Data framework for building RAG and knowledge workflows around agent tasks.
$ npx skills add run-llama/llama_indexUse-case shortlist
Find skills for document ingestion, retrieval, embeddings, source-grounded answers, and agent workflows that need reliable private knowledge.
Decision prompt
I need my agent to build a RAG workflow over documents, retrieve reliable context, and answer with grounded sources.
Published by OpenAgentSkill. Candidates are matched to this guide from available registry metadata. Repository stars describe popularity, not task success or safety. Check each source, license and current review before installing.
Recommended shortlist
Data framework for building RAG and knowledge workflows around agent tasks.
$ npx skills add run-llama/llama_indexTurn websites into clean markdown or structured data for retrieval and agents.
$ npx skills add mendableai/firecrawlCreate original visual art, posters, PNG assets, and PDF documents through a clear design philosophy.
$ npx skills add anthropics/skills --skill canvas-designConvert PDFs, Office documents, and web files into clean markdown for agents.
$ npx skills add microsoft/markitdownHow to use this guide
Pick a small but representative set of documents before scaling ingestion.
Ask known-answer questions and inspect whether the right source material appears.
Require the agent to show the evidence behind each answer before shipping.
Evaluation notes
The point of a RAG skill is not only retrieval. It should help an agent ingest clean material, retrieve relevant context, and keep answers grounded in sources.
Many failures happen before retrieval. Web scraping, PDF parsing, OCR, and document cleanup skills often matter as much as the RAG layer.
FAQ
If the source material lives on the web, a scraping skill can be the upstream ingestion layer. For private files, document processing may be more important.
Start with a skill that can ingest and retrieve from your actual source format, then add companions for parsing, crawling, or evaluation.
Next guides
Use-case shortlist
Compare skills for crawling sites, extracting structured data, converting pages to markdown, and feeding reliable web context into agent workflows.
Platform shortlist
A focused guide for builders using Codex-style coding agents: repository inspection, issue triage, implementation planning, testing, and browser verification skills.
Installation guide
A step-by-step workflow for adding install-ready skills to a Codex-style agent setup while keeping validation, permissions, and rollback in mind.