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troubleshooting-assistant【开发与工程】Diagnoses and resolves MCP server registration failures, GPU detection, BigQuery authentication, index build failures, import errors, search quality issues, and performance problems.
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Expert diagnostic system for identifying and resolving Claude Patent Creator issues.
System not working, error messages, slow performance, MCP server not loading, search returns no results/errors, GPU not detected, BigQuery auth fails, index build fails, tests failing, unexpected behavior.
Problem Reported
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[1] Gather Information (errors, recent changes, system state)
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[2] Reproduce Issue (minimal test case, consistent?)
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[3] Isolate Component (which part failing? dependencies?)
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[4] Diagnose Root Cause (check logs, test components, verify config)
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[5] Apply Fix (targeted solution, verify works)
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[6] Prevent Recurrence (document, add monitoring, update checks)
| Issue | Quick Fix |
|---|---|
| MCP server not loading | claude mcp list -> Re-register if missing |
| GPU not detected | Reinstall PyTorch with CUDA |
| BigQuery auth fails | gcloud auth application-default login |
| Index not found | patent-creator rebuild-index |
| Import errors | Activate venv: venv\Scripts\activate |
| Slow searches | Check GPU usage, reduce top_k, disable HyDE |
| Irrelevant results | Rephrase query with MPEP terminology |
Problems: Server not loading, tools don't work/return errors
Problems: GPU not detected, slow performance, BigQuery auth fails, query timeouts
Problems: Index not found, build fails, ModuleNotFoundError, import errors, env vars not loading, irrelevant search results
# Full system health
patent-creator health
# Individual components
python scripts/test_gpu.py
python scripts/test_bigquery.py
python scripts/test_analyzers.py
python scripts/test_install.py
# Test MPEP search
python -c "from mcp_server.mpep_search import MPEPIndex; \
index = MPEPIndex(); index.build_index(); \
print('OK' if index.search('test', top_k=1) else 'FAILED')"
# Test BigQuery
python -c "from mcp_server.bigquery_search import BigQueryPatentSearch; \
search = BigQueryPatentSearch(); \
print('OK' if search.search_by_keywords('neural network', limit=1) else 'FAILED')"
# Test analyzers
python -c "from mcp_server.claims_analyzer import ClaimsAnalyzer; \
analyzer = ClaimsAnalyzer(); \
print('OK' if analyzer.analyze('1. A test claim.') else 'FAILED')"
patent-creator health)| Error | Category | Solution |
|---|---|---|
| "Tool not found" | MCP | claude mcp list |
| "ModuleNotFoundError" | Dependencies | Activate venv, reinstall |
| "CUDA not available" | GPU | Reinstall PyTorch with CUDA |
| "Permission denied" (BigQuery) | Auth | gcloud auth application-default login |
| "Index not found" | Index | patent-creator rebuild-index |
| "Out of memory" | Index Build | Reduce batch size |
| "Validation error" | Input | Check Pydantic model parameters |
# System health
patent-creator health
# Test components
python scripts/test_gpu.py
python scripts/test_bigquery.py
python scripts/test_install.py
# Check registration
claude mcp list
# Check paths
patent-creator verify-config
# Enable debug logging
export PATENT_LOG_LEVEL=DEBUG