RAG and vectors MCP servers

515 tagged RAG and vectors, measured the same way as everything else here.

Browse within: model-context-protocol 25embeddings 20knowledge-graph 14fastmcp 13knowledge-base 13local-first 12chromadb 10hybrid-search 10lancedb 9ai-tools 8claude-desktop 8code-search 8LangChain 7agent-memory 6

rag-mcp-server

97

tungetti/rag-mcp-server

MCP server Claude CodeCodexCursor +2

MCP server for RAG (Retrieval-Augmented Generation) operations with local document indexing. Runs locally from the rag-mcp-server Python package.

not rated 3 1y ago A tokens not measured original MIT

ariadne

98

mclaut/ariadne

MCP server Claude CodeCodexCursor +2

MCP server "ariadne" as configured in mclaut/ariadne. Launched with https://github.com/mclaut/ariadne/releases/download/v0.8.9/ariadne-v0.8.9.mcpb. Needs 5 environment variables to run.

not rated 3 12d ago A tokens not measured original MIT

graphrag-mcp

99

lyndonkl/graphragmcp

MCP server Claude CodeCodexCursor

MCP server "graphrag-mcp" as configured in lyndonkl/graphragmcp. Launched with uv --directory /ABSOLUTE/PATH/TO/graphragmcp run src/main.py.

not rated 3 10mo ago A tokens not measured

consciousness

100

one710/consciousness

MCP server Claude CodeCodexCursor

A powerful, pluggable vector memory and MCP server for semantic search. Runs locally from the @one710/consciousness npm package.

not rated 3 5mo ago A tokens not measured original MIT

rag-project

101

1644156/yunwen-doc-ai-platform

MCP server Claude CodeCodexCursor +2

MCP server "rag-project" as configured in 1644156/yunwen-doc-ai-platform. Runs locally from the rag-project Python package.

not rated 3 2mo ago A tokens not measured

hubmesh

102

DemigodDSK/hubmesh

MCP server Claude CodeCodexCursor +2

Centrality-aware GraphRAG retrieval planner — drop-in layer over any vector DB. Runs locally from the hubmesh Python package.

not rated 2 24d ago A tokens not measured original MIT

rag-vault

103

RobThePCGuy/rag-vault

MCP server Claude CodeCodexCursor +2

Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup. Runs locally from the @robthepcguy/rag-vault npm package. Needs 6 environment variables to run.

not rated 2 5d ago A tokens not measured

calypso-so/calypso-mcp-server

MCP server Claude CodeCodexCursor +2

Calypso multimodal RAG for grounded answers from docs, images, charts, and knowledge. Runs locally from the @calypsohq/multimodal-rag-mcp-server npm package. Needs 2 environment variables to run.

not rated 2 7d ago A tokens not measured original MIT

pinrag

105

ndjordjevic/pinrag

MCP server Claude CodeCodexCursor +2

A powerful RAG (Retrieval-Augmented Generation) system built with LangChain, designed as an MCP server for Cursor, VS Code, and other AI assistants. Runs locally from the pinrag Python package. Needs 3 environment variables to run.

not rated 2 4mo ago A tokens not measured original MIT

thecrawler

106

manchittlab/TheCrawler

MCP server Claude CodeCodexCursor +2

Universal web scraper with LLM-ready markdown, RAG chunking, PDF/DOCX support. Runs locally from the thecrawler npm package.

not rated 2 2mo ago A tokens not measured AGPL-3.0

contextweaver

107

wchiway/contextweaver-mcp

MCP server Claude CodeCodexCursor +2

Semantic code retrieval engine with hybrid search, context expansion, and 40+ language support. Runs locally from the @chiway/contextweaver npm package.

not rated 2 2mo ago A tokens not measured original MIT

toolbelt

108

toolbeltai/toolbelt-skills

MCP server Claude CodeCodexCursor +2

A collaborative substrate over your data: vector, knowledge graph, SQL, geospatial, streaming. Remote server at mcp.toolbelt.ai.

not rated 2 25d ago A tokens not measured original Apache-2.0

claude-context

109

berekvolgyipeter/dotclaude

MCP server Claude CodeCodexCursor +2

One of 4 in .mcp.json

MCP server "claude-context" as configured in berekvolgyipeter/dotclaude. Launched with sh -c export $(grep '^OPENAI_API_KEY=' .env | xargs) && exec npx --yes @zilliz/c. Needs 2 environment variables to run.

not rated 2 23d ago A tokens not measured original MIT

w3-mcp-server-qdrant

110

famtong8-dev/w3-mcp-server-qdrant

MCP server Claude CodeCodexCursor +2

MCP server for vector search with Qdrant and Ollama embeddings. Runs locally from the w3-mcp-server-qdrant Python package.

not rated 2 5mo ago A tokens not measured original MIT

knowledge

111

caitao-ct/knowledge-base

MCP server Claude CodeCodexCursor +2

MCP server "knowledge" as configured in caitao-ct/knowledge-base. Launched with bash -lc cd /path/to/knowledge && ./bin/knowledge-mcp --transport stdio. Needs 5 environment variables to run.

not rated 2 3mo ago A tokens not measured original ISC

discord-archive

112

wdwdev/discord-archive

MCP server Claude CodeCodexCursor +2

MCP server "discord-archive" as configured in wdwdev/discord-archive. Runs locally from the rag Python package.

not rated 2 2mo ago A tokens not measured original MIT

lightrag

113

Ricardo-Kaminski/local-rag

MCP server Claude CodeCodexCursor +2

MCP server "lightrag" as configured in Ricardo-Kaminski/local-rag. Launched with C:\Users\ricar\miniconda3\envs\local-rag\python.exe C:\workspace\pessoal\local-r.

not rated 2 5mo ago A tokens not measured original MIT

mcp-server-weaviate

114

sndani/mcp-localhost-server-weaviate

MCP server Claude CodeCodexCursor

MCP server "mcp-server-weaviate" as configured in sndani/mcp-localhost-server-weaviate. Runs locally from the mcp-server-weaviate Python package.

not rated 2 1y ago A tokens not measured GPL-3.0

ispyridis/calibre-rag-mcp-nodejs

MCP server Claude CodeCodexCursor

MCP server "calibre-rag-mcp-nodejs" as configured in ispyridis/calibre-rag-mcp-nodejs. Runs locally from the calibre-rag-mcp-nodejs npm package.

not rated 2 12mo ago A tokens not measured

mcp-graphrag

116

embracefailure/MCPHub

MCP server Claude CodeCodexCursor

MCP server "mcp-graphrag" as configured in embracefailure/MCPHub. Runs locally from the mcp-graphrag Python package.

not rated 2 10mo ago A tokens not measured

unified-sf-docs-mcp

117

TMTrevisan/unified-sf-docs-mcp

MCP server Claude CodeCodexCursor

Unified MCP server for scraping Salesforce developer documentation and searching a local SQLite vector-like database. Runs locally from the unified-sf-docs-mcp npm package.

not rated 3 6mo ago A tokens not measured

mcp-local-context

118

SteedMonteiro/mcp-local-context

MCP server Claude CodeCodexCursor

Local Documentation MCP Server with RAG. Runs locally from the mcp-local-context Python package.

not rated 2 1y ago A tokens not measured original MIT

plexmcp

119

sandraschi/plexmcp

MCP server Claude CodeCodexCursor +2

MCP server "plexmcp" as configured in sandraschi/plexmcp. Runs locally from the plexmcp Python package.

not rated 2 4d ago A tokens not measured original MIT

the-rag-mcp

120

Sankalp-2005/the_rag_mcp

MCP server Claude CodeCodexCursor

MCP server "the-rag-mcp" as configured in Sankalp-2005/theragmcp. Runs locally from the the-rag-mcp Python package.

not rated 2 2mo 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: