RAG and vectors

3,096 mods in this category, of every kind an agent can take. Each one carries what it costs per session, what the scan found, and whether it is the original.

cardano-mcp

313

Jimmyh-world/Cardano_MCP

Cursor rule Cursor

These rules complement our main development collaboration rules, focusing specifically on the Model Context Protocol (MCP) server project with TypeScript. This project serves as a specialized RAG (Retrieval-Augmented Generation) gateway to existing Cardano resources, documentation, and tools to assist with dApp…

not rated 1 1y ago A 3,030 tokens original MIT

searchrag-skill

314

kuc-arc-f/mcp_client_7ex

Skill Claude Code

A skill that sends a search query to a script and receives text from a retrieval-augmented generation system, which finds relevant source material before producing an answer.

not rated 1 7mo ago A 37 tokens original MIT

machhakiran/kavi-research-assistant-mcp

MCP server Claude CodeCodexCursor +2

A Model Context Protocol server for research assistance with ChromaDB vector storage by kavi.ai. Runs locally from the kavi-research-assistant-mcp Python package.

not rated 1 7mo ago A tokens not measured original MIT

synapcores

317

SynapCores/synapcores-claude-plugins

Plugin Claude Code

Bundles 1 skill · 183 tokens together

Build production apps on SynapCores AIDB — an AI-native database that unifies SQL, vector search, a Cypher graph, LLM completion, an in-database agentic loop (AGENTRUN), durable agents, native image description, and MCP on one engine. Ships the build-with-synapcores skill, verified against engine v1.14.0-ce.

not rated 1 1mo ago A tokens not measured

rag_search

318

kuc-arc-f/agent_skills_2ex

Skill Claude Code

A search procedure from an agent-skills collection, with instructions written partly in Japanese.

not rated 1 4mo ago A 16 tokens

qdrant-edge

319

gururaser/qdrant-edge-skill

Skill Claude CodeCodex

Expert guide for building applications with Qdrant Edge — the embedded, offline-capable vector search engine for edge devices (robots, kiosks, mobile phones, IoT, home assistants). Use this skill whenever the user mentions Qdrant Edge, qdrant-edge-py, EdgeShard, on-device vector search, offline vector search, embedded…

not rated 1 6mo ago A 129 tokens

openballast

320

OpenBallast/ballast-cli

MCP server Claude CodeCodexCursor +2

Ballast: pull a quantized knowledge corpus (or build your own) and ground any local model — OpenAI proxy, MCP server, model profiling, and a three-arm grounding benchmark. Runs locally from the openballast Python package.

not rated 1 29d ago A tokens not measured copy · 86% Apache-2.0

code-rag AGENTS.md

321

qduc/code-rag

Instructions file CodexOpenCode

AGENTS.md instructions for qduc/code-rag, covering code-rag: quick start for developers, what is code-rag?, architecture overview, components and 1. api layer (src/coderag/api.py).

not rated 1 3mo ago A 1,347 tokens original MIT

lightrag-mcp

322

d8corp/lightrag-mcp

MCP server Claude CodeCodexCursor +2

MCP server for LightRag. Runs locally from the lightrag-mcp npm package.

not rated 1 4mo ago A tokens not measured original MIT

cskwork/keyword-rag-mcp

Instructions file Claude Code

Claude Code instructions for cskwork/keyword-rag-mcp, covering claude.md, project overview, core architecture, key components and development commands.

not rated 1 1y ago A 514 tokens

video-rag

324

FiloHany/Video_RAG_MCP

MCP server Claude CodeCodexCursor +2

MCP server "video-rag" as configured in FiloHany/VideoRAGMCP. Runs locally from the video-rag Python package.

not rated 1 11mo ago A tokens not measured

mcp-jina-supabase-rag

325

croakingtoad/mcp-jina-supabase-rag

MCP server Claude CodeCodexCursor +2

MCP server "mcp-jina-supabase-rag" as configured in croakingtoad/mcp-jina-supabase-rag. Runs locally from the mcp-jina-supabase-rag Python package.

not rated 1 9mo ago A tokens not measured original MIT

zenitsu0509/mcp-research-assistant

MCP server Claude CodeCodexCursor +2

MCP Server for Research Assistant with Vector Database Management. Runs locally from the mcp-research-assistant Python package.

not rated 1 11mo ago A tokens not measured original MIT

Geoffrey-42/rag-groundx-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server "rag-groundx-mcp-server" as configured in Geoffrey-42/rag-groundx-mcp-server. Runs locally from the rag-groundx-mcp-server Python package.

not rated 1 1y ago A tokens not measured original MIT

geowa4/managed-notifications-mcp

Instructions file Claude Code

Claude Code instructions for geowa4/managed-notifications-mcp, covering claude.md, essential commands, install dependencies, build embeddings database (required before first run) and run mcp server locally.

not rated 1 11mo ago A 676 tokens original Apache-2.0

CyprianFusi/MCP-rag-with-Chromadb

MCP server Claude CodeCodexCursor +2

MCP server "6-mcp-rag-with-langchain" as configured in CyprianFusi/MCP-rag-with-Chromadb. Runs locally from the 6-mcp-rag-with-langchain Python package.

not rated 1 9mo ago A tokens not measured original MIT

cursorrules

330

cosmocoder/mcp-web-docs

Cursor rule Cursor

This is a TypeScript MCP (Model Context Protocol) server project for crawling and indexing web documentation.

not rated 1 2d ago A 842 tokens original MIT

markdown-rag

331

ashrobertsdragon/rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "markdown-rag" as configured in ashrobertsdragon/rag-mcp. Runs locally from the markdown-rag Python package.

not rated 1 3mo ago A tokens not measured

mcp-arsr

332

JayArrowz/mcp-arsr

MCP server Claude CodeCodexCursor +2

Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system that lets LLMs iteratively verify and correct their own claims using uncertainty-guided retrieval. Runs locally from the @jayarrowz/mcp-arsr npm package.

not rated 1 6mo ago A tokens not measured original MIT

sibyl AGENTS.md

333

chriswu727/sibyl

Instructions file CodexOpenCode

AGENTS.md instructions for chriswu727/sibyl, covering sibyl — agent guide, setup, optional local cross-encoder ranking, optional experimental one-shot reports and report export and core boundary — sibyl retrieves, the host reasons.

not rated 1 1mo ago A 1,391 tokens original MIT

rag-mcp

334

mrankitvish/RAG-MCP

MCP server Claude CodeCodexCursor +2

This is a local rag-mcp solution with chromadb using langchain and docling. Runs locally from the rag-mcp Python package.

not rated 1 3mo ago A tokens not measured copy · 100% MIT

graphRAGmcp CLAUDE.md

335

ArthurSrz/graphRAGmcp

Instructions file Claude Code

Claude Code instructions for ArthurSrz/graphRAGmcp, covering graphragmcp development guidelines, active technologies, project structure, commands and code style.

not rated 1 7mo ago A 212 tokens

qmcp-manager

336

BigKAA/qmcp

Skill Claude CodeCodex

Qdrant MCP Server management and diagnostics skill. Use whenever working with the qmcp (QDrant MCP Server) project for semantic code search. Activates on queries about: Qdrant database state, collections, or indexed content Cleaning up vector database (orphans, stale vectors, missing files) Understanding what's…

not rated 1 4mo ago A 146 tokens original Apache-2.0

At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: