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agentsop-map-reduce-fanout

100 / 100 · Low risk

Fine to try.

By agentsope/SkillAlchemy (GitHub) · coding · 469 stars · scanned at commit 955562e

Decision protocol for the map-reduce / dynamic fan-out pattern in LM pipelines — "given list L, run f(item) for each item in parallel, then combine". Activates when the coder agent is about to process N items with N LM calls (per-doc summarize, per-query retrieve, per-candidate rank, parallel tool fan-out). Encodes the *when*, *how many at once*, *what to do when one fails*, and *how to reduce* — not the API of any single framework. Cross-framework: LangGraph `Send`, CrewAI parallel tasks / Flo…

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'agentsop-map-reduce-fanout' ] || [ -L ~/.agents/skills/'agentsop-map-reduce-fanout' ]; then echo 'A skill folder named agentsop-map-reduce-fanout already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/agentsope/SkillAlchemy' "$d" && git -C "$d" checkout --quiet '955562e4416c483da946e9c95a1c3974ac52df3c' -- 'skills/agentsop-map-reduce-fanout' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/agentsop-map-reduce-fanout' ~/.agents/skills/'agentsop-map-reduce-fanout' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'agentsop-map-reduce-fanout' ~/.claude/skills/'agentsop-map-reduce-fanout' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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Score history

DateVersionScore
2026-11-09955562e100
2026-11-07cf43768100