← All skills

qdrant-relevance-feedback

100 / 100 · Low risk

Fine to try.

By qdrant/skills (GitHub) · coding · 270 stars · scanned at commit f92bbe0

Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak. Use when someone asks about 'Qdrant's Relevance Feedback API', 'improving dense search relevance/recall', 'how to discover/get more relevant results from vector search', 'cheaper/better alternative to reranking', 'using a more heavy/big embedding model for dense search but can't afford it', 'finding more relevant documents beyond the initial search pool', or 'feedback loops'. …

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/'qdrant-relevance-feedback' ] || [ -L ~/.agents/skills/'qdrant-relevance-feedback' ]; then echo 'A skill folder named qdrant-relevance-feedback already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/qdrant/skills' "$d" && git -C "$d" checkout --quiet 'f92bbe024e17a588c86ca98b9b3a7634ad81531c' -- 'skills/qdrant-search-quality/search-strategies/relevance-feedback' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/qdrant-search-quality/search-strategies/relevance-feedback' ~/.agents/skills/'qdrant-relevance-feedback' && 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/'qdrant-relevance-feedback' ~/.claude/skills/'qdrant-relevance-feedback' (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 qdrant/skills shows the score of its lowest-scoring skill.

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

Score history