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Indium-AI-LabsIndium-AI-Labs/indium-agentkit/skills/build-retrieval/SKILL.md

build-retrieval

Skill18 starsChanged 2 months agoNo licenceView on GitHub

Build or change search and retrieval-augmented generation (RAG): a labeled query set with a recall baseline, ingestion with source IDs, versions, ACLs, and deletions, structure-aware chunking, versioned embeddings, hybrid keyword and vector retrieval, permission filters inside the query, reranking, citations, and retrieval evals. Use when adding or changing a search index, embedding pipeline, vector store, or RAG context step. Not for prompts and answer generation (use the build-llm-feature skill) or answer-quality evals (use the llm-eval-harness skill).

We split this skill into the rules it gives an agent

10 rules. About 0 are common, 7 are distinctive, and 3 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈7

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 3

    Very specific

    Tied to their project's names, files or tools. Probably skip.

No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.

≈ “Common” is an estimate: at least 1 in 5 of the 308,232 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Does it work?

Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.

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Your trail

Files you open will collect here, so you can find them again.

Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.

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