Retrieval Reranking

Q: What is a Claude Code skill and how does the Retrieval Reranking skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Retrieval Reranking is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: general-misc · Last updated: 2026-08-11

Improve RAG answer quality by reranking retrieved candidates so the most relevant chunks reach the model. Use when a retrieval system returns roughly-right documents but the best ones are not on top, or answers miss available evidence.

Security AStatic scan found no risk patternsHow grading works ›

From the source SKILL.md

Vector search is fast but coarse: it returns candidates in roughly the right neighborhood, not perfectly ordered by relevance. Reranking adds a second, more precise pass over the top candidates so the chunks that actually answer the query land at the top, where the model uses them.

What this skill does

Retrieval Reranking is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/retrieval-reranking/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when a retrieval system returns roughly-right documents but the best ones are not on top, or answers miss available evidence.

Who uses this skill

The Retrieval Reranking Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 183,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/retrieval-reranking
curl -L https://claudskills.com/skills/retrieval-reranking/SKILL.md \
  -o ~/.claude/skills/retrieval-reranking/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/retrieval-reranking/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/retrieval-reranking/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\retrieval-reranking\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Retrieval Reranking Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/retrieval-reranking/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Retrieval Reranking skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Retrieval Reranking skill?

Use Retrieval Reranking when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Retrieval Reranking" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Retrieval Reranking skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Retrieval Reranking is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/Amey-Thakur/AI-SKILLS/blob/HEAD/skills/llm-engineering/retrieval-reranking/SKILL.md
License: MIT
Author: Amey-Thakur
Website: https://amey-thakur.github.io/AI-SKILLS/

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

Amey-Thakur. (2026). Retrieval Reranking [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/retrieval-reranking/

BibTeX

@misc{retrieval-reranking-2026,
  author    = {Amey-Thakur},
  title     = {Retrieval Reranking [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/retrieval-reranking/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge

[![ClaudSkills](https://claudskills.com/badge/retrieval-reranking.svg)](https://claudskills.com/skills/retrieval-reranking/?utm_source=badge&utm_medium=readme&utm_campaign=skill_badge)

Security scan

Grade A · scanned 2026-08-11 — free static scan against the OWASP Agentic Skills Top 10.

No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›

✓ Prompt injection
✓ Data exfiltration
✓ Supply chain
✓ Reverse shell
✓ Credentials
✓ Execution
✓ Filesystem
✓ Persistence
✓ Obfuscation
✓ Network

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/retrieval-reranking/#security)

More General skills

Browse all General skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all General skills → Top 100 skills

Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills. · What's New · Install guide · About · llms.txt

Part of Acreator Store — Adam Lankamer's AI tools: PerfectStudio · Ucaption · UTagger · AutoXPoster · TestYourSkills · AutomationFlows · Au Naturel · Telegram @acreatorstore