@@ -60,7 +57,6 @@ def test_skips_tool_results():
 
 
 def test_deduplication():
-    """Verifies deduplication logic."""
     pairs = [
         {"terse": "What is X?", "rich": "X is Y.", "source": "s1", "model": "m"},
         {"terse": "What is X?", "rich": "X is Y.", "source": "s2", "model": "m"},
@@ -72,7 +68,6 @@ def test_deduplication():
 
 
 def test_ratio_filter():
-    """Verifies knowledge filtering by ratio filter."""
     session = {
         "id": "test_005",
         "model": "test",

tests/test_ci_config.py

@@ -1,16 +1,13 @@
-"""Tests for CI configuration — 2 tests."""
 from pathlib import Path
 
 
 def test_requirements_makefile_and_workflow_exist() -> None:
-    """Verifies requirements makefile and workflow exist logic."""
     assert Path("requirements.txt").exists()
     assert Path("Makefile").exists()
     assert Path(".gitea/workflows/test.yml").exists()
 
 
 def test_ci_workflow_runs_project_test_command() -> None:
-    """Verifies ci workflow runs project command logic."""
     workflow = Path(".gitea/workflows/test.yml").read_text(encoding="utf-8")
     requirements = Path("requirements.txt").read_text(encoding="utf-8")
     makefile = Path("Makefile").read_text(encoding="utf-8")

tests/test_dedup.py

@@ -22,34 +22,28 @@ from dedup import (
 
 class TestNormalize:
     def test_lowercases(self):
-        """Verifies lowercases logic."""
         assert normalize_text("Hello World") == "hello world"
 
     def test_collapses_whitespace(self):
-        """Verifies collapses whitespace logic."""
         assert normalize_text("  hello   world  ") == "hello world"
 
     def test_strips(self):
-        """Verifies strips logic."""
         assert normalize_text("  text  ") == "text"
 
 
 class TestContentHash:
     def test_deterministic(self):
-        """Verifies deterministic logic."""
         h1 = content_hash("Hello World")
         h2 = content_hash("hello world")
         h3 = content_hash("  Hello   World  ")
         assert h1 == h2 == h3
 
     def test_different_texts(self):
-        """Verifies different texts logic."""
         h1 = content_hash("Hello")
         h2 = content_hash("World")
         assert h1 != h2
 
     def test_returns_hex(self):
-        """Verifies returns hex logic."""
         h = content_hash("test")
         assert len(h) == 64  # SHA256
         assert all(c in '0123456789abcdef' for c in h)
@@ -57,21 +51,18 @@ class TestContentHash:
 
 class TestTokenize:
     def test_extracts_words(self):
-        """Verifies extracts words logic."""
         tokens = tokenize("Hello World Test")
         assert "hello" in tokens
         assert "world" in tokens
         assert "test" in tokens
 
     def test_skips_short_words(self):
-        """Verifies skips short words logic."""
         tokens = tokenize("a to is the hello")
         assert "a" not in tokens
         assert "to" not in tokens
         assert "hello" in tokens
 
     def test_returns_set(self):
-        """Verifies returns set logic."""
         tokens = tokenize("hello hello world")
         assert isinstance(tokens, set)
         assert len(tokens) == 2
@@ -79,25 +70,20 @@ class TestTokenize:
 
 class TestTokenSimilarity:
     def test_identical(self):
-        """Verifies identical logic."""
         assert token_similarity("hello world", "hello world") == 1.0
 
     def test_no_overlap(self):
-        """Verifies no overlap logic."""
         assert token_similarity("alpha beta", "gamma delta") == 0.0
 
     def test_partial_overlap(self):
-        """Verifies partial overlap logic."""
         sim = token_similarity("hello world test", "hello universe test")
         assert 0.3 < sim < 0.7
 
     def test_empty(self):
-        """Verifies behavior with empty or None input."""
         assert token_similarity("", "hello") == 0.0
         assert token_similarity("hello", "") == 0.0
 
     def test_symmetric(self):
-        """Verifies symmetric logic."""
         a = "hello world test"
         b = "hello universe test"
         assert token_similarity(a, b) == token_similarity(b, a)
@@ -105,26 +91,22 @@ class TestTokenSimilarity:
 
 class TestQualityScore:
     def test_high_confidence(self):
-        """Verifies high confidence logic."""
         fact = {"confidence": 0.95, "source_count": 5, "tags": ["test"], "related": ["x"]}
         score = quality_score(fact)
         assert score > 0.7
 
     def test_low_confidence(self):
-        """Verifies low confidence logic."""
         fact = {"confidence": 0.3, "source_count": 1}
         score = quality_score(fact)
         assert score < 0.5
 
     def test_defaults(self):
-        """Verifies defaults logic."""
         score = quality_score({})
         assert 0 < score < 1
 
 
 class TestMergeFacts:
     def test_merges_tags(self):
-        """Verifies merges tags logic."""
         keep = {"id": "a", "fact": "test", "tags": ["git"], "confidence": 0.9}
         drop = {"id": "b", "fact": "test", "tags": ["python"], "confidence": 0.8}
         merged = merge_facts(keep, drop)
@@ -132,21 +114,18 @@ class TestMergeFacts:
         assert "python" in merged["tags"]
 
     def test_merges_source_count(self):
-        """Verifies merges source count logic."""
         keep = {"id": "a", "fact": "test", "source_count": 3}
         drop = {"id": "b", "fact": "test", "source_count": 2}
         merged = merge_facts(keep, drop)
         assert merged["source_count"] == 5
 
     def test_keeps_higher_confidence(self):
-        """Verifies keeps higher confidence logic."""
         keep = {"id": "a", "fact": "test", "confidence": 0.7}
         drop = {"id": "b", "fact": "test", "confidence": 0.9}
         merged = merge_facts(keep, drop)
         assert merged["confidence"] == 0.9
 
     def test_tracks_merged_from(self):
-        """Verifies tracks merged from logic."""
         keep = {"id": "a", "fact": "test"}
         drop = {"id": "b", "fact": "test"}
         merged = merge_facts(keep, drop)
@@ -155,7 +134,6 @@ class TestMergeFacts:
 
 class TestDedupFacts:
     def test_removes_exact_dupes(self):
-        """Verifies removes exact dupes logic."""
         facts = [
             {"id": "1", "fact": "Always use git rebase"},
             {"id": "2", "fact": "Always use git rebase"},  # exact dupe
@@ -166,7 +144,6 @@ class TestDedupFacts:
         assert stats["unique"] == 2
 
     def test_removes_near_dupes(self):
-        """Verifies removes near dupes logic."""
         facts = [
             {"id": "1", "fact": "Always check logs before deploying to production server"},
             {"id": "2", "fact": "Always check logs before deploying to production environment"},
@@ -177,7 +154,6 @@ class TestDedupFacts:
         assert stats["unique"] == 2
 
     def test_preserves_unique(self):
-        """Verifies preserves unique logic."""
         facts = [
             {"id": "1", "fact": "Use git rebase for clean history"},
             {"id": "2", "fact": "Docker containers should be stateless"},
@@ -188,13 +164,11 @@ class TestDedupFacts:
         assert stats["removed"] == 0
 
     def test_empty_input(self):
-        """Verifies behavior with empty or None input."""
         deduped, stats = dedup_facts([])
         assert stats["total"] == 0
         assert stats["unique"] == 0
 
     def test_keeps_higher_quality_near_dup(self):
-        """Verifies keeps higher quality near dup logic."""
         facts = [
             {"id": "1", "fact": "Check logs before deploying to production server", "confidence": 0.5, "source_count": 1},
             {"id": "2", "fact": "Check logs before deploying to production environment", "confidence": 0.9, "source_count": 5, "tags": ["ops"]},
@@ -205,7 +179,6 @@ class TestDedupFacts:
         assert deduped[0]["confidence"] == 0.9
 
     def test_dry_run_does_not_modify(self):
-        """Verifies dry run does not modify logic."""
         facts = [
             {"id": "1", "fact": "Same text"},
             {"id": "2", "fact": "Same text"},
@@ -218,19 +191,16 @@ class TestDedupFacts:
 
 class TestGenerateTestDuplicates:
     def test_generates_correct_count(self):
-        """Verifies generates correct count logic."""
         facts = generate_test_duplicates(20)
         assert len(facts) > 20  # 20 unique + duplicates
 
     def test_has_exact_dupes(self):
-        """Verifies has exact dupes logic."""
         facts = generate_test_duplicates(20)
         hashes = [content_hash(f["fact"]) for f in facts]
         # Should have some duplicate hashes
         assert len(hashes) != len(set(hashes))
 
     def test_dedup_removes_dupes(self):
-        """Verifies dedup removes dupes logic."""
         facts = generate_test_duplicates(20)
         deduped, stats = dedup_facts(facts)
         assert stats["unique"] <= 20

tests/test_knowledge_gap_identifier.py

@@ -20,7 +20,6 @@ def _make_repo(tmpdir, structure):
 
 
 def test_undocumented_symbol():
-    """Verifies undocumented symbol logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         _make_repo(tmpdir, {
             "src/calculator.py": "def add(a, b):\n    return a + b\n",
@@ -32,7 +31,6 @@ def test_undocumented_symbol():
 
 
 def test_documented_symbol_no_gap():
-    """Verifies documented symbol no gap logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         _make_repo(tmpdir, {
             "src/calculator.py": "def add(a, b):\n    return a + b\n",
@@ -45,7 +43,6 @@ def test_documented_symbol_no_gap():
 
 
 def test_untested_module():
-    """Verifies untested module logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         _make_repo(tmpdir, {
             "src/calculator.py": "def add(a, b):\n    return a + b\n",
@@ -58,7 +55,6 @@ def test_untested_module():
 
 
 def test_tested_module_no_gap():
-    """Verifies tested module no gap logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         _make_repo(tmpdir, {
             "src/calculator.py": "def add(a, b):\n    return a + b\n",
@@ -71,7 +67,6 @@ def test_tested_module_no_gap():
 
 
 def test_missing_implementation():
-    """Verifies missing implementation logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         _make_repo(tmpdir, {
             "src/app.py": "def run():\n    pass\n",
@@ -83,7 +78,6 @@ def test_missing_implementation():
 
 
 def test_private_symbols_skipped():
-    """Verifies private symbols skipped logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         _make_repo(tmpdir, {
             "src/app.py": "def _internal():\n    pass\ndef public():\n    pass\n",
@@ -96,21 +90,18 @@ def test_private_symbols_skipped():
 
 
 def test_empty_repo():
-    """Verifies behavior with empty or None input."""
     with tempfile.TemporaryDirectory() as tmpdir:
         report = KnowledgeGapIdentifier().analyze(tmpdir)
         assert len(report.gaps) == 0
 
 
 def test_invalid_path():
-    """Verifies invalid path logic."""
     report = KnowledgeGapIdentifier().analyze("/nonexistent/path/xyz")
     assert len(report.gaps) == 1
     assert report.gaps[0].severity == GapSeverity.ERROR
 
 
 def test_report_summary():
-    """Verifies report summary logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         _make_repo(tmpdir, {
             "src/app.py": "class MyService:\n    def handle(self):\n        pass\n",
@@ -123,7 +114,6 @@ def test_report_summary():
 
 
 def test_report_to_dict():
-    """Verifies report to dict logic."""
     with tempfile.TemporaryDirectory() as tmpdir:
         _make_repo(tmpdir, {
             "src/app.py": "def hello():\n    pass\n",

tests/test_perf_bottleneck_finder.py

@@ -32,7 +32,6 @@ class TestBottleneck:
     """Test Bottleneck dataclass."""
 
     def test_creation(self):
-        """Verifies creation logic."""
         b = Bottleneck(
             category="test",
             name="test_foo",
@@ -49,7 +48,6 @@ class TestBottleneck:
         assert b.line_number is None
 
     def test_with_location(self):
-        """Verifies with location logic."""
         b = Bottleneck(
             category="test",
             name="test_bar",
@@ -63,7 +61,6 @@ class TestBottleneck:
         assert b.line_number == 42
 
     def test_to_dict(self):
-        """Verifies to dict logic."""
         b = Bottleneck("test", "x", 1.0, "info", "y")
         d = b.__dict__
         assert "category" in d
@@ -74,7 +71,6 @@ class TestPerfReport:
     """Test PerfReport dataclass."""
 
     def test_creation(self):
-        """Verifies creation logic."""
         report = PerfReport(
             timestamp="2026-01-01T00:00:00Z",
             repo_path="/tmp/repo"
@@ -84,7 +80,6 @@ class TestPerfReport:
         assert report.summary == {}
 
     def test_to_dict(self):
-        """Verifies to dict logic."""
         report = PerfReport(
             timestamp="2026-01-01T00:00:00Z",
             repo_path="/tmp/repo",
@@ -99,7 +94,6 @@ class TestSeveritySort:
     """Test severity sorting."""
 
     def test_critical_first(self):
-        """Verifies critical first logic."""
         items = [
             Bottleneck("test", "a", 1.0, "info", ""),
             Bottleneck("test", "b", 0.5, "critical", ""),
@@ -111,7 +105,6 @@ class TestSeveritySort:
         assert items[2].severity == "info"
 
     def test_duration_within_severity(self):
-        """Verifies duration within severity logic."""
         items = [
             Bottleneck("test", "slow", 10.0, "warning", ""),
             Bottleneck("test", "fast", 1.0, "warning", ""),
@@ -124,7 +117,6 @@ class TestSlowTestScan:
     """Test slow test pattern scanning."""
 
     def test_finds_sleep(self, tmp_path):
-        """Verifies finds sleep logic."""
         test_file = tmp_path / "test_sleepy.py"
         test_file.write_text(textwrap.dedent('''
             import time
@@ -139,7 +131,6 @@ class TestSlowTestScan:
         assert any("sleep" in b.recommendation.lower() for b in bottlenecks)
 
     def test_finds_http_calls(self, tmp_path):
-        """Verifies finds http calls logic."""
         test_file = tmp_path / "test_http.py"
         test_file.write_text(textwrap.dedent('''
             import requests
@@ -154,7 +145,6 @@ class TestSlowTestScan:
         assert any("HTTP" in b.recommendation or "mock" in b.recommendation.lower() for b in bottlenecks)
 
     def test_skips_non_test_files(self, tmp_path):
-        """Verifies skips non files logic."""
         src_file = tmp_path / "main.py"
         src_file.write_text("import time\ntime.sleep(10)\n")
 
@@ -162,12 +152,10 @@ class TestSlowTestScan:
         assert len(bottlenecks) == 0
 
     def test_handles_missing_dir(self):
-        """Verifies handles missing dir logic."""
         bottlenecks = find_slow_tests_by_scan("/nonexistent/path")
         assert bottlenecks == []
 
     def test_file_path_populated(self, tmp_path):
-        """Verifies file path populated logic."""
         test_file = tmp_path / "test_example.py"
         test_file.write_text("import time\n\ndef test_it():\n    time.sleep(2)\n")
 
@@ -181,7 +169,6 @@ class TestBuildArtifacts:
     """Test build artifact analysis."""
 
     def test_finds_large_node_modules(self, tmp_path):
-        """Verifies finds large node modules logic."""
         nm = tmp_path / "node_modules"
         nm.mkdir()
         # Create a file > 10MB
@@ -193,7 +180,6 @@ class TestBuildArtifacts:
         assert any("node_modules" in b.name for b in bottlenecks)
 
     def test_ignores_small_dirs(self, tmp_path):
-        """Verifies ignores small dirs logic."""
         nm = tmp_path / "node_modules"
         nm.mkdir()
         small_file = nm / "small.txt"
@@ -203,7 +189,6 @@ class TestBuildArtifacts:
         assert not any("node_modules" in b.name for b in bottlenecks)
 
     def test_finds_pycache(self, tmp_path):
-        """Verifies finds pycache logic."""
         cache = tmp_path / "__pycache__"
         cache.mkdir()
         big_file = cache / "big.pyc"
@@ -217,7 +202,6 @@ class TestMakefileAnalysis:
     """Test Makefile analysis."""
 
     def test_finds_pip_install(self, tmp_path):
-        """Verifies finds pip install logic."""
         makefile = tmp_path / "Makefile"
         makefile.write_text(textwrap.dedent('''
             install:
@@ -231,7 +215,6 @@ class TestMakefileAnalysis:
         assert len(bottlenecks) >= 1
 
     def test_no_makefile(self, tmp_path):
-        """Verifies no makefile logic."""
         bottlenecks = analyze_makefile_targets(str(tmp_path))
         assert bottlenecks == []
 
@@ -240,7 +223,6 @@ class TestImportAnalysis:
     """Test heavy import detection."""
 
     def test_finds_pandas(self, tmp_path):
-        """Verifies finds pandas logic."""
         src = tmp_path / "analysis.py"
         src.write_text("import pandas as pd\n")
 
@@ -249,7 +231,6 @@ class TestImportAnalysis:
         assert any("pandas" in b.name for b in bottlenecks)
 
     def test_finds_torch(self, tmp_path):
-        """Verifies finds torch logic."""
         src = tmp_path / "model.py"
         src.write_text("import torch\n")
 
@@ -257,7 +238,6 @@ class TestImportAnalysis:
         assert any("torch" in b.name for b in bottlenecks)
 
     def test_skips_light_imports(self, tmp_path):
-        """Verifies skips light imports logic."""
         src = tmp_path / "utils.py"
         src.write_text("import json\nimport os\nimport sys\n")
 
@@ -269,14 +249,12 @@ class TestGenerateReport:
     """Test full report generation."""
 
     def test_empty_repo(self, tmp_path):
-        """Verifies behavior with empty or None input."""
         report = generate_report(str(tmp_path))
         assert report.summary["total_bottlenecks"] >= 0
         assert "critical" in report.summary
         assert "warning" in report.summary
 
     def test_with_findings(self, tmp_path):
-        """Verifies with findings logic."""
         # Create a test file with issues
         test_file = tmp_path / "test_slow.py"
         test_file.write_text(textwrap.dedent('''
@@ -295,7 +273,6 @@ class TestGenerateReport:
         assert len(report.bottlenecks) > 0
 
     def test_summary_categories(self, tmp_path):
-        """Verifies summary categories logic."""
         report = generate_report(str(tmp_path))
         assert "by_category" in report.summary
 
@@ -304,7 +281,6 @@ class TestMarkdownReport:
     """Test markdown output."""
 
     def test_format(self):
-        """Verifies format logic."""
         report = PerfReport(
             timestamp="2026-01-01T00:00:00Z",
             repo_path="/tmp/repo",
@@ -327,7 +303,6 @@ class TestMarkdownReport:
         assert "Fix it" in md
 
     def test_empty_report(self):
-        """Verifies behavior with empty or None input."""
         report = PerfReport(
             timestamp="2026-01-01T00:00:00Z",
             repo_path="/tmp/repo",

tests/test_quality_gate.py

@@ -21,32 +21,27 @@ from quality_gate import (
 
 class TestScoreSpecificity(unittest.TestCase):
     def test_specific_content_scores_high(self):
-        """Verifies specific content scores high logic."""
         content = "Run `python3 deploy.py --env prod` on 2026-04-15. Example: step 1 configure nginx."
         score = score_specificity(content)
         self.assertGreater(score, 0.6)
 
     def test_vague_content_scores_low(self):
-        """Verifies vague content scores low logic."""
         content = "It generally depends. Various factors might affect this. Basically, it varies."
         score = score_specificity(content)
         self.assertLess(score, 0.5)
 
     def test_empty_scores_baseline(self):
-        """Verifies behavior with empty or None input."""
         score = score_specificity("")
         self.assertAlmostEqual(score, 0.5, delta=0.1)
 
 
 class TestScoreActionability(unittest.TestCase):
     def test_actionable_content_scores_high(self):
-        """Verifies actionable content scores high logic."""
         content = "1. Run `pip install -r requirements.txt`\n2. Execute `python3 train.py`\n3. Verify with `pytest`"
         score = score_actionability(content)
         self.assertGreater(score, 0.6)
 
     def test_abstract_content_scores_low(self):
-        """Verifies abstract content scores low logic."""
         content = "The concept of intelligence is fascinating and multifaceted."
         score = score_actionability(content)
         self.assertLess(score, 0.5)
@@ -54,40 +49,33 @@ class TestScoreActionability(unittest.TestCase):
 
 class TestScoreFreshness(unittest.TestCase):
     def test_recent_timestamp_scores_high(self):
-        """Verifies recent timestamp scores high logic."""
         recent = datetime.now(timezone.utc).isoformat()
         score = score_freshness(recent)
         self.assertGreater(score, 0.9)
 
     def test_old_timestamp_scores_low(self):
-        """Verifies old timestamp scores low logic."""
         old = (datetime.now(timezone.utc) - timedelta(days=365)).isoformat()
         score = score_freshness(old)
         self.assertLess(score, 0.2)
 
     def test_none_returns_baseline(self):
-        """Verifies behavior with empty or None input."""
         score = score_freshness(None)
         self.assertEqual(score, 0.5)
 
 
 class TestScoreSourceQuality(unittest.TestCase):
     def test_claude_scores_high(self):
-        """Verifies claude scores high logic."""
         self.assertGreater(score_source_quality("claude-sonnet"), 0.85)
 
     def test_ollama_scores_lower(self):
-        """Verifies ollama scores lower logic."""
         self.assertLess(score_source_quality("ollama"), 0.7)
 
     def test_unknown_returns_default(self):
-        """Verifies unknown returns default logic."""
         self.assertEqual(score_source_quality("unknown"), 0.5)
 
 
 class TestScoreEntry(unittest.TestCase):
     def test_good_entry_scores_high(self):
-        """Verifies good entry scores high logic."""
         entry = {
             "content": "To deploy: run `kubectl apply -f deployment.yaml`. Verify with `kubectl get pods`.",
             "model": "claude-sonnet",
@@ -97,7 +85,6 @@ class TestScoreEntry(unittest.TestCase):
         self.assertGreater(score, 0.6)
 
     def test_poor_entry_scores_low(self):
-        """Verifies poor entry scores low logic."""
         entry = {
             "content": "It depends. Various things might happen.",
             "model": "unknown",
@@ -108,7 +95,6 @@ class TestScoreEntry(unittest.TestCase):
 
 class TestFilterEntries(unittest.TestCase):
     def test_filters_low_quality(self):
-        """Verifies knowledge filtering by filters low quality."""
         entries = [
             {"content": "Run `deploy.py` to fix the issue.", "model": "claude"},
             {"content": "It might work sometimes.", "model": "unknown"},