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Skill

report

generate CodeScaleBench evaluation reports

Covers Benchmarking Reporting Analytics

Description

Generate evaluation reports, analyze run costs, and compare configurations.

SKILL.md

Skill: Reports & Analysis

Scope

Use this skill when the user asks to:

  • Generate comprehensive evaluation reports
  • Analyze run costs and spending
  • Compare configurations and model performance
  • Perform impact analysis (IR, MCP effects)
  • Export and visualize results

Canonical Commands

# Generate full evaluation report
python3 scripts/maintenance/generate_eval_report.py

# Cost breakdown analysis
python3 scripts/evaluation/cost_report.py --run-dir runs/staging/run_dir

# Cost analysis by model/suite
python3 scripts/evaluation/cost_breakdown_analysis.py --staging

# Compare configurations
python3 scripts/evaluation/compare_configs.py --config1 baseline --config2 sourcegraph_full

# IR analysis (information retrieval)
python3 scripts/evaluation/ir_analysis.py --run-dir runs/staging/run_dir

# Oracle impact analysis
python3 scripts/evaluation/oracle_ir_analysis.py --runs-dir runs/staging

Report Types

  • Evaluation Report — task-level metrics, pass rates by suite/model
  • Cost Report — token usage, API calls, infrastructure costs
  • Config Comparison — baseline vs MCP performance delta
  • Impact Analysis — retrieval quality and verifier contribution
  • Trend Analysis — performance over time across runs

Key Metrics

  • Pass rate — % tasks passed verification
  • Model success — % tasks where agent succeeded
  • Cost per task — average tokens/$ spent
  • Improvement (MCP) — gain from Sourcegraph integration
  • Verification cost — dual verification overhead
  • /evaluate — extract and score individual task results
  • /run — generate results to analyze
  • /status — check run status before generating reports

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