Code Context (Semantic Code Search)
Enables semantic code search and understanding by cloning git repositories, splitting code into semantic chunks, and generating embeddings for natural language…
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Schema Search
In-memory natural language schema search over database schemas
mcp-lance-db: A LanceDB MCP server
# mcp-lance-db: A LanceDB MCP server > The [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is an open protocol that enables…
Weaviate MCP Server
MCP (Model Context Protocol) server for Weaviate
RAG MCP Server（RAGDB)
MCP対応のRAGシステム。Markdownドキュメントをベクトル化し、自然言語で高速検索。LibSQL、Qdrant、PostgreSQLに対応してます。
Urdb : Product Integrity Database
# urdb-mcp <a href="https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp"> <img width="380" height="200"…
Unofficial STRING MCP Server
 # Unofficial STRING MCP Server A comprehensive Model Context Protocol (MCP) server for accessing…
Elasticsearch MCP Server
Elasticsearch Integration with MCP - Multi-team and multi-environment support
whatsapp-mcp
Provides a secure bridge to your WhatsApp account, enabling message search, contact management, and sending capabilities while keeping all data stored locally…
UniversalBench: run code, web, databases, and any LLM from your AI, safely
An MCP execution platform that gives any AI real infrastructure to act. Through three tools it can run code and shell commands, install packages, run tasks in…
Milvus
Search, Query and interact with data in your Milvus Vector Database.
Typesense MCP Server
An MCP server for interacting with the Typesense search engine.
Chroma MCP Server
A vector database server powered by Chroma, enabling semantic document search, metadata filtering, and document management.
Qdrant
Implement semantic memory layer on top of the Qdrant vector search engine
PDF Search
Built for Zed to enable semantic searching of PDF documents using a Qdrant vector database and OpenAI embeddings.
ClaudeHopper (Construction Document Analysis)
Integrates with Claude Desktop to analyze construction documents, enabling semantic search across architectural drawings and specifications through LanceDB…
Enhanced PubMed Search
A search server for PubMed, the biomedical literature database, using a pure Node.js implementation.
NRT Search
A near real-time search server for indexing and querying documents, implemented in Java.
Search the Watch Market
Search the Watch Market gives your AI assistant live access to a wide watch-market dataset — current listings across major marketplaces, auction results…
Machbase Mcp
This project is an MCP (Model Context Protocol) based server that enables natural language-based database operations through integration between Claude Desktop…
Elasticsearch MCP Server
Elasticsearch MCP Server is an MCP (Model Context Protocol) server that provides tools and resources to interact with Elasticsearch clusters. It is designed…
OpenSearch MCP <> LLM Integration Guide
Step by step guide for integrating LLMs with OpenSearch MCP servers
Elasticsearch MCP Server
A Model Context Protocol (MCP) server implementation that provides Elasticsearch interaction. It enables searching documents, analyzing indices, and managing a…
Elasticsearch MCP 服务器
elasticsearch mcp server and client, supports es7 and es8, based on Model Context Protocol python sdk