{"slug":"agentsope-agentsop-map-reduce-fanout","source_name":"agentsope/agentsop-map-reduce-fanout","name":"Agentsope/Agentsop Map Reduce Fanout","description":"Decision protocol for the map-reduce / dynamic fan-out pattern in LM\npipelines — \"given list L, run f(item) for each item in parallel, then\ncombine\". Activates when the coder agent is about to process N items with N\nLM calls (per-doc summarize, per-query retrieve, per-candidate rank,\nparallel tool fan-out). Encodes the *when*, *how many at once*, *what to\ndo when one fails*, and *how to reduce* — not the API of any single\nframework. Cross-framework: LangGraph `Send`, CrewAI parallel tasks /\nFlow","version":1,"lift":{"pass_rate_delta_pts":18.18,"pass_rate_pct":68.2,"total_cases":22,"passed_cases":15,"tokens_delta_pct":353.4,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-24T19:07:45.366905+00:00"},"skill_score":0.6818,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":18.18,"with_pass_pct":68.2,"without_pass_pct":50,"tokens_delta_pct":353.4,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-24T19:07:45.366905+00:00","run_id":"a0931038-5982-4abc-b0c0-7cd3584c6be4","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":"775f9b8d223ccec24e3369c41b5e6a8f7ea122b7f6801c6e9a8f682ac498e7a4","raw_url":"https://app.decimal.ai/s/agentsope-agentsop-map-reduce-fanout/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/agentsope-agentsop-map-reduce-fanout"}