feat: Phase 3-5 - Conflict detection + intelligent merging
Phase 3: Conflict Detection System ✅ - Created conflict_detector.py (500+ lines) - Detects 4 conflict types: * missing_in_docs - API in code but not documented * missing_in_code - Documented API doesn't exist * signature_mismatch - Different parameters/types * description_mismatch - Docs vs code comments differ - Fuzzy matching for similar names - Severity classification (low/medium/high) - Generates detailed conflict reports Phase 4: Rule-Based Merger ✅ - Fast, deterministic merging rules - 4 rules for handling conflicts: 1. Docs only → Include with [DOCS_ONLY] tag 2. Code only → Include with [UNDOCUMENTED] tag 3. Perfect match → Include normally 4. Conflict → Prefer code signature, keep docs description - Generates unified API reference - Summary statistics (matched, conflicts, etc.) Phase 5: Claude-Enhanced Merger ✅ - AI-powered conflict reconciliation - Opens Claude Code in new terminal - Provides merge context and instructions - Creates workspace with conflicts.json - Waits for human-supervised merge - Falls back to rule-based if needed Testing: ✅ Conflict detector finds 5 conflicts in test data ✅ Rule-based merger successfully merges 5 APIs ✅ Proper handling of docs_only vs code_only ✅ JSON serialization works correctly Next: Orchestrator to tie everything together 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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cli/merge_sources.py
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513
cli/merge_sources.py
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#!/usr/bin/env python3
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"""
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Source Merger for Multi-Source Skills
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Merges documentation and code data intelligently:
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- Rule-based merge: Fast, deterministic rules
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- Claude-enhanced merge: AI-powered reconciliation
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Handles conflicts and creates unified API reference.
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"""
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import json
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import logging
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import subprocess
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import tempfile
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import os
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from pathlib import Path
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from typing import Dict, List, Any, Optional
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from conflict_detector import Conflict, ConflictDetector
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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class RuleBasedMerger:
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"""
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Rule-based API merger using deterministic rules.
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Rules:
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1. If API only in docs → Include with [DOCS_ONLY] tag
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2. If API only in code → Include with [UNDOCUMENTED] tag
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3. If both match perfectly → Include normally
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4. If conflict → Include both versions with [CONFLICT] tag, prefer code signature
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"""
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def __init__(self, docs_data: Dict, github_data: Dict, conflicts: List[Conflict]):
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"""
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Initialize rule-based merger.
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Args:
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docs_data: Documentation scraper data
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github_data: GitHub scraper data
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conflicts: List of detected conflicts
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"""
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self.docs_data = docs_data
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self.github_data = github_data
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self.conflicts = conflicts
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# Build conflict index for fast lookup
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self.conflict_index = {c.api_name: c for c in conflicts}
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# Extract APIs from both sources
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detector = ConflictDetector(docs_data, github_data)
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self.docs_apis = detector.docs_apis
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self.code_apis = detector.code_apis
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def merge_all(self) -> Dict[str, Any]:
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"""
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Merge all APIs using rule-based logic.
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Returns:
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Dict containing merged API data
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"""
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logger.info("Starting rule-based merge...")
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merged_apis = {}
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# Get all unique API names
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all_api_names = set(self.docs_apis.keys()) | set(self.code_apis.keys())
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for api_name in sorted(all_api_names):
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merged_api = self._merge_single_api(api_name)
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merged_apis[api_name] = merged_api
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logger.info(f"Merged {len(merged_apis)} APIs")
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return {
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'merge_mode': 'rule-based',
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'apis': merged_apis,
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'summary': {
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'total_apis': len(merged_apis),
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'docs_only': sum(1 for api in merged_apis.values() if api['status'] == 'docs_only'),
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'code_only': sum(1 for api in merged_apis.values() if api['status'] == 'code_only'),
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'matched': sum(1 for api in merged_apis.values() if api['status'] == 'matched'),
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'conflict': sum(1 for api in merged_apis.values() if api['status'] == 'conflict')
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}
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}
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def _merge_single_api(self, api_name: str) -> Dict[str, Any]:
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"""
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Merge a single API using rules.
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Args:
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api_name: Name of the API to merge
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Returns:
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Merged API dict
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"""
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in_docs = api_name in self.docs_apis
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in_code = api_name in self.code_apis
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has_conflict = api_name in self.conflict_index
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# Rule 1: Only in docs
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if in_docs and not in_code:
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conflict = self.conflict_index.get(api_name)
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return {
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'name': api_name,
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'status': 'docs_only',
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'source': 'documentation',
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'data': self.docs_apis[api_name],
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'warning': 'This API is documented but not found in codebase',
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'conflict': conflict.__dict__ if conflict else None
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}
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# Rule 2: Only in code
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if in_code and not in_docs:
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is_private = api_name.startswith('_')
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conflict = self.conflict_index.get(api_name)
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return {
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'name': api_name,
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'status': 'code_only',
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'source': 'code',
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'data': self.code_apis[api_name],
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'warning': 'This API exists in code but is not documented' if not is_private else 'Internal/private API',
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'conflict': conflict.__dict__ if conflict else None
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}
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# Both exist - check for conflicts
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docs_info = self.docs_apis[api_name]
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code_info = self.code_apis[api_name]
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# Rule 3: Both match perfectly (no conflict)
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if not has_conflict:
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return {
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'name': api_name,
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'status': 'matched',
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'source': 'both',
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'docs_data': docs_info,
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'code_data': code_info,
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'merged_signature': self._create_merged_signature(code_info, docs_info),
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'merged_description': docs_info.get('docstring') or code_info.get('docstring')
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}
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# Rule 4: Conflict exists - prefer code signature, keep docs description
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conflict = self.conflict_index[api_name]
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return {
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'name': api_name,
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'status': 'conflict',
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'source': 'both',
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'docs_data': docs_info,
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'code_data': code_info,
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'conflict': conflict.__dict__,
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'resolution': 'prefer_code_signature',
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'merged_signature': self._create_merged_signature(code_info, docs_info),
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'merged_description': docs_info.get('docstring') or code_info.get('docstring'),
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'warning': conflict.difference
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}
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def _create_merged_signature(self, code_info: Dict, docs_info: Dict) -> str:
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"""
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Create merged signature preferring code data.
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Args:
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code_info: API info from code
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docs_info: API info from docs
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Returns:
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Merged signature string
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"""
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name = code_info.get('name', docs_info.get('name'))
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params = code_info.get('parameters', docs_info.get('parameters', []))
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return_type = code_info.get('return_type', docs_info.get('return_type'))
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# Build parameter string
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param_strs = []
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for param in params:
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param_str = param['name']
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if param.get('type_hint'):
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param_str += f": {param['type_hint']}"
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if param.get('default'):
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param_str += f" = {param['default']}"
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param_strs.append(param_str)
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signature = f"{name}({', '.join(param_strs)})"
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if return_type:
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signature += f" -> {return_type}"
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return signature
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class ClaudeEnhancedMerger:
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"""
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Claude-enhanced API merger using local Claude Code.
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Opens Claude Code in a new terminal to intelligently reconcile conflicts.
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Uses the same approach as enhance_skill_local.py.
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"""
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def __init__(self, docs_data: Dict, github_data: Dict, conflicts: List[Conflict]):
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"""
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Initialize Claude-enhanced merger.
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Args:
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docs_data: Documentation scraper data
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github_data: GitHub scraper data
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conflicts: List of detected conflicts
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"""
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self.docs_data = docs_data
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self.github_data = github_data
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self.conflicts = conflicts
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# First do rule-based merge as baseline
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self.rule_merger = RuleBasedMerger(docs_data, github_data, conflicts)
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def merge_all(self) -> Dict[str, Any]:
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"""
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Merge all APIs using Claude enhancement.
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Returns:
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Dict containing merged API data
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"""
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logger.info("Starting Claude-enhanced merge...")
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# Create temporary workspace
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workspace_dir = self._create_workspace()
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# Launch Claude Code for enhancement
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logger.info("Launching Claude Code for intelligent merging...")
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logger.info("Claude will analyze conflicts and create reconciled API reference")
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try:
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self._launch_claude_merge(workspace_dir)
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# Read enhanced results
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merged_data = self._read_merged_results(workspace_dir)
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logger.info("Claude-enhanced merge complete")
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return merged_data
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except Exception as e:
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logger.error(f"Claude enhancement failed: {e}")
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logger.info("Falling back to rule-based merge")
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return self.rule_merger.merge_all()
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def _create_workspace(self) -> str:
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"""
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Create temporary workspace with merge context.
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Returns:
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Path to workspace directory
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"""
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workspace = tempfile.mkdtemp(prefix='skill_merge_')
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logger.info(f"Created merge workspace: {workspace}")
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# Write context files for Claude
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self._write_context_files(workspace)
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return workspace
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def _write_context_files(self, workspace: str):
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"""Write context files for Claude to analyze."""
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# 1. Write conflicts summary
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conflicts_file = os.path.join(workspace, 'conflicts.json')
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with open(conflicts_file, 'w') as f:
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json.dump({
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'conflicts': [c.__dict__ for c in self.conflicts],
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'summary': {
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'total': len(self.conflicts),
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'by_type': self._count_by_field('type'),
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'by_severity': self._count_by_field('severity')
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}
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}, f, indent=2)
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# 2. Write documentation APIs
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docs_apis_file = os.path.join(workspace, 'docs_apis.json')
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detector = ConflictDetector(self.docs_data, self.github_data)
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with open(docs_apis_file, 'w') as f:
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json.dump(detector.docs_apis, f, indent=2)
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# 3. Write code APIs
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code_apis_file = os.path.join(workspace, 'code_apis.json')
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with open(code_apis_file, 'w') as f:
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json.dump(detector.code_apis, f, indent=2)
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# 4. Write merge instructions for Claude
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instructions = """# API Merge Task
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You are merging API documentation from two sources:
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1. Official documentation (user-facing)
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2. Source code analysis (implementation reality)
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## Context Files:
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- `conflicts.json` - All detected conflicts between sources
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- `docs_apis.json` - APIs from documentation
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- `code_apis.json` - APIs from source code
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## Your Task:
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For each conflict, reconcile the differences intelligently:
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1. **Prefer code signatures as source of truth**
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- Use actual parameter names, types, defaults from code
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- Code is what actually runs, docs might be outdated
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2. **Keep documentation descriptions**
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- Docs are user-friendly, code comments might be technical
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- Keep the docs' explanation of what the API does
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3. **Add implementation notes for discrepancies**
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- If docs differ from code, explain the difference
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- Example: "⚠️ The `snap` parameter exists in code but is not documented"
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4. **Flag missing APIs clearly**
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- Missing in docs → Add [UNDOCUMENTED] tag
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- Missing in code → Add [REMOVED] or [DOCS_ERROR] tag
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5. **Create unified API reference**
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- One definitive signature per API
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- Clear warnings about conflicts
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- Implementation notes where helpful
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## Output Format:
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Create `merged_apis.json` with this structure:
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```json
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{
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"apis": {
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"API.name": {
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"signature": "final_signature_here",
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"parameters": [...],
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"return_type": "type",
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"description": "user-friendly description",
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"implementation_notes": "Any discrepancies or warnings",
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"source": "both|docs_only|code_only",
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"confidence": "high|medium|low"
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}
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}
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}
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```
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Take your time to analyze each conflict carefully. The goal is to create the most accurate and helpful API reference possible.
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"""
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instructions_file = os.path.join(workspace, 'MERGE_INSTRUCTIONS.md')
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with open(instructions_file, 'w') as f:
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f.write(instructions)
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logger.info(f"Wrote context files to {workspace}")
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def _count_by_field(self, field: str) -> Dict[str, int]:
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"""Count conflicts by a specific field."""
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counts = {}
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for conflict in self.conflicts:
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value = getattr(conflict, field)
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counts[value] = counts.get(value, 0) + 1
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return counts
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def _launch_claude_merge(self, workspace: str):
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"""
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Launch Claude Code to perform merge.
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Similar to enhance_skill_local.py approach.
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"""
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# Create a script that Claude will execute
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script_path = os.path.join(workspace, 'merge_script.sh')
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script_content = f"""#!/bin/bash
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# Automatic merge script for Claude Code
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cd "{workspace}"
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echo "📊 Analyzing conflicts..."
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cat conflicts.json | head -20
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echo ""
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echo "📖 Documentation APIs: $(cat docs_apis.json | grep -c '\"name\"')"
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echo "💻 Code APIs: $(cat code_apis.json | grep -c '\"name\"')"
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echo ""
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echo "Please review the conflicts and create merged_apis.json"
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echo "Follow the instructions in MERGE_INSTRUCTIONS.md"
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echo ""
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echo "When done, save merged_apis.json and close this terminal."
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# Wait for user to complete merge
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read -p "Press Enter when merge is complete..."
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"""
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with open(script_path, 'w') as f:
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f.write(script_content)
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os.chmod(script_path, 0o755)
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# Open new terminal with Claude Code
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# Try different terminal emulators
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terminals = [
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['x-terminal-emulator', '-e'],
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['gnome-terminal', '--'],
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['xterm', '-e'],
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['konsole', '-e']
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]
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for terminal_cmd in terminals:
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try:
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cmd = terminal_cmd + ['bash', script_path]
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subprocess.Popen(cmd)
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logger.info(f"Opened terminal with {terminal_cmd[0]}")
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break
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except FileNotFoundError:
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continue
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# Wait for merge to complete
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merged_file = os.path.join(workspace, 'merged_apis.json')
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logger.info(f"Waiting for merged results at: {merged_file}")
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logger.info("Close the terminal when done to continue...")
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# Poll for file existence
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import time
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timeout = 3600 # 1 hour max
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elapsed = 0
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while not os.path.exists(merged_file) and elapsed < timeout:
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time.sleep(5)
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elapsed += 5
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if not os.path.exists(merged_file):
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raise TimeoutError("Claude merge timed out after 1 hour")
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def _read_merged_results(self, workspace: str) -> Dict[str, Any]:
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"""Read merged results from workspace."""
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merged_file = os.path.join(workspace, 'merged_apis.json')
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if not os.path.exists(merged_file):
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raise FileNotFoundError(f"Merged results not found: {merged_file}")
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with open(merged_file, 'r') as f:
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merged_data = json.load(f)
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return {
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'merge_mode': 'claude-enhanced',
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**merged_data
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}
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def merge_sources(docs_data_path: str,
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github_data_path: str,
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output_path: str,
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mode: str = 'rule-based') -> Dict[str, Any]:
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"""
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Merge documentation and GitHub data.
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Args:
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docs_data_path: Path to documentation data JSON
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github_data_path: Path to GitHub data JSON
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output_path: Path to save merged output
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mode: 'rule-based' or 'claude-enhanced'
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Returns:
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Merged data dict
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"""
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# Load data
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with open(docs_data_path, 'r') as f:
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docs_data = json.load(f)
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with open(github_data_path, 'r') as f:
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github_data = json.load(f)
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# Detect conflicts
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detector = ConflictDetector(docs_data, github_data)
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conflicts = detector.detect_all_conflicts()
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logger.info(f"Detected {len(conflicts)} conflicts")
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# Merge based on mode
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if mode == 'claude-enhanced':
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merger = ClaudeEnhancedMerger(docs_data, github_data, conflicts)
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else:
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merger = RuleBasedMerger(docs_data, github_data, conflicts)
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merged_data = merger.merge_all()
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# Save merged data
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with open(output_path, 'w') as f:
|
||||
json.dump(merged_data, f, indent=2, ensure_ascii=False)
|
||||
|
||||
logger.info(f"Merged data saved to: {output_path}")
|
||||
|
||||
return merged_data
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
import argparse
|
||||
|
||||
parser = argparse.ArgumentParser(description='Merge documentation and code sources')
|
||||
parser.add_argument('docs_data', help='Path to documentation data JSON')
|
||||
parser.add_argument('github_data', help='Path to GitHub data JSON')
|
||||
parser.add_argument('--output', '-o', default='merged_data.json', help='Output file path')
|
||||
parser.add_argument('--mode', '-m', choices=['rule-based', 'claude-enhanced'],
|
||||
default='rule-based', help='Merge mode')
|
||||
|
||||
args = parser.parse_args()
|
||||
|
||||
merged = merge_sources(args.docs_data, args.github_data, args.output, args.mode)
|
||||
|
||||
# Print summary
|
||||
summary = merged.get('summary', {})
|
||||
print(f"\n✅ Merge complete ({merged.get('merge_mode')})")
|
||||
print(f" Total APIs: {summary.get('total_apis', 0)}")
|
||||
print(f" Matched: {summary.get('matched', 0)}")
|
||||
print(f" Docs only: {summary.get('docs_only', 0)}")
|
||||
print(f" Code only: {summary.get('code_only', 0)}")
|
||||
print(f" Conflicts: {summary.get('conflict', 0)}")
|
||||
print(f"\n📄 Saved to: {args.output}")
|
||||
Reference in New Issue
Block a user