← All skills

agentsop-reranker-stage

100 / 100 · Low risk

Fine to try.

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

Adds and tunes a reranker stage for RAG using the retrieve-wide, rerank-narrow pattern. Use when relevant documents appear in the initial top-N but are buried by noise, top-1 precision or MRR is low despite adequate recall, or too many marginal chunks consume context. Covers cross-encoder, API, and local rerankers; N-to-k selection; and latency/cost tradeoffs. Do not use when retrieval recall itself is failing.

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-reranker-stage' ] || [ -L ~/.agents/skills/'agentsop-reranker-stage' ]; then echo 'A skill folder named agentsop-reranker-stage 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 "$d" checkout --quiet '955562e4416c483da946e9c95a1c3974ac52df3c' -- 'skills/agentsop-reranker-stage' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/agentsop-reranker-stage' ~/.agents/skills/'agentsop-reranker-stage' && 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-reranker-stage' ~/.claude/skills/'agentsop-reranker-stage' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for agentsope/SkillAlchemy shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/agentsope/SkillAlchemy.svg)](https://zalavijaysinh.github.io/skilltrust/repos/agentsope/SkillAlchemy/)

Score history