ragalgo
73MCP server Claude CodeCodexCursor +2
Dynamic RAG Engine preventing AI hallucinations in Korean Finance and Crypto markets. Runs locally from the ragalgo-mcp-server npm package.
not rated 5 7mo ago A
tokens not measured
adam-hanna/semantic-search-mcp
MCP server Claude CodeCodexCursor +2
MCP server "semantic-search" as configured in adam-hanna/semantic-search-mcp. Launched with semantic-search-mcp.
not rated 5 8mo ago A
tokens not measured
original MIT
ragforge
75MCP server Claude CodeCodexCursor +2
MCP server "ragforge" as configured in LuciformResearch/ragforge. Runs /home/luciedefraiteur/LR_CodeRag/ragforge/packages/cli/dist/esm/index.js with node.
not rated 5 7mo ago A
tokens not measured
mcp-rag
76MCP server Claude CodeCodexCursor +2
A locally run MCP-based retrieval-augmented generation service. Retrieval-augmented generation, or RAG, lets an AI use information retrieved from a separate knowledge source when generating answers.
not rated 5 1y ago A
tokens not measured
qdrant
77MCP server Claude CodeCodexCursor +2
MCP server for retrieving context from a Qdrant vector database. Runs locally from the mcp-server-qdrant Python package. Needs 4 environment variables to run.
not rated 5 11mo ago A
tokens not measured
MCP server Claude CodeCodexCursor +2
MCP server "cocktails-rag-mcp-server" as configured in 00200200/cocktails-rag-mcp. Runs locally from the cocktails-rag-mcp-server Python package.
not rated 4
+1 10mo ago A
tokens not measured
MCP server Claude CodeCodexCursor +2
Academic paper knowledge-base MCP tool with ingest, retrieval and chat over your document corpus. Runs locally from the scholar-rag-mcp Python package. Needs 4 environment variables to run.
not rated 4 yesterday A
tokens not measured
original MIT
greedy-token
80MCP server Claude CodeCodexCursor +2
MCP server "greedy-token" as configured in svasenkov/greedy-token. Launched with greedy-token-mcp. Needs 1 environment variable to run.
not rated 4 yesterday A
tokens not measured
original MIT
RonasIT/open-webui-mcp-server-python
MCP server Claude CodeCodexCursor +2
MCP server "open-webui-knowledge-mcp-server" as configured in RonasIT/open-webui-mcp-server-python. Runs locally from the open-webui-knowledge-mcp-server Python package.
not rated 4 5mo ago A
tokens not measured
original MIT
AlaeddineMessadi/gemini-embedding-2-mcp-server
MCP server Claude CodeCodexCursor +2
MCP server "gemini-embedding-2-mcp-server" as configured in AlaeddineMessadi/gemini-embedding-2-mcp-server. Runs locally from the gemini-embedding-2-mcp-server Python package.
not rated 5 2mo ago A
tokens not measured
original MIT
mcp-server
83MCP server Claude CodeCodexCursor +2
A Model Context Protocol (MCP) server for Supavec that enables AI assistants to fetch relevant embeddings and content. Runs locally from the @supavec/mcp-server npm package.
not rated 4 1y ago A
tokens not measured
original MIT
claude-kb
84MCP server Claude CodeCodexCursor +2
Universal knowledge base with Qdrant for Claude Code integration. Runs locally from the claude-kb Python package.
not rated 4 4mo ago A
tokens not measured
original MIT
MCP server Claude CodeCodexCursor +2
MCP Server for Dify Knowledge Base integration. Runs locally from the dify-doc-mcp-server npm package.
not rated 4 1y ago A
tokens not measured
wrediam/better-qdrant-mcp-server
MCP server Claude CodeCodexCursor +2
MCP server for enhanced Qdrant vector database functionality. Runs locally from the better-qdrant-mcp-server npm package.
not rated 4 3mo ago A
tokens not measured
original MIT
docs-mcp
87MCP server Claude CodeCodexCursor +2
Local-only Node.js CLI + MCP server for ingesting Markdown docs and exposing retrieval tools. Runs locally from the @jaxsonwang/docs-mcp npm package.
not rated 4 8mo ago A
tokens not measured
original MIT
memograph
88MCP server Claude CodeCodexCursor
A graph-based memory system for LLMs with intelligent retrieval using knowledge graphs, hybrid search, and semantic embeddings. Runs locally from the memograph Python package. Needs 7 environment variables to run.
not rated 4 19d ago A
tokens not measured
original MIT
re-call
89MCP server Claude CodeCodexCursor +2
Trustworthy retrieval for an AI agent's own memory — verdict, confidence and provenance per hit, or an explicit abstention. Runs locally from the recall-rag Python package. Needs 3 environment variables to run.
not rated 3 2d ago A
tokens not measured
original Apache-2.0
MCP server Claude CodeCodexCursor +2
MCP server "vector-db-mcp" as configured in kroq86/Plojure. Runs in Docker (ghcr.io/kroq86/vector-db-mcp:0.1.1).
not rated 3 3mo ago A
tokens not measured
ai-readiness
91silverbackmarketing/ai-readiness
MCP server Claude CodeCodexCursor +2
Generate 18 AI readiness files (llms.txt, ai.txt, RAG indexes, schema) for any website. Remote server at ai.silverbackmarketing.com.
not rated 3 1mo ago A
tokens not measured
wang-junjian/ragflow-mcp-server
MCP server Claude CodeCodexCursor +2
RAGFlow MCP Server - A Model Context Protocol server integrating with RAGFlow APIs. Runs locally from the ragflow-mcp-server Python package.
not rated 3 1y ago A
tokens not measured
docshelf-mcp
93MCP server Claude CodeCodexCursor +2
MCP server for managing AI-friendly document collections — convert PDFs, split by chapter, index for chat projects. Runs locally from the docshelf-mcp Python package.
not rated 3 today A
tokens not measured
original MIT
MCP server Claude CodeCodexCursor +2
Unified Python package for RAG documentation workflows - Crawl, embed, store, and retrieve technical documentation for AI agents. Runs locally from the context-bridge Python package.
not rated 3 4mo ago A
tokens not measured
original MIT
concept-rag
95MCP server Claude CodeCodexCursor +2
MCP server "concept-rag" as configured in m2ux/concept-rag. Runs locally from the concept-rag npm package.
not rated 3 20d ago A
tokens not measured
original MIT
MCP server Claude CodeCodexCursor +2
MCP server "mahoraga-knowledge-graph" as configured in Aadi775/MahoRAGa. Runs locally from the mahoraga-knowledge-graph Python package.
not rated 3 4mo ago A
tokens not measured
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: