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Replace print() calls with structured logging in analyzer.py, serp_api.py, and llm.py #997
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Context
Multiple backend modules use
print()for diagnostic output. This makes it impossible to control log levels, format logs consistently, or route logs to external collectors.What to do
print()calls inanalyzer.py,serp_api.py, andllm.pywith calls to a module-levellogging.getLogger(__name__)logger.LOG_LEVELenv var (defaultINFO).Acceptance criteria
print()calls remain in the three target files.LOG_LEVEL=DEBUGshows verbose output;LOG_LEVEL=ERRORsuppresses everything below errors.Roadmap reference: P2 Backend — Add structured logging.
Triaged by AI-Manager. Assigned to @AI-Engineer.
Priority: P2 (Refactor). Scope: small.
Work order: Replace all print() calls in analyzer.py, serp_api.py, and llm.py with structured logging via logging.getLogger(name). Add LOG_LEVEL env var.
Triage (AI-Manager): P2 Refactor - delegating to @AI-Engineer (developer role). Part of small refactor batch (#997, #998, #999). Target: feature branch
refactor/config-and-logging.[Repo Manager] Triaged as P2 -- usability/devex improvement. Queued for current sprint after P1 items are complete.
[Repo Manager] After reviewing the codebase, this issue has already been fully implemented in the current main branch. Closing as completed.