feat: add knowledge gap identifier for code/docs/tests cross-reference (closes #172)

scripts/knowledge_gap_identifier.py

@@ -0,0 +1,275 @@
+"""
+Knowledge Gap Identifier — Pipeline 10.7
+
+Cross-references code, docs, and tests to find gaps:
+- Undocumented functions/classes
+- Untested code paths
+- Documented but missing implementations
+- Test files without corresponding source
+
+Produces a gap report with severity and suggestions.
+"""
+
+from __future__ import annotations
+
+import ast
+import os
+import re
+from dataclasses import dataclass, field
+from enum import Enum
+from pathlib import Path
+from typing import Dict, List, Optional, Set
+
+
+class GapSeverity(Enum):
+    INFO = "info"
+    WARNING = "warning"
+    ERROR = "error"
+
+
+class GapType(Enum):
+    UNDOCUMENTED = "undocumented"
+    UNTESTED = "untested"
+    MISSING_IMPLEMENTATION = "missing_implementation"
+    ORPHAN_TEST = "orphan_test"
+    STALE_DOC = "stale_doc"
+
+
+@dataclass
+class Gap:
+    """A single knowledge gap."""
+    gap_type: GapType
+    severity: GapSeverity
+    file: str
+    line: Optional[int]
+    name: str
+    description: str
+    suggestion: str
+
+
+@dataclass
+class GapReport:
+    """Full gap analysis report."""
+    repo_path: str
+    gaps: List[Gap] = field(default_factory=list)
+    stats: Dict[str, int] = field(default_factory=dict)
+
+    def summary(self) -> str:
+        lines = [f"Gap Report for {self.repo_path}", "=" * 40]
+        by_type = {}
+        for g in self.gaps:
+            by_type.setdefault(g.gap_type.value, []).append(g)
+
+        for gtype, items in sorted(by_type.items()):
+            lines.append(f"\n{gtype.upper()} ({len(items)}):")
+            for g in items:
+                loc = f"{g.file}:{g.line}" if g.line else g.file
+                lines.append(f"  [{g.severity.value}] {g.name} @ {loc}")
+                lines.append(f"    {g.description}")
+
+        lines.append(f"\nTotal gaps: {len(self.gaps)}")
+        self.stats = {k: len(v) for k, v in by_type.items()}
+        return "\n".join(lines)
+
+    def to_dict(self) -> dict:
+        return {
+            "repo_path": self.repo_path,
+            "total_gaps": len(self.gaps),
+            "stats": {k: len(v) for k, v in
+                      {gt: [g for g in self.gaps if g.gap_type == gt]
+                       for gt in GapType}.items() if v},
+            "gaps": [
+                {
+                    "type": g.gap_type.value,
+                    "severity": g.severity.value,
+                    "file": g.file,
+                    "line": g.line,
+                    "name": g.name,
+                    "description": g.description,
+                    "suggestion": g.suggestion,
+                }
+                for g in self.gaps
+            ],
+        }
+
+
+def _collect_python_files(root: Path) -> List[Path]:
+    """Collect .py files, excluding venv/node_modules/.git."""
+    skip = {".git", "venv", "env", ".venv", "node_modules", "__pycache__", ".tox", ".mypy_cache"}
+    files = []
+    for dirpath, dirnames, filenames in os.walk(root):
+        dirnames[:] = [d for d in dirnames if d not in skip]
+        for f in filenames:
+            if f.endswith(".py"):
+                files.append(Path(dirpath) / f)
+    return files
+
+
+def _extract_python_symbols(filepath: Path) -> Set[str]:
+    """Extract top-level function and class names from a Python file."""
+    symbols = set()
+    try:
+        source = filepath.read_text(encoding="utf-8", errors="replace")
+        tree = ast.parse(source, filename=str(filepath))
+    except (SyntaxError, UnicodeDecodeError):
+        return symbols
+
+    for node in ast.iter_child_nodes(tree):
+        if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef, ast.ClassDef)):
+            symbols.add(node.name)
+    return symbols
+
+
+def _extract_doc_symbols(filepath: Path) -> Set[str]:
+    """Extract function/class names mentioned in markdown docs."""
+    symbols = set()
+    try:
+        text = filepath.read_text(encoding="utf-8", errors="replace")
+    except (UnicodeDecodeError, OSError):
+        return symbols
+
+    # Match backtick-quoted identifiers: `ClassName`, `func_name`, `func()`
+    for m in re.finditer(r"`([A-Za-z_]\w+)(?:\(\))?`", text):
+        symbols.add(m.group(1))
+    # Match ## ClassName or ### func_name headings
+    for m in re.finditer(r"^#{1,4}\s+(\w+)", text, re.MULTILINE):
+        symbols.add(m.group(1))
+    return symbols
+
+
+def _collect_test_files(root: Path) -> Dict[str, Path]:
+    """Map test module names to their file paths."""
+    test_map = {}
+    for dirpath, dirnames, filenames in os.walk(root):
+        dirnames[:] = [d for d in dirnames if d not in {".git", "venv", "node_modules"}]
+        for f in filenames:
+            if f.startswith("test_") and f.endswith(".py"):
+                # test_foo.py -> foo
+                module_name = f[5:-3]
+                test_map[module_name] = Path(dirpath) / f
+    return test_map
+
+
+class KnowledgeGapIdentifier:
+    """Analyzes a repo for knowledge gaps between code, docs, and tests."""
+
+    def analyze(self, repo_path: str) -> GapReport:
+        root = Path(repo_path).resolve()
+        report = GapReport(repo_path=str(root))
+
+        if not root.is_dir():
+            report.gaps.append(Gap(
+                gap_type=GapType.UNDOCUMENTED,
+                severity=GapSeverity.ERROR,
+                file=str(root),
+                line=None,
+                name="repo",
+                description="Path is not a directory",
+                suggestion="Provide a valid repo directory",
+            ))
+            return report
+
+        # Collect artifacts
+        py_files = _collect_python_files(root)
+        doc_files = list(root.glob("docs/**/*.md")) + list(root.glob("*.md"))
+        test_map = _collect_test_files(root / "tests") if (root / "tests").is_dir() else {}
+
+        # Extract symbols from each source file
+        source_symbols: Dict[str, Set[str]] = {}  # relative_path -> symbols
+        all_source_symbols: Set[str] = set()
+
+        for pf in py_files:
+            rel = str(pf.relative_to(root))
+            # Skip test files and setup/config
+            if "/tests/" in rel or rel.startswith("tests/") or rel.startswith("test_"):
+                continue
+            if pf.name in ("setup.py", "conftest.py", "conf.py"):
+                continue
+
+            syms = _extract_python_symbols(pf)
+            if syms:
+                source_symbols[rel] = syms
+                all_source_symbols.update(syms)
+
+        # Extract documented symbols
+        doc_symbols: Set[str] = set()
+        for df in doc_files:
+            doc_symbols.update(_extract_doc_symbols(df))
+
+        # Extract test-covered symbols
+        tested_modules: Set[str] = set(test_map.keys())
+
+        # --- Find gaps ---
+
+        # 1. Undocumented: source symbols not in any doc
+        for rel_path, syms in source_symbols.items():
+            for sym in sorted(syms):
+                if sym.startswith("_") and not sym.startswith("__"):
+                    continue  # Skip private
+                if sym not in doc_symbols:
+                    report.gaps.append(Gap(
+                        gap_type=GapType.UNDOCUMENTED,
+                        severity=GapSeverity.WARNING,
+                        file=rel_path,
+                        line=None,
+                        name=sym,
+                        description=f"{sym} defined in {rel_path} but not referenced in any docs",
+                        suggestion=f"Add documentation for {sym} in a .md file",
+                    ))
+
+        # 2. Untested: source modules without a corresponding test file
+        for rel_path in source_symbols:
+            module_name = Path(rel_path).stem
+            if module_name not in tested_modules and module_name not in ("__init__", "main", "config"):
+                report.gaps.append(Gap(
+                    gap_type=GapType.UNTESTED,
+                    severity=GapSeverity.ERROR,
+                    file=rel_path,
+                    line=None,
+                    name=module_name,
+                    description=f"No test file found for {rel_path}",
+                    suggestion=f"Create tests/test_{module_name}.py",
+                ))
+
+        # 3. Missing implementation: doc references symbol not in any source
+        referenced_but_missing = doc_symbols - all_source_symbols
+        for sym in sorted(referenced_but_missing):
+            # Filter out common non-code terms
+            if sym.lower() in {"todo", "fixme", "note", "example", "usage", "api",
+                               "install", "setup", "config", "license", "contributing",
+                               "changelog", "readme", "python", "bash", "json", "yaml",
+                               "http", "url", "cli", "gui", "ui", "api", "rest"}:
+                continue
+            if len(sym) < 3:
+                continue
+            report.gaps.append(Gap(
+                gap_type=GapType.MISSING_IMPLEMENTATION,
+                severity=GapSeverity.INFO,
+                file="(docs)",
+                line=None,
+                name=sym,
+                description=f"{sym} referenced in docs but not found in source code",
+                suggestion=f"Verify if {sym} should be implemented or update docs",
+            ))
+
+        # 4. Orphan tests: test files without matching source
+        for test_mod, test_path in test_map.items():
+            if test_mod not in tested_modules and not any(
+                test_mod in Path(f).stem for f in source_symbols
+            ):
+                # Check if any source file partially matches
+                matches_source = any(test_mod.replace("_", "-") in f or test_mod.replace("_", "") in Path(f).stem
+                                     for f in source_symbols)
+                if not matches_source:
+                    rel = str(test_path.relative_to(root))
+                    report.gaps.append(Gap(
+                        gap_type=GapType.ORPHAN_TEST,
+                        severity=GapSeverity.WARNING,
+                        file=rel,
+                        line=None,
+                        name=test_mod,
+                        description=f"Test file {rel} exists but no matching source module found",
+                        suggestion=f"Verify if the source was renamed or removed",
+                    ))
+
+        return report

scripts/test_harvest_prompt_comprehensive.py

@@ -0,0 +1,212 @@
+#!/usr/bin/env python3
+"""
+Comprehensive test script for knowledge extraction prompt.
+Validates prompt structure, requirements, and consistency.
+"""
+
+import json
+import re
+from pathlib import Path
+
+def test_prompt_structure():
+    """Test that the prompt has the required structure."""
+    prompt_path = Path("templates/harvest-prompt.md")
+    if not prompt_path.exists():
+        return False, "harvest-prompt.md not found"
+    
+    content = prompt_path.read_text()
+    
+    # Check for required sections
+    required_sections = [
+        "System Prompt",
+        "Instructions", 
+        "Categories",
+        "Output Format",
+        "Confidence Scoring",
+        "Constraints",
+        "Example"
+    ]
+    
+    for section in required_sections:
+        if section.lower() not in content.lower():
+            return False, f"Missing required section: {section}"
+    
+    # Check for required categories
+    required_categories = ["fact", "pitfall", "pattern", "tool-quirk", "question"]
+    for category in required_categories:
+        if category not in content:
+            return False, f"Missing required category: {category}"
+    
+    # Check for required output fields
+    required_fields = ["fact", "category", "repo", "confidence"]
+    for field in required_fields:
+        if field not in content:
+            return False, f"Missing required output field: {field}"
+    
+    # Check prompt size (should be ~1k tokens, roughly 4k chars)
+    if len(content) > 5000:
+        return False, f"Prompt too large: {len(content)} chars (max ~5000)"
+    
+    if len(content) < 1000:
+        return False, f"Prompt too small: {len(content)} chars (min ~1000)"
+    
+    return True, "Prompt structure is valid"
+
+def test_confidence_scoring():
+    """Test that confidence scoring is properly defined."""
+    prompt_path = Path("templates/harvest-prompt.md")
+    content = prompt_path.read_text()
+    
+    # Check for confidence scale definitions
+    confidence_levels = [
+        ("0.9-1.0", "explicitly stated"),
+        ("0.7-0.8", "clearly implied"),
+        ("0.5-0.6", "suggested"),
+        ("0.3-0.4", "inferred"),
+        ("0.1-0.2", "speculative")
+    ]
+    
+    for level, description in confidence_levels:
+        if level not in content:
+            return False, f"Missing confidence level: {level}"
+        if description.lower() not in content.lower():
+            return False, f"Missing confidence description: {description}"
+    
+    return True, "Confidence scoring is properly defined"
+
+def test_example_quality():
+    """Test that examples are clear and complete."""
+    prompt_path = Path("templates/harvest-prompt.md")
+    content = prompt_path.read_text()
+    
+    # Check for example input/output
+    if "example" not in content.lower():
+        return False, "No examples provided"
+    
+    # Check that example includes all categories
+    example_section = content[content.lower().find("example"):]
+    
+    # Look for JSON example
+    json_match = re.search(r'\{[\s\S]*"knowledge"[\s\S]*\}', example_section)
+    if not json_match:
+        return False, "No JSON example found"
+    
+    example_json = json_match.group(0)
+    
+    # Check for all categories in example
+    for category in ["fact", "pitfall", "pattern", "tool-quirk", "question"]:
+        if category not in example_json:
+            return False, f"Example missing category: {category}"
+    
+    return True, "Examples are clear and complete"
+
+def test_constraint_coverage():
+    """Test that constraints cover all requirements."""
+    prompt_path = Path("templates/harvest-prompt.md")
+    content = prompt_path.read_text()
+    
+    required_constraints = [
+        "No hallucination",
+        "only extract",
+        "explicitly",
+        "partial",
+        "failed sessions",
+        "1k tokens"
+    ]
+    
+    for constraint in required_constraints:
+        if constraint.lower() not in content.lower():
+            return False, f"Missing constraint: {constraint}"
+    
+    return True, "Constraints cover all requirements"
+
+def test_test_sessions():
+    """Test that test sessions exist and are valid."""
+    test_sessions_dir = Path("test_sessions")
+    if not test_sessions_dir.exists():
+        return False, "test_sessions directory not found"
+    
+    session_files = list(test_sessions_dir.glob("*.jsonl"))
+    if len(session_files) < 5:
+        return False, f"Only {len(session_files)} test sessions found, need 5"
+    
+    # Check each session file
+    for session_file in session_files:
+        content = session_file.read_text()
+        lines = content.strip().split("\n")
+        
+        # Check that each line is valid JSON
+        for i, line in enumerate(lines, 1):
+            try:
+                json.loads(line)
+            except json.JSONDecodeError as e:
+                return False, f"Invalid JSON in {session_file.name}, line {i}: {e}"
+    
+    return True, f"Found {len(session_files)} valid test sessions"
+
+def run_all_tests():
+    """Run all tests and return results."""
+    tests = [
+        ("Prompt Structure", test_prompt_structure),
+        ("Confidence Scoring", test_confidence_scoring),
+        ("Example Quality", test_example_quality),
+        ("Constraint Coverage", test_constraint_coverage),
+        ("Test Sessions", test_test_sessions)
+    ]
+    
+    results = []
+    all_passed = True
+    
+    for test_name, test_func in tests:
+        try:
+            passed, message = test_func()
+            results.append({
+                "test": test_name,
+                "passed": passed,
+                "message": message
+            })
+            if not passed:
+                all_passed = False
+        except Exception as e:
+            results.append({
+                "test": test_name,
+                "passed": False,
+                "message": f"Error: {str(e)}"
+            })
+            all_passed = False
+    
+    # Print results
+    print("=" * 60)
+    print("HARVEST PROMPT TEST RESULTS")
+    print("=" * 60)
+    
+    for result in results:
+        status = "✓ PASS" if result["passed"] else "✗ FAIL"
+        print(f"{status}: {result['test']}")
+        print(f"  {result['message']}")
+        print()
+    
+    print("=" * 60)
+    if all_passed:
+        print("ALL TESTS PASSED!")
+    else:
+        print("SOME TESTS FAILED!")
+    print("=" * 60)
+    
+    return all_passed, results
+
+if __name__ == "__main__":
+    all_passed, results = run_all_tests()
+    
+    # Save results to file
+    with open("test_results.json", "w") as f:
+        json.dump({
+            "all_passed": all_passed,
+            "results": results,
+            "timestamp": "2026-04-14T19:05:00Z"
+        }, f, indent=2)
+    
+    print(f"Results saved to test_results.json")
+    
+    # Exit with appropriate code
+    exit(0 if all_passed else 1)

test_sessions/session_failure.jsonl

@@ -0,0 +1,18 @@
+{"role": "user", "content": "Deploy the application to production"}
+{"role": "assistant", "content": "I'll deploy the application to production.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ssh deploy@prod-server 'cd /app && git pull && docker-compose up -d'"}}]}
+{"role": "tool", "content": "ssh: connect to host prod-server port 22: Connection refused"}
+{"role": "assistant", "content": "Connection refused. Let me check the server status.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ping -c 3 prod-server"}}]}
+{"role": "tool", "content": "PING prod-server (192.168.1.100): 56 data bytes\nRequest timeout for icmp_seq 0\nRequest timeout for icmp_seq 1\nRequest timeout for icmp_seq 2\n--- prod-server ping statistics ---\n3 packets transmitted, 0 packets received, 100.0% packet loss"}
+{"role": "assistant", "content": "The server appears to be down. Let me check if there's an alternative deployment method."}
+{"role": "user", "content": "Try using the VPS instead"}
+{"role": "assistant", "content": "I'll try deploying to the VPS.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ssh deploy@vps-server 'cd /app && git pull && docker-compose up -d'"}}]}
+{"role": "tool", "content": "Permission denied (publickey)."}
+{"role": "assistant", "content": "Permission denied. The SSH key might not be set up correctly. Let me check the SSH configuration.", "tool_calls": [{"function": "terminal", "arguments": {"command": "cat ~/.ssh/config"}}]}
+{"role": "tool", "content": "Host vps-server\n    HostName 167.99.126.228\n    User deploy\n    IdentityFile ~/.ssh/id_rsa_vps"}
+{"role": "assistant", "content": "The SSH config looks correct. Let me check if the key exists.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ls -la ~/.ssh/id_rsa_vps"}}]}
+{"role": "tool", "content": "ls: /Users/user/.ssh/id_rsa_vps: No such file or directory"}
+{"role": "assistant", "content": "The SSH key doesn't exist. This is a pitfall - we need to generate the SSH key first."}
+{"role": "user", "content": "Generate a new SSH key for the VPS"}
+{"role": "assistant", "content": "I'll generate a new SSH key.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ssh-keygen -t rsa -b 4096 -f ~/.ssh/id_rsa_vps -N ''"}}]}
+{"role": "tool", "content": "Generating public/private rsa key pair.\nYour identification has been saved in /Users/user/.ssh/id_rsa_vps\nYour public key has been saved in /Users/user/.ssh/id_rsa_vps.pub\nThe key fingerprint is:\nSHA256:abc123... user@machine"}
+{"role": "assistant", "content": "SSH key generated. Now I need to add it to the VPS."}

test_sessions/session_partial.jsonl

@@ -0,0 +1,14 @@
+{"role": "user", "content": "Check the Gitea API for open issues"}
+{"role": "assistant", "content": "I'll check the Gitea API for open issues.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -H 'Authorization: token $GITEA_TOKEN' https://forge.alexanderwhitestone.com/api/v1/repos/Timmy_Foundation/compounding-intelligence/issues?state=open"}}]}
+{"role": "tool", "content": "curl: (6) Could not resolve host: forge.alexanderwhitestone.com"}
+{"role": "assistant", "content": "DNS resolution failed. Let me check the network connectivity.", "tool_calls": [{"function": "terminal", "arguments": {"command": "nslookup forge.alexanderwhitestone.com"}}]}
+{"role": "tool", "content": "Server:		8.8.8.8\nAddress:	8.8.8.8#53\n\n** server can't find forge.alexanderwhitestone.com: NXDOMAIN"}
+{"role": "assistant", "content": "The domain doesn't resolve. This might be a DNS issue. Let me try using the IP address directly.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -H 'Authorization: token $GITEA_TOKEN' https://167.99.126.228/api/v1/repos/Timmy_Foundation/compounding-intelligence/issues?state=open"}}]}
+{"role": "tool", "content": "curl: (60) SSL certificate problem: self signed certificate"}
+{"role": "assistant", "content": "SSL certificate issue. The server is using a self-signed certificate. Let me try with -k flag to skip SSL verification.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -k -H 'Authorization: token $GITEA_TOKEN' https://167.99.126.228/api/v1/repos/Timmy_Foundation/compounding-intelligence/issues?state=open"}}]}
+{"role": "tool", "content": "[]"}
+{"role": "assistant", "content": "No open issues found. The API returned an empty array."}
+{"role": "user", "content": "Check if there are any pull requests"}
+{"role": "assistant", "content": "Let me check for pull requests.", "tool_calls": [{"function": "terminal", "arguments": {"command": "curl -k -H 'Authorization: token $GITEA_TOKEN' https://167.99.126.228/api/v1/repos/Timmy_Foundation/compounding-intelligence/pulls?state=open"}}]}
+{"role": "tool", "content": "[{"id": 20, "title": "feat: add harvester.py + session_reader.py — session knowledge extractor (closes #8)", "state": "open", "user": {"login": "Rockachopa"}, "created_at": "2026-04-14T17:28:20Z"}]"}
+{"role": "assistant", "content": "Found 1 open pull request: PR #20 - "feat: add harvester.py + session_reader.py — session knowledge extractor (closes #8)" by Rockachopa."}

test_sessions/session_patterns.jsonl

@@ -0,0 +1,10 @@
+{"role": "user", "content": "How do I deploy a new version of the application?"}
+{"role": "assistant", "content": "Here's the deployment process:\n1. Run tests: pytest\n2. Build Docker image: docker build -t app:latest .\n3. Push to registry: docker push registry.example.com/app:latest\n4. Update production: ssh prod 'cd /app && docker-compose pull && docker-compose up -d'\n5. Verify: curl https://app.example.com/health"}
+{"role": "user", "content": "What if tests fail?"}
+{"role": "assistant", "content": "If tests fail:\n1. Check the error logs: pytest -v\n2. Fix the failing tests\n3. Re-run tests: pytest\n4. If still failing, check recent changes: git log --oneline -10\n5. Consider reverting: git revert HEAD"}
+{"role": "user", "content": "What if the Docker build fails?"}
+{"role": "assistant", "content": "If Docker build fails:\n1. Check Dockerfile syntax: docker build --no-cache -t app:latest .\n2. Check for missing dependencies: cat requirements.txt\n3. Check disk space: df -h\n4. Clean up Docker: docker system prune -f\n5. Try building with verbose output: docker build --progress=plain -t app:latest ."}
+{"role": "user", "content": "What if the push to registry fails?"}
+{"role": "assistant", "content": "If push to registry fails:\n1. Check registry credentials: docker login registry.example.com\n2. Check registry space: curl https://registry.example.com/v2/_catalog\n3. Check image size: docker images app:latest\n4. Try tagging with version: docker tag app:latest registry.example.com/app:v1.0.0\n5. Push with version tag: docker push registry.example.com/app:v1.0.0"}
+{"role": "user", "content": "What if the production update fails?"}
+{"role": "assistant", "content": "If production update fails:\n1. Check SSH connection: ssh prod 'echo connected'\n2. Check disk space on prod: ssh prod 'df -h'\n3. Check Docker status: ssh prod 'docker ps -a'\n4. Check logs: ssh prod 'docker-compose logs --tail=100'\n5. Rollback: ssh prod 'cd /app && git checkout HEAD~1 && docker-compose up -d'"}

test_sessions/session_questions.jsonl

@@ -0,0 +1,12 @@
+{"role": "user", "content": "I need to implement a new feature for the application"}
+{"role": "assistant", "content": "I can help you implement a new feature. What feature would you like to add?"}
+{"role": "user", "content": "I want to add user authentication"}
+{"role": "assistant", "content": "User authentication is a good feature. I have a few questions:\n1. What authentication method do you prefer? (JWT, OAuth, Session-based)\n2. Do you need social login? (Google, GitHub, etc.)\n3. What user data do you need to store?\n4. Do you need role-based access control?\n5. What's your database? (PostgreSQL, MySQL, SQLite)"}
+{"role": "user", "content": "I prefer JWT, no social login, just email and password, no roles, PostgreSQL"}
+{"role": "assistant", "content": "Great choices. Here's the implementation plan:\n1. Create user model with email and password hash\n2. Create JWT token generation and validation\n3. Create login endpoint: POST /api/auth/login\n4. Create register endpoint: POST /api/auth/register\n5. Create middleware for protected routes\n6. Add password hashing with bcrypt\n7. Add rate limiting for login attempts\n8. Add password reset functionality\n9. Add email verification\n10. Test all endpoints"}
+{"role": "user", "content": "What about password reset?"}
+{"role": "assistant", "content": "For password reset:\n1. Create reset token table\n2. Create forgot password endpoint: POST /api/auth/forgot-password\n3. Send reset email with token\n4. Create reset password endpoint: POST /api/auth/reset-password\n5. Validate reset token and expiration\n6. Update password and delete token\n7. Send confirmation email"}
+{"role": "user", "content": "What about email verification?"}
+{"role": "assistant", "content": "For email verification:\n1. Add email_verified field to user model\n2. Create verification token table\n3. Send verification email on registration\n4. Create verify email endpoint: GET /api/auth/verify-email?token=...\n5. Validate token and update email_verified\n6. Add middleware to check email_verified for certain routes\n7. Add resend verification email endpoint"}
+{"role": "user", "content": "What about rate limiting?"}
+{"role": "assistant", "content": "For rate limiting:\n1. Use Redis for rate limit storage\n2. Create rate limit middleware\n3. Set limits: 5 login attempts per minute, 3 password resets per hour\n4. Return 429 Too Many Requests when limit exceeded\n5. Add X-RateLimit headers to responses\n6. Log rate limit violations\n7. Add whitelist for trusted IPs"}

test_sessions/session_success.jsonl

@@ -0,0 +1,13 @@
+{"role": "user", "content": "Clone the repo at forge.alexanderwhitestone.com/Timmy_Foundation/compounding-intelligence"}
+{"role": "assistant", "content": "I'll clone the repository for you.", "tool_calls": [{"function": "terminal", "arguments": {"command": "git clone https://forge.alexanderwhitestone.com/Timmy_Foundation/compounding-intelligence.git"}}]}
+{"role": "tool", "content": "Cloning into 'compounding-intelligence'...\nremote: Enumerating objects: 15, done.\nremote: Counting objects: 100% (15/15), done.\nremote: Compressing objects: 100% (12/12), done.\nremote: Total 15 (delta 2), reused 0 (delta 0), pack-reused 0\nReceiving objects: 100% (15/15), done.\nResolving deltas: 100% (2/2), done."}
+{"role": "assistant", "content": "Repository cloned successfully. Let me check the structure.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ls -la compounding-intelligence/"}}]}
+{"role": "tool", "content": "total 8\ndrwxr-xr-x   5 user  staff  160 Apr 14 17:21 .\ndrwxr-xr-x  12 user  staff  384 Apr 14 17:21 ..\ndrwxr-xr-x  13 user  staff  416 Apr 14 17:21 .git\n-rw-r--r--   1 user  staff  1234 Apr 14 17:21 README.md\ndrwxr-xr-x   3 user  staff   96 Apr 14 17:21 knowledge\n-rw-r--r--   1 user  staff   456 Apr 14 17:21 metrics\ndrwxr-xr-x   4 user  staff  128 Apr 14 17:21 scripts\ndrwxr-xr-x   3 user  staff   96 Apr 14 17:21 templates"}
+{"role": "user", "content": "What files are in the templates directory?"}
+{"role": "assistant", "content": "Let me check the templates directory.", "tool_calls": [{"function": "terminal", "arguments": {"command": "ls -la compounding-intelligence/templates/"}}]}
+{"role": "tool", "content": "total 0\ndrwxr-xr-x  3 user  staff   96 Apr 14 17:21 .\ndrwxr-xr-x  5 user  staff  160 Apr 14 17:21 ..\n-rw-r--r--  1 user  staff    0 Apr 14 17:21 .gitkeep"}
+{"role": "assistant", "content": "The templates directory currently only contains a .gitkeep file. No templates have been added yet."}
+{"role": "user", "content": "Create a harvest-prompt.md template in the templates directory."}
+{"role": "assistant", "content": "I'll create the harvest-prompt.md template for you.", "tool_calls": [{"function": "terminal", "arguments": {"command": "cat > compounding-intelligence/templates/harvest-prompt.md << 'EOF'\n# Knowledge Extraction Prompt\n\nExtract knowledge from session transcripts.\nEOF"}}]}
+{"role": "tool", "content": ""}
+{"role": "assistant", "content": "Template created successfully. The harvest-prompt.md file is now in the templates directory."}

tests/test_knowledge_gap_identifier.py

@@ -0,0 +1,141 @@
+"""Tests for knowledge_gap_identifier module."""
+
+import sys
+import os
+import tempfile
+import shutil
+from pathlib import Path
+
+sys.path.insert(0, os.path.join(os.path.dirname(__file__), '..', 'scripts'))
+
+from knowledge_gap_identifier import KnowledgeGapIdentifier, GapType, GapSeverity
+
+
+def _make_repo(tmpdir, structure):
+    """Create a test repo from a dict of {path: content}."""
+    for rel_path, content in structure.items():
+        p = Path(tmpdir) / rel_path
+        p.parent.mkdir(parents=True, exist_ok=True)
+        p.write_text(content)
+
+
+def test_undocumented_symbol():
+    with tempfile.TemporaryDirectory() as tmpdir:
+        _make_repo(tmpdir, {
+            "src/calculator.py": "def add(a, b):\n    return a + b\n",
+            "README.md": "# Calculator\n",
+        })
+        report = KnowledgeGapIdentifier().analyze(tmpdir)
+        undocumented = [g for g in report.gaps if g.gap_type == GapType.UNDOCUMENTED]
+        assert any(g.name == "add" for g in undocumented), "add should be undocumented"
+
+
+def test_documented_symbol_no_gap():
+    with tempfile.TemporaryDirectory() as tmpdir:
+        _make_repo(tmpdir, {
+            "src/calculator.py": "def add(a, b):\n    return a + b\n",
+            "README.md": "# Calculator\nUse `add()` to add numbers.\n",
+        })
+        report = KnowledgeGapIdentifier().analyze(tmpdir)
+        undocumented = [g for g in report.gaps
+                       if g.gap_type == GapType.UNDOCUMENTED and g.name == "add"]
+        assert len(undocumented) == 0, "add is documented, should not be flagged"
+
+
+def test_untested_module():
+    with tempfile.TemporaryDirectory() as tmpdir:
+        _make_repo(tmpdir, {
+            "src/calculator.py": "def add(a, b):\n    return a + b\n",
+            "src/helper.py": "def format(x):\n    return str(x)\n",
+            "tests/test_calculator.py": "from src.calculator import add\nassert add(1,2) == 3\n",
+        })
+        report = KnowledgeGapIdentifier().analyze(tmpdir)
+        untested = [g for g in report.gaps if g.gap_type == GapType.UNTESTED]
+        assert any("helper" in g.name for g in untested), "helper should be untested"
+
+
+def test_tested_module_no_gap():
+    with tempfile.TemporaryDirectory() as tmpdir:
+        _make_repo(tmpdir, {
+            "src/calculator.py": "def add(a, b):\n    return a + b\n",
+            "tests/test_calculator.py": "def test_add():\n    assert True\n",
+        })
+        report = KnowledgeGapIdentifier().analyze(tmpdir)
+        untested = [g for g in report.gaps
+                    if g.gap_type == GapType.UNTESTED and "calculator" in g.name]
+        assert len(untested) == 0, "calculator has tests, should not be flagged"
+
+
+def test_missing_implementation():
+    with tempfile.TemporaryDirectory() as tmpdir:
+        _make_repo(tmpdir, {
+            "src/app.py": "def run():\n    pass\n",
+            "docs/api.md": "# API\nUse `NonExistentClass` to do things.\n",
+        })
+        report = KnowledgeGapIdentifier().analyze(tmpdir)
+        missing = [g for g in report.gaps if g.gap_type == GapType.MISSING_IMPLEMENTATION]
+        assert any(g.name == "NonExistentClass" for g in missing)
+
+
+def test_private_symbols_skipped():
+    with tempfile.TemporaryDirectory() as tmpdir:
+        _make_repo(tmpdir, {
+            "src/app.py": "def _internal():\n    pass\ndef public():\n    pass\n",
+            "README.md": "# App\n",
+        })
+        report = KnowledgeGapIdentifier().analyze(tmpdir)
+        undocumented_names = [g.name for g in report.gaps if g.gap_type == GapType.UNDOCUMENTED]
+        assert "_internal" not in undocumented_names, "Private symbols should be skipped"
+        assert "public" in undocumented_names
+
+
+def test_empty_repo():
+    with tempfile.TemporaryDirectory() as tmpdir:
+        report = KnowledgeGapIdentifier().analyze(tmpdir)
+        assert len(report.gaps) == 0
+
+
+def test_invalid_path():
+    report = KnowledgeGapIdentifier().analyze("/nonexistent/path/xyz")
+    assert len(report.gaps) == 1
+    assert report.gaps[0].severity == GapSeverity.ERROR
+
+
+def test_report_summary():
+    with tempfile.TemporaryDirectory() as tmpdir:
+        _make_repo(tmpdir, {
+            "src/app.py": "class MyService:\n    def handle(self):\n        pass\n",
+            "README.md": "# App\n",
+        })
+        report = KnowledgeGapIdentifier().analyze(tmpdir)
+        summary = report.summary()
+        assert "UNDOCUMENTED" in summary
+        assert "MyService" in summary
+
+
+def test_report_to_dict():
+    with tempfile.TemporaryDirectory() as tmpdir:
+        _make_repo(tmpdir, {
+            "src/app.py": "def hello():\n    pass\n",
+            "README.md": "# App\n",
+        })
+        report = KnowledgeGapIdentifier().analyze(tmpdir)
+        d = report.to_dict()
+        assert "total_gaps" in d
+        assert "gaps" in d
+        assert isinstance(d["gaps"], list)
+        assert d["total_gaps"] > 0
+
+
+if __name__ == "__main__":
+    test_undocumented_symbol()
+    test_documented_symbol_no_gap()
+    test_untested_module()
+    test_tested_module_no_gap()
+    test_missing_implementation()
+    test_private_symbols_skipped()
+    test_empty_repo()
+    test_invalid_path()
+    test_report_summary()
+    test_report_to_dict()
+    print("All 10 tests passed.")