229 of these skill files have been read, by 199 distinct authors, and what they tell an agent counted. What RAG & retrieval authors agree on, and what they forbid

• 1

  Haiku rag

  ggozad/haiku.rag/io.github.ggozad/haiku-rag · MCP server

  567★ repo

  Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling

• 2

  Mcp local rag

  shinpr/mcp-local-rag/io.github.shinpr/mcp-local-rag · MCP server

  360★ repo

  Easy-to-setup local RAG server with minimal configuration

• 3

  Chunking strategy

  giuseppe-trisciuoglio/developer-kit/plugins/developer-kit-ai/skills/chunking-strategy · Skill

  329★ repo

  Modular plugin marketplace for Claude Code and agentic CLIs, with validated, spec-driven skills, agents, commands, and workflows for Java, TypeScript, Python, PHP, AWS, and AI.

• 4

  Qdrant advisor

  qdrant/skills/meta/qdrant-advisor · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 5

  Mcp server

  BingoWon/apple-rag-mcp/com.apple-rag/mcp-server · MCP server

  115★ repo

  Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients

• 6

  OmniClip RAG

  msjsc001/OmniClip-RAG/io.github.msjsc001/omniclip-rag-mcp · MCP server

  45★ repo

  Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.

• 7

  Local FAISS MCP Server

  nonatofabio/local_faiss_mcp/io.github.nonatofabio/local-faiss-mcp · MCP server

  33★ repo

  Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.

• 8

  Coff0xc ai agent rag

  Coff0xc/coffee-skill/skills/coff0xc-ai-agent-rag · Skill

  no license15★ repo

  Installable Codex/AgentSkills workflow pack for dev, Agent/RAG, API/data, Office artifacts, research diagrams, and authorized security review.

• 9

  Pinecone assistant

  pinecone-io/skills/skills/pinecone-assistant · Skill

  14★ repo

  Pinecone's official Agent Skills library, for use with agentic IDEs such as Cursor, Github Copilot, Antigravity, Gemini CLI and more.

• 10

  Mcp local rag

  damoqiongqiu/mcp-local-rag/io.github.damoqiongqiu/mcp-local-rag · MCP server

  13★ repo

  Semantic code & doc search with keyword boost. AST code nav, auto HF mirror, local, privacy-first.

• 11

  Zvec

  zvec-ai/zvec-agent-skills/skills/zvec · Skill

  12★ repo

  Official AI Agent skills for building with Zvec vector database

• 12

  Powabase

  powabase-ai/agent-skills/skills/powabase · Skill

  9★ repo

  Agent Skills that help AI coding assistants build on Powabase — the AI Backend-as-a-Service (RAG, agents, orchestration, workflows) plus a Supabase-style BaaS layer.

• 13

  Catsu

  feyninc/skills/skills/catsu · Skill

  6★ repo

  agent-skills for chonkie's ecosystem

• 14

  Wso2 docs mcp server

  iamvirul/wso2-docs-mcp-server/io.github.iamvirul/wso2-docs-mcp-server · MCP server

  3★ repo

  Semantic search over WSO2 docs (APIM, MI, Choreo, Ballerina) via RAG and pgvector.

• 15

  Ai ml

  iuliandita/skills/skills/ai-ml · Skill

  2★ repo

  46 skills for DevOps, security, infra, and software engineering, maintained with lint/spec checks, behavioral test coverage, and a Karpathy-style autoresearch loop.

• 16

  Rag query

  butchokoy25/lightrag-claude-skills/skills/rag-query · Skill

  2★ repo

  Persistent memory for Claude Code via LightRAG knowledge graphs — 7 skills + 2 auto-hooks

• 17

  Calypso Multimodal RAG MCP

  calypso-so/calypso-mcp-server/io.github.calypso-so/multimodal-rag-mcp-server · MCP server

  2★ repo

  Calypso multimodal RAG for grounded answers from docs, images, charts, and knowledge.

• 18

  Knowledge base rag

  igorbeethetech/skills/skills/knowledge-base-rag · Skill

  1★ repo

  Public repo for skills

• 19

  Pageindex rag

  mmtmr/pageindex-rag · Skill

  no license1★

  PageIndex RAG: Reasoning-based retrieval architecture replacing vector databases with hierarchical navigation

• 20

  Food recipe mcp

  AIDataNordic/Food-Recipe-MCP/io.github.AIDataNordic/food-recipe-mcp · MCP server

  1★ repo

  Semantic search across 50,000+ food recipes with hybrid retrieval and reranking.

• 21

  Rag vault

  RobThePCGuy/rag-vault/io.github.RobThePCGuy/rag-vault · MCP server

  no license1★ repo

  Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup

• 22

  TheCrawler

  manchittlab/TheCrawler/io.github.manchittlab/thecrawler · MCP server

  1★ repo

  Universal web scraper with LLM-ready markdown, RAG chunking, PDF/DOCX support.

• 23

  Postgres first

  Thanane15M/postgres-first · Skill

  0★

  Replace Redis, MongoDB, n8n, Elasticsearch with native PostgreSQL. A Claude Skill.

• 24

  Boardgame rag bot

  mike623/agent-skills/skills/boardgame-rag-bot · Skill

  no license0★ repo
• 25

  Eval harness architect

  satishTheLegend/eval-harness-architect · Skill

  0★

  Stand up a rigorous, regression-proof evaluation harness for any LLM/agent system from zero — datasets, scorers, CI gates, and drift monitoring.

• 26

  Goal chunking agent architect

  halans/goal-chunking-agent-architect · Skill

  no license0★

  An Agent Skill that teaches your coding agent to design other (sub)agents well.

• 27

  Azpg ai in database

  lestermarch/postgres-ai-experts/skills/azpg-ai-in-database · Skill

  no license0★ repo

  Composable AI agents and skills for operating Azure Database for PostgreSQL Flexible Server - PostgreSQL can be used for everything.

• 28

  Embgrep

  QuartzUnit/embgrep/io.github.ArkNill/embgrep · MCP server

  0★ repo

  Local semantic search — embedding-powered grep for files, zero external services.

• 29

  Rag knowledge graph mcp

  CSOAI-ORG/rag-knowledge-graph-mcp/io.github.CSOAI-ORG/rag-knowledge-graph-mcp · MCP server

  0★ repo

  rag-knowledge-graph-mcp MCP server by MEOK AI Labs

• 30

  Rag knowledge mcp

  CSOAI-ORG/rag-knowledge-mcp/io.github.CSOAI-ORG/rag-knowledge-mcp · MCP server

  0★ repo

  rag-knowledge-mcp MCP server by MEOK AI Labs

• 31

  Obsidian Semantic Search

  DalecB/obsidian-semantic-mcp/io.github.DalecB/obsidian-semantic-mcp · MCP server

  0★ repo

  Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.

• 32

  Mcp file processor

  IntelagentStudios/Intelagent-MCPs/io.github.IntelagentStudios/mcp-file-processor · MCP server

  0★ repo

  Text extraction, keyword extraction, language detection, and chunking for RAG

• 33

  Deeprepo

  abhishek2432001/deeprepo/io.github.abhishek2432001/deeprepo · MCP server

  0★ repo

  Productivity-boosting RAG engine for codebases with multi-provider AI support and semantic search.

• 34

  Rag

  fieldcure/fieldcure-mcp-rag/io.github.fieldcure/rag · MCP server

  0★ repo

  MCP RAG server with hybrid search, multi-KB support, and AI-powered chunk contextualization.

• 35

  Rag mcp

  jaimenbell/rag-mcp/io.github.jaimenbell/rag-mcp · MCP server

  0★ repo

  Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings.

• 36

  Enterprise Internal Knowledge Base: Production-Ready RAG + MCP

  kimsb2429/internal-knowledge-base/io.github.kimsb2429/internal-knowledge-base · MCP server

  0★ repo

  Production-ready RAG + MCP demo: eval-in-CI merge gate, Langfuse traces, structure-aware chunking.

• 37

  Embedding search

  lazymac2x/embedding-search-api/io.github.lazymac2x/embedding-search · MCP server

  no license0★ repo

  Cloudflare Workers MCP server: embedding-search

• 38

  Linggen - Local RAG

  linggen/linggen-releases/io.github.linggen/linggen · MCP server

  0★ repo

  Local, privacy-focused RAG service for code search via MCP. https://linggen.dev

• 39

  X Archive RAG

  mameshivaa/x-archive-rag/io.github.mameshivaa/x-archive-rag · MCP server

  0★ repo

  Local-first MCP tools for searching and drafting from your X/Twitter archive.

• 40

  Unstructured Transform

  Unstructured-IO/unstructured-mcp-integrations/io.unstructured/transform · MCP server

  0★ repo

  Turn documents into structured, AI-ready data by parsing, enriching, chunking, and embedding.

• 41

  Ai data engineering

  ancoleman/ai-design-components/skills/ai-data-engineering · Skill

  503★ repo

  Comprehensive UI/UX and Backend component design skills for AI-assisted development with Claude

• 42

  Qdrant clients sdk

  qdrant/skills/skills/qdrant-clients-sdk · Skill

  220★ repo

  Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java

• 43

  Scaffold project

  eldermoraes/quarkus-agentic-scaffolding/skills/scaffold-project · Skill

  27★ repo

  Scaffolding skill + always-on conventions (CLAUDE.md/AGENTS.md) for Quarkus + LangChain4j agentic AI apps: AI services, multi-agent workflows, and RAG. Installable in Claude Code, Codex, Copilot, Cursor, and any Agent Skills-compatible agent.

• 44

  Langchain components

  krzysztofsurdy/code-virtuoso/skills/frameworks/langchain/langchain-components · Skill

  20★ repo

  Skills, sub-agents, and playbooks for Claude Code, Cursor, and any Agent Skills-compatible AI coding assistant.

• 45

  Pinecone cli

  pinecone-io/skills/skills/pinecone-cli · Skill

  14★ repo

  Pinecone's official Agent Skills library, for use with agentic IDEs such as Cursor, Github Copilot, Antigravity, Gemini CLI and more.

• 46

  Zvec

  zvec-ai/zvec-agent-skills/src/zvec · Skill

  12★ repo

  Official AI Agent skills for building with Zvec vector database

• 47

  Semantic search

  ahmedibrahim085/Claude-Multi-Agent-Research-System-Skill/.claude/skills/semantic-search · Skill

  11★ repo

  A Multi-Agent Research System using Claude Code Skills. it is inspired by Anthropic claude-agent-sdk-demos

• 48

  Embedding service

  Lin-A1/skills-agent/services/embedding_service · Skill

  no license7★ repo

  根据agent skill理念构建的通用智能体框架

• 49

  Dify rag pm

  samzong/agent-brains/agents/dify-rag-pm/skills/dify-rag-pm · Skill

  6★ repo

  Personal agent brain catalog for coding agents: AGENTS.md, SOUL.md, MEMORY.md, skills, workflows, and a bundled loader.

• 50

  Chonkie

  feyninc/skills/skills/chonkie · Skill

  6★ repo

  agent-skills for chonkie's ecosystem

• 51

  Cookbook

  DjordjeMojsilovic/Djordjes-Claude-Setup/cookbook · Skill

  no license4★ repo

  My personal Claude setup – 11 custom skills, CLAUDE.md config and a complete prompting guide for vibe coding and multi-agent workflows.

• 52

  Gemini embeddings

  akrindev/google-studio-skills/skills/gemini-embeddings · Skill

  no license4★ repo

  google ai studio agent skills

• 53

  Rag eval harness

  surpradhan/claude-code-for-ai-engineers/skills/rag-eval-harness · Skill

  2★ repo

  Open-source preview of *Claude Code for AI Engineers* - a methodology-first skill pack for RAG eval, agent debugging, MCP servers, paper reproduction, and benchmark reporting. Full pack (6 skills, 3 templates, 5 slash commands) at surpradhan.gumroad.com/l/claude-code-for-ai-engineers

• 54

  Pinecone

  phucbm/skills/skills/ai/pinecone · Skill

  no license2★ repo

  Claude Plugin - Personal knowledge base for Claude Code — patterns and integrations across projects

• 55

  Rag remember

  butchokoy25/lightrag-claude-skills/skills/rag-remember · Skill

  2★ repo

  Persistent memory for Claude Code via LightRAG knowledge graphs — 7 skills + 2 auto-hooks

• 56

  Ai readiness

  Nordic-AI/production-readiness-skills/skills/ai-readiness · Skill

  1★ repo

  EU-first, stack-agnostic Claude Skills for auditing and remediating production-readiness across security, compliance, testing, reliability, observability, supply chain, data protection, and scalability.

• 57

  Ai rag eval guardrails

  authenticfake/clike/extensions/vscode/templates/harper-init/.clike/skills/ai-rag-eval-guardrails · Skill

  no license1★ repo

  Clike is an AI-native developer experience layer AI Native Pipeline principles and from some visionar on internet

• 58

  Ai context engine

  ebarti/skills/ai-context-engine · Skill

  0★ repo

  📚 Agent skills distilled from technical books — AI Engineering, Context Engineering, Designing Data-Intensive Applications, and more. Agent-agnostic, plain Markdown. Give your AI agent a bookshelf.

• 59

  Rag knowledge base

  Drvivek34/Skill-Bazaar/ai-ml/rag-knowledge-base · Skill

  no license0★ repo

  🛒 Skill Bazaar — an all-in-one open collection of AI Agent Skills (SKILL.md), organized by category. Part of the Mega AI Bazaar.

• 60

  Query dma rag

  tinhct/lux-agent/.agents/skills/query_dma_rag · Skill

  no license0★ repo

  A multi-agent system for reliable algorithmic auditing and explainable regulatory compliance.