What is a #retrieval MCP server?
An MCP server tagged #retrieval implements the Model Context Protocol so AI assistants like Claude, Cursor, and VS Code can access retrieval-related tools, data, or APIs.
9 #retrieval MCP Servers & Clients
Every MCP server and client below is tagged #retrieval — install one to give Claude, Cursor, VS Code, or any other MCP-compatible client access to retrieval tools.
All
FetchGate
MoAz06
The agent only answers from a page it actually read.
Added 14 days ago
Forge
VoxellInc
Forge is Voxell's hosted text-embedding API. This MCP server exposes two tools — embed (turn text into vectors) and list_models — so any MCP-compatible agent can generate embeddings for semantic search, RAG, clustering, and dedup.
Added 2 months ago
A
AccInt
maxbaluev
AccInt is a local Work Model and MCP server for persistent scored agent memory, retrieval, commitments, browser/runtime observations, and outcome-based learning across coding agents.
Added last month
EE
EMMS - Enhanced Memory Management System
supermaxlol
Cognitive memory system for AI agents with 129 MCP tools. Persistent hierarchical memory, emotional recall, knowledge graphs, spreading activation, hybrid retrieval (BM25+RRF), metacognition, goal tracking, spaced repetition, dream consolidation, and more.
Added 4 months ago
C
ContextBridge
tijuthomas5
Local-first code retrieval for AI agents — cuts codebase context from tens of thousands of tokens to a few hundred, with zero hallucinated file paths.
Added 18 days ago
P
PinRAG
ndjordjevic
PinRAG is a retrieval-augmented generation (RAG) MCP server built with LangChain and Chroma. Index PDFs, plain text, Discord exports, YouTube transcripts, and GitHub repositories, then ask questions in Cursor, VS Code (Copilot), or any MCP-capable client. Answers include citation
Added 4 months ago
VC
Voyageai Cli
mrlynn
MCP server for Voyage AI embeddings, reranking, and MongoDB Atlas Vector Search. Provides 11 tools for semantic search, document ingestion, cost estimation, and model exploration. Full RAG pipeline: chunk, embed, vector search, and rerank from any MCP client.
Added 6 months ago
Retrieve The Forgotten Memory
roomi-fields
The open retrieval layer for AI coding agents. Indexes code, docs, legal, research, data — 15 parsers, FTS5 + semantic search, knowledge graph. Serves surgical context via MCP. Open source, local, free.
Added 2 months ago
V
Velocirag
HaseebKhalid1507
Added 4 months ago
Frequently asked questions
Common questions about MCP servers and clients tagged #retrieval
How many #retrieval MCP servers and clients are there?
mcp.so currently lists 9 MCP servers and clients tagged #retrieval.
How do I install a #retrieval MCP server?
Open any server below and copy its install snippet into Claude Desktop, Cursor, VS Code, or another MCP client's configuration — remote servers need no separate download.