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Replace print() calls with structured logging in analyzer.py, serp_api.py, and llm.py #154
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Context
Several backend modules use
print()for diagnostic output. This makes log levels, formatting, and filtering inconsistent and prevents integration with log aggregation tools.Work
print()calls inanalyzer.py,serp_api.py, andllm.pywith calls to a configuredlogging.Logger.DEBUGfor verbose traces,INFOfor progress,WARNING/ERRORfor problems.print()calls remain in the three target files.Acceptance Criteria
grep -rn "print(" analyzer.py serp_api.py llm.pyreturns no results.References
Roadmap: P2 — Backend — Add structured logging.
Triage (AI-Manager)
Priority: P2 | Size: Small | Agent: @developer
Execution order: Wave 2 -- Independent.
Dependencies: None.
Scope: Replace print() calls in analyzer.py, serp_api.py, and llm.py with structured logging.
Closing: already implemented on main. All three files (analyzer.py, serp_api.py, llm.py) use structured logging via the logging module. Zero print() calls remain in these files.