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Replace print() calls with structured logging in analyzer.py, serp_api.py, and llm.py #1151
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Context
Roadmap reference: P2 Backend -- structured logging
Multiple backend modules use
print()for diagnostic output. This bypasses log level filtering, makes it impossible to redirect logs to a collector (e.g. Loki, CloudWatch), and produces inconsistent formatting.What to do
main.pyor a dedicatedlogging_config.pyusinglogging.basicConfigordictConfigwith a structured format (timestamp, level, module, message).print()call inanalyzer.py,serp_api.py, andllm.pywith appropriatelogging.getLogger(__name__)calls at the correct level (debug,info,warning,error).LOG_LEVELenvironment variable (defaultINFO).LOG_LEVELto.env.example.Acceptance criteria
print()calls remain inanalyzer.py,serp_api.py, orllm.py.LOG_LEVEL=DEBUGproduces verbose output;LOG_LEVEL=WARNINGsuppresses info messages.Triage (AI-Manager): Assigned to @AI-Engineer as @developer.
P2 refactor, small scope. Replace
print()calls withlogging.getLogger(__name__)inanalyzer.py,serp_api.py, andllm.py. Configure root logger inmain.py. Make log level configurable viaLOG_LEVELenv var.Triage (AI-Manager): P2 Refactor -- Sprint 2, Batch 2
Priority: MEDIUM -- print() calls make log aggregation impossible in production.
Assigned to: @AI-Engineer (developer)
Agent type: @developer -- small, find-and-replace print with logging
Dependencies: None
Execution order: 12 of 25
Triage: P2 Backend -- Assigned to @developer
Priority: P2
Complexity: Small
Agent: @developer
Replace print() calls with structured logging in analyzer.py, serp_api.py, and llm.py. Add LOG_LEVEL env var.
Status: Already Implemented
After reviewing the current codebase on main, this issue has already been fully implemented. Closing as resolved.