{"slug":"kunanonj-analyze-codebase-for-mcp","source_name":"kunanonj/analyze-codebase-for-mcp","name":"Kunanonj/Analyze Codebase For Mcp","description":"Analyze an arbitrary codebase to identify functions, APIs, and data sources suitable for exposure as MCP tools, producing a tool specification document. Use when planning an MCP server for an existing project, auditing a codebase before wrapping it as an AI-accessible tool surface, comparing what a codebase can do versus what is already exposed via MCP, or generating a tool spec to hand off to scaffold-mcp-server.","version":1,"lift":{"pass_rate_delta_pts":31.82,"pass_rate_pct":72.7,"total_cases":22,"passed_cases":16,"tokens_delta_pct":84.2,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-07T00:40:57.903743+00:00"},"skill_score":0.7273,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":31.82,"with_pass_pct":72.7,"without_pass_pct":40.9,"tokens_delta_pct":84.2,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":20,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-07T00:40:57.903743+00:00","run_id":"0bf76bd1-69c3-45fa-b5b4-5041fbe18fa2","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"ed2dc0d0de9dba0b1eee0721b71a804fc97908655aa4cdf21445fc13a21b666a","raw_url":"https://app.decimal.ai/s/kunanonj-analyze-codebase-for-mcp/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/kunanonj-analyze-codebase-for-mcp"}