Databases

An agentic RAG server powered by LanceDB and Docling that provides high-performance hybrid search, multi-agent research workflows, and document management through the Model Context Protocol.

A robust MCP server for DuckDB and MotherDuck that enables high-performance SQL analytics, hybrid local/cloud execution, and S3 data processing directly within AI assistants.

Read and write access to Airtable databases, with schema inspection.

The official Redis MCP Server provides a natural language interface for AI agents to manage and search Redis data structures including hashes, lists, streams, and JSON documents, with integrated vector search capabilities.

A robust SQLAlchemy-based MCP server that connects Claude to various SQL databases like PostgreSQL, MySQL, and SQLite for schema exploration and data analysis. It features connection pooling, smart result truncation, and integration for handling large datasets.

Cognitive memory for AI agents — FSRS-6 spaced repetition, 29 brain modules, 3D dashboard, single 22MB Rust binary. MCP server for Claude, Cursor, VS Code, Xcode, JetBrains.

A centralized enterprise-grade MCP gateway and registry that provides secure OAuth governance, dynamic tool discovery, and unified access for both autonomous agents and AI coding assistants.

这是一款基于 Playwright 开发的小红书自动搜索和评论工具，作为 MCP Server，可通过特定配置接入 MCP Client（如Claude for Desktop），帮助用户自动完成登录小红书、搜索关键词、获取笔记内容及发布AI生成评论等操作。

A comprehensive collection of 60+ LLM agent skeletons and ecosystem guides providing templates for multi-agent collaboration, RAG, and domain-specific AI automation.

A Model Context Protocol server that allows LLMs to interact with any GraphQL API through dynamic schema introspection and query execution.

A multi-database MCP server that dynamically generates specialized tools for MySQL, PostgreSQL, SQLite, and TimescaleDB, allowing AI assistants to perform complex queries, schema analysis, and transaction management.

This MCP server integrates BloodHound with AI models to analyze Active Directory and Azure environments using natural language, leveraging over 75 specialized tools based on Cypher queries.

A code intelligence server that indexes local codebases into graph databases (Neo4j or FalkorDB) to perform deep analysis of function call chains, class hierarchies, and code complexity.

Skillz converts local Claude-style skills (SKILL.md and scripts) into callable tools and resources for any MCP client, supporting directory-based discovery and sandboxed execution.

An MCP server to create secure code sandbox environment for executing code within Docker containers.

QueryWeaver is a Text2SQL engine that uses graph-powered schema understanding to convert natural language into SQL queries and execute them against relational databases.

A professional MySQL MCP server that provides comprehensive database management including CRUD operations, anomaly analysis, SQL optimization, and health monitoring.

A Model Context Protocol server that enables secure integration with Microsoft SQL Server, allowing for database management, table listing, and SQL query execution through Claude Desktop.

A Model Context Protocol server that enables natural language control of iOS simulators using Facebook's IDB tool, supporting app management, UI interaction, and debugging.

A robust PostgreSQL database connector for MCP that features GitHub OAuth authentication and granular role-based access control, allowing read access for all users while restricting write operations to authorized GitHub accounts.

A versatile MCP server providing direct database management and query capabilities for SQLite, SQL Server, PostgreSQL, and MySQL, including AWS RDS with IAM authentication.

A Model Context Protocol server that enables LLMs to interact with MongoDB databases, supporting schema inspection, smart ObjectId handling, and both read/write operations.

A robust Odoo ERP integration for AI assistants, providing full access to Odoo data records, model structures, and custom method execution via XML-RPC.

A robust MCP implementation for Django that exposes models, toolsets, and Django Rest Framework APIs as tools for AI agents using Streamable HTTP or STDIO transports.

A RAG-based MCP server that enables AI assistants to search, index, and retrieve documentation in real-time using a Qdrant vector database.

A persistent memory system that uses semantic search and AI embeddings to provide long-term recall and session continuity across different AI agents.

A comprehensive database management extension for VS Code that supports over 40 databases, offering data editing, AI-assisted querying, ER diagrams, and secure report sharing.

MCPBench is an evaluation framework designed to benchmark MCP servers across web search, database query, and GAIA tasks, measuring accuracy, latency, and token consumption.

AgentChat is a comprehensive LLM platform integrating LangChain and the Model Context Protocol (MCP) to support multi-agent collaboration, RAG, and extensive tool calling for tasks like web search and document processing.

🗄️ An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.