RAG and vectors

adiom-data/lance-mcp

MCP server Claude CodeCodexCursor +2

MCP server for interacting with LanceDB database. Runs locally from the lance-mcp npm package.

takeshy/obsidian-local-llm-hub

Instructions file CodexOpenCode

AGENTS.md instructions for takeshy/obsidian-local-llm-hub, covering repository instructions and version bumps.

karaage0703/mcp-rag-server

Instructions file

A project instruction document for an MCP RAG server. MCP is a standard way for AI applications to connect to tools, while RAG lets a system search stored documents before answering questions.

0dust/OKFy

Skill Claude CodeCodex

Use when a user wants an agent to use docs through OKFy, set up or verify an OKFy MCP docs source, convert docs websites or local Markdown into OKF bundles, generate activation proof, or answer from an existing OKFy bundle/workspace.

NatsuFox/Tapestry

Plugin Claude Code

Bundles 9 skills · 446 tokens together

Bundle-first Tapestry skill pack for crawling, organizing, and synthesizing web content into reusable feed and knowledge-base artifacts.

rahulretnan/mcp-ragdocs

MCP server Claude CodeCodexCursor +2

MCP server "mcp-ragdocs" as configured in rahulretnan/mcp-ragdocs. Runs locally from the @rahulretnan/mcp-ragdocs npm package.

2015xli/clangd-graph-rag

Skill Claude CodeCodex

This skill enables deep semantic and structural analysis of C/C++ codebases using a pre-built Neo4j GraphRAG. It provides insights into call chains, class hierarchies, macro causality, and type aliases.

liangdabiao/deepseek-v4-flash-vision-video-rag

Skill Claude CodeCodex

A video-understanding and question-answering tool based on a DeepSeek vision model. It can examine videos such as recordings, surveillance footage, games, films, or animations and refer to events with timestamps.

Zackriya-Solutions/MCP-Markdown-RAG

MCP server Claude CodeCodexCursor +2

MCP server "mcp-markdown-rag" as configured in Zackriya-Solutions/MCP-Markdown-RAG. Runs locally from the mcp-markdown-rag Python package.

PavanMudigonda/zero-to-ai

MCP server Claude CodeCodexCursor +2

One of 2 in .mcp.json

MCP server "zero-to-ai-rag" as configured in PavanMudigonda/zero-to-ai. Runs scripts/rag_mcp_server.py with python.

diegosouzapw/awesome-omni-skill

Skill Claude CodeCodex

Advanced AgentDB Vector Search Implementation operates on 3 fundamental principles.

NomaDamas/MinSync

Instructions file CodexOpenCode

Instructions for NomaDamas/MinSync, covering minsync and core principles.

farming-labs/docs

Skill Claude CodeCodex

Configure the Ask AI (RAG-powered AI chat) in @farming-labs/docs. Use when enabling AI chat, setting mode (search vs floating), floatingStyle (panel, modal, popover, full-modal), position, providers, models, suggestedQuestions, apiKey, systemPrompt, or maxResults. Covers Next.js, SvelteKit, Astro, Nuxt and env vars.

doITmagic/rag-code-mcp

Instructions file GitHub Copilot

Instructions for doITmagic/rag-code-mcp, covering copilot instructions - ragcode mcp, ⚖️ the golden rule, project overview, architecture & patterns and developer workflows.

ItMeDiaTech/rag-cli

Instructions file

Instructions for ItMeDiaTech/rag-cli, covering claude.md, critical: no emojis policy, project overview, project structure (v2.0) and package structure.

ricardoherediaj/football-rag-intelligence

Instructions file

Instructions for ricardoherediaj/football-rag-intelligence, covering football rag intelligence - project instructions, 1. role, 2. context management, 3. behavioral guidelines and 3.1 think before coding.

ophydami/MCP-Google-Doc

Instructions file

Claude Code instructions for ophydami/MCP-Google-Doc, covering claude.md, build & run, architecture, current state and target architecture: vector rag support tool.

symfony/ai-demo

Instructions file CodexOpenCode ✓ vendor

Instructions for symfony/ai-demo, covering agents.md, project overview, development commands, setup and vector store must be set up before indexing.

hoangsonww/AI-RAG-Assistant-Chatbot

Instructions file CodexOpenCode

Instructions for hoangsonww/AI-RAG-Assistant-Chatbot, covering lumina codex guide, repository overview, scope rules, working rules and validation commands.

ttommyth/rag-memory-mcp

MCP server Claude CodeCodexCursor +2

Advanced MCP server for RAG-enabled memory through a knowledge graph with vector search. Runs locally from the rag-memory-mcp npm package.

MrDoe/OpenCodeRAG

Instructions file CodexOpenCode

Local-first RAG plugin for semantic code search — tree-sitter chunking, LanceDB, hybrid retrieval.

Madhan230205/token-reducer

Plugin Claude Code

Bundles 1 skill, 1 command, 4 agents, 1 hook · 230 tokens together

Open-source, local-first Claude Code plugin for token reduction, context compression, and cost optimization using hybrid RAG retrieval (BM25 + vector search), reranking, AST-aware chunking, and compact context packets.

lishenxydlgzs/simple-files-vectorstore

MCP server Claude CodeCodexCursor +2

A Model Context Protocol (MCP) server that provides semantic search capabilities across files. This server watches specified directories and creates vector embeddings of file contents, enabling semantic search across your documents. Runs locally from the @lishenxydlgzs/simple-files-vectorstore npm package.

Array-Ventures/coworker

Skill Claude CodeCodex

Comprehensive Mastra framework guide. Teaches how to find current documentation, verify API signatures, and build agents and workflows. Covers documentation lookup strategies (embedded docs, remote docs), core concepts (agents vs workflows, tools, memory, RAG), TypeScript requirements, and common patterns. Use this…