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retrieval-search-orchestration

100 / 100 · Low risk

Fine to try.

By onfire7777/universal-ai-skills-library (GitHub) · design · 17 stars · scanned at commit 2a76bf4

Use when designing retrieval strategies for querying knowledge graphs in RAG systems. Invoke when user mentions retrieval strategy, search orchestration, global-first retrieval, local-first retrieval, U-shaped retrieval, query decomposition, multi-hop reasoning, provenance tracking, or citation in GraphRAG. Provides retrieval pattern selection, query rewriting, and provenance design.

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/'retrieval-search-orchestration' ] || [ -L ~/.agents/skills/'retrieval-search-orchestration' ]; then echo 'A skill folder named retrieval-search-orchestration already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/onfire7777/universal-ai-skills-library' "$d" && git -C "$d" checkout --quiet '2a76bf42ce5c860adf8d0f3fcf3f6804109ac65b' -- 'skills/retrieval-search-orchestration' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/retrieval-search-orchestration' ~/.agents/skills/'retrieval-search-orchestration' && 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/'retrieval-search-orchestration' ~/.claude/skills/'retrieval-search-orchestration' (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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