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Reranking retrieved documents v1.0.0

Use this resource to rerank retrieved documents before sending them to the model

New

  • 440 downloads
  • 143 likes
  • 244 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install retrieval-result-reranking

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 decides whether to rerank, picks a reranker (Cohere Rerank, Voyage, Jina, self-hosted BGE or ColBERT) and applies a top-K to top-N strategy. It balances quality, cost and latency.

Mostly picked by

Updated November 2, 2026

Card for the “Reranking retrieved documents” skill

Details

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

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What you get

  • SKILL.md: bi-encoder versus cross-encoder and when to rerank
  • SKILL.md: top-K to top-N strategy and hosted or self-hosted rerankers
  • SKILL.md: ColBERT late-interaction reranking

Good fit for

  • Your search puts weakly relevant passages first
  • You are comparing hosted and self-hosted rerankers

Not for

    Tags

    • reranking
    • retrieval
    • cross-encoder
    • rag

    About

    You say

    “Rerank these fifty passages and keep the top five for the prompt.”

    Card for the “Reranking retrieved documents” 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 retrieved documents before sending them to the model
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md8.3 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/rag/reranking
    Licence
    MIT

    Notice

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

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