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Replace print() calls with structured Python logging in analyzer.py, serp_api.py, and llm.py #497
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Roadmap item: P2 - Backend: Add structured logging
Multiple backend modules use
print()for output, which makes log level filtering, aggregation, and structured querying impossible.Task
print()calls inanalyzer.py,serp_api.py, andllm.pywith calls to alogging.getLogger(__name__)loggerDEBUGfor verbose trace,INFOfor normal flow,WARNINGfor recoverable issues,ERROR/EXCEPTIONfor failuresLOG_LEVELenv var)print()calls remain in those three filesAcceptance Criteria
grep -r "print(" analyzer.py serp_api.py llm.pyreturns no resultsLOG_LEVEL=DEBUGproduces verbose output;LOG_LEVEL=WARNINGsuppresses info messagesTriage: P2 Backend improvement. Assigned to @AI-Engineer (developer). Small scope - replace print() with structured logging in analyzer.py, serp_api.py, llm.py. Delegated to @developer agent.
Resolved: All modules (analyzer.py, serp_api.py, llm.py) use logging.getLogger(name) with structured logging. LOG_LEVEL env var is supported. Merged via PRs #29 and #54.
Closing as resolved -- the implementation is merged into main.