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Best agent skills for RAG

We found 249 agent skills for RAG in the catalog; these are the 15 that rank highest. The order comes from our rank, which weighs adoption, freshness, documentation and publisher identity. Nobody can pay for a place on this list. ai-pipeline-orchestration, memory-rag-poisoning-detection and ai-llm-app-attack lead it. memory-rag-poisoning-detection, google-cloud-solution-rag-enterprise-search-gke-sqldb and agent-platform-rag-engine-management are published by the company that makes them. markitdown comes from the largest repository here (54,411 stars). 9 of the 15 had activity in the last 30 days. Each entry lists why it made the list and links to its install page.

Updated Oct 26, 2026 · Built from catalog data; how we rank and grade

Top 15 of 249

  1. 1

    Orchestrate AI/ML pipelines for data ingestion, model training, batch inference, and RAG indexing using Prefect, Airflow, or Dagster.

    • Repository has 48.4K stars
    • Active in the last 30 days
    • Open source (MIT)

    ★ 48.4KLast active Oct 24, 2026Claude Code, Claude apps, Codex, Cursor +6

  2. 2

    Detect persistent-memory poisoning and RAG/knowledge-base contamination via dialogue testing.

    • Published by the vendor
    • Repository has 7.1K stars
    • Active in the last 30 days

    ★ 7.1KLast active Oct 22, 2026Claude Code, Claude apps, Codex, Cursor +6

  3. 3

    AI/LLM应用攻击:提示注入,Agent工具滥用RCE,RAG投毒,MCP供应链,torch.load pickle RCE。Use when testing LLM apps, agents, RAG, MCP plugins, or AI model file risks.

    • Repository has 8K stars
    • Active in the last 30 days
    • Open source (Apache-2.0)

    ★ 8KLast active Oct 16, 2026Claude Code, Claude apps, Codex, Cursor +6

  4. 4

    Use when splitting extracted text into chunks for LLM context windows or RAG ingestion.

    • Repository has 9.4K stars
    • Active in the last 30 days
    • Open source (MIT)

    ★ 9.4KLast active Oct 14, 2026Claude Code, Claude apps, Codex, Cursor +6

  5. 5

    Chunking, embeddings, and RAG pipeline integration

    • Repository has 9.4K stars
    • Active in the last 30 days
    • Open source (MIT)

    ★ 9.4KLast active Oct 13, 2026Claude Code, Claude apps, Codex, Cursor +6

  6. 6
    doc-parse

    anbeime

    将 PDF/PPT/Excel/Word 等多格式文档解析为结构化 Markdown,并输出元数据与解析置信度,作为 RAG 与四色卡片的数据底座。

    • Repository has 8.6K stars
    • Ships helper scripts
    • For Python

    ★ 8.6KLast active Sep 2, 2026Claude Code, Claude apps, Codex, Cursor +6

  7. 7

    软件开发工程师与数据科学家在构建RAG系统时,当需处理PDF/Word/Excel等多格式复杂文档,用此技能可自动触发三级解析降级,一键输出高置信度结构化Markdown与元数据,免去繁琐清洗,直接夯实企业知识库数据底座!

    • Repository has 8.6K stars
    • Ships helper scripts
    • For Python

    ★ 8.6KLast active Aug 26, 2026Claude Code, Claude apps, Codex, Cursor +6

  8. 8

    Discovers requirements, and generates architectural, design, and deployment guidance for a retrieval-augmented generation (RAG)-capable enterprise search…

    • Published by the vendor
    • Repository has 21.5K stars
    • Active in the last 30 days

    ★ 21.5KLast active Oct 21, 2026Claude Code, Claude apps, Codex, Cursor +6

  9. 9
    rag-architect

    https://github.com/Jeffallan

    Designs and implements production-grade RAG systems by chunking documents, generating embeddings, configuring vector stores, building hybrid search pipelines…

    • Repository has 12K stars
    • Active in the last 30 days
    • Open source (MIT)

    ★ 12KLast active Oct 16, 2026Claude Code, Claude apps, Codex, Cursor +6

  10. 10
    markitdown

    K-Dense-AI

    Converts heterogeneous documents and selected URIs to Markdown with Microsoft MarkItDown for text analysis, search, and LLM/RAG ingestion.

    • Largest repository here (54,411 stars)
    • Active in the last 30 days
    • Open source (MIT)

    ★ 54.4KLast active Oct 1, 2026Claude Code, Claude apps, Codex, Cursor +6

  11. 11

    Manage and query Agent Platform RAG Engine Corpora and retrieve grounded contexts using the Google GenAI SDK.

    • Published by the vendor
    • Repository has 21.5K stars
    • Active in the last 30 days

    ★ 21.5KLast active Oct 8, 2026Claude Code, Claude apps, Codex, Cursor +6

  12. 12
    langchain

    Orchestra-Research

    Framework for building LLM-powered applications with agents, chains, and RAG.

    • Repository has 13.9K stars
    • Open source (MIT)

    ★ 13.9KLast active Jun 16, 2026Claude Code, Claude apps, Codex, Cursor +6

  13. 13
    llm-application-dev

    MoizIbnYousaf

    Building applications with Large Language Models - prompt engineering, RAG patterns, and LLM integration.

    • Repository has 1.2K stars
    • Open source (MIT)

    ★ 1.2KLast active May 3, 2026Claude Code, Claude apps, Codex, Cursor +6

  14. 14
    qdrant-vector-search

    Orchestra-Research

    High-performance vector similarity search engine for RAG and semantic search.

    • Repository has 13.9K stars
    • Open source (MIT)

    ★ 13.9KLast active Jun 16, 2026Claude Code, Claude apps, Codex, Cursor +6

  15. 15

    Use for RAG pipelines, retrieval augmented generation, ColBERTv2, context retrieval, multi-hop RAG, and grounded DSPy answers.

    • Open source (MIT)
    • Ships helper scripts
    • For Python

    ★ 124Last active Jun 23, 2026Claude Code, Claude apps, Codex, Cursor +6