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LLM reranking: listwise, pairwise and pointwise v1.0.0

Use this resource to rerank search results with a language model

New

  • 386 downloads
  • 128 likes
  • 164 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install llm-reranking-listwise

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent writes the reranking prompt with the Anthropic SDK, picks listwise, pairwise or pointwise, handles long candidate lists with a sliding window and caches the prompt to reduce cost. You get an LLM reranker and its latency and cost trade-offs.

Mostly picked by

Updated November 2, 2026

Card for the “LLM reranking: listwise, pairwise and pointwise” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: three prompt styles and listwise reranking with Claude
  • SKILL.md: sliding window, pairwise, pointwise and cost comparison with Cohere Rerank

Good fit for

  • Your queries contain instructions to respect, such as recency
  • Your domain is too niche for a pretrained reranker

Not for

    Tags

    • reranking
    • llm
    • rag
    • search

    About

    You say

    “Rerank the twenty passages found for a legal question, favouring the most recent texts.”

    Card for the “LLM reranking: listwise, pairwise and pointwise” skill

    Skill published by claude-dev-suite under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to rerank search results with a language model
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md10.7 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/retrieval/rank-gpt
    Licence
    MIT

    Notice

    « rank-gpt » (claude-dev-suite, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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