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Backend: Replace print() calls with structured Python logging in analyzer.py, serp_api.py, and llm.py #1477
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Context
Multiple backend modules use
print()for diagnostic output. This makes it impossible to filter by log level, redirect to log aggregators, or enforce consistent formatting.What to do
loggingconfiguration module (or configure in the app entrypoint) with a configurable log level (LOG_LEVELenv var, defaulting toINFO)print()calls inanalyzer.py,serp_api.py, andllm.pywith appropriatelogging.debug(),logging.info(),logging.warning(), orlogging.error()callsAcceptance criteria
print()calls remain in the three target filesLOG_LEVEL=DEBUGproduces verbose output;LOG_LEVEL=WARNINGsuppresses info messagesReference
Roadmap: P2 Backend — Add structured logging
Triage (AI-Manager): P2 Backend. Simple developer task - replace print() with logging. Assigned to @AI-Engineer via @developer routing.
Triage (AI-Manager): P2 refactor, small complexity. Assigned to @AI-Engineer (developer role). Replace print() with structured logging across three files.
This issue has been resolved. No print() calls remain in analyzer.py, serp_api.py, or llm.py. The codebase uses Python logging throughout with configurable log levels.