Awesome MCP Servers

An MCP server based on Spring AI that executes arbitrary SQL queries against a configured MySQL database.

Integrate the Neo4j graph database with clients through natural language interactions.

Access ODBC-accessible data sources using a configured Data Source Name (DSN).

Access financial data from Korea's OpenDART (Data Analysis, Retrieval and Transfer System) for AI language models.

A server for full integration with Oracle Database. Requires Oracle Instant Client libraries.

A server that provides tools to interact with an Oracle database.

Provides semantic search capabilities for PostgreSQL databases using the pgvector extension, with support for multiple embedding providers.

An MCP server for querying a PostgreSQL database in read-only mode.

A server that enables AI models to interact with PostgreSQL databases through a standardized interface.

Uses Qdrant vector embeddings to understand semantic relationships in codebases.

An MCP server for querying databases and managing Kubernetes clusters.

Access PubMed articles through the Entrez API.

Read-only access to Snowflake databases. Requires Snowflake connection information provided via MCP client configuration.

A Node.js MCP server for interacting with local SQLite databases, runnable via npx.

Open source MCP server specializing in easy, fast, and secure tools for Databases.

Integrates with Trino and Iceberg for advanced data exploration, querying, and table maintenance.

Logs statistical variations and unusual events in conversation structures to a SQLite database.

A server for managing and querying Vertica databases, including connection, schema, and security management.

Access real-time stock prices, company information, and financial data from Yahoo Finance.

You are working with the MCP MySQL Operations Server, a powerful tool that provides comprehensive MySQL database monitoring and analysis capabilities through natural language queries. This server offers 19 specialized tools for database administration, performance monitoring, and system analysis.

MCP-PostgreSQL-Ops is a professional MCP server for PostgreSQL database operations, monitoring, and management. Supports PostgreSQL 12-17 with comprehensive database analysis, performance monitoring, and intelligent maintenance recommendations through natural language queries.

Integrates with Mem0.ai to provide persistent memory capabilities for LLMs, supporting cloud, Supabase, and local storage.

A decentralized memory layer for AI agents providing secure, persistent storage for conversation history and knowledge.

A scalable knowledge graph memory system for LLMs with semantic retrieval and temporal awareness, using Neo4j as a backend.

Enables Large Language Models to store and retrieve persistent memories with intelligent search capabilities.

Knowledge graph-based persistent memory system

An MCP server that reduces token consumption by efficiently caching data between language model interactions.

Extends the MCP Memory server to create and manage a knowledge graph from LLM interactions.

Extends the Memory server with PouchDB for robust document-based storage, custom memory file paths, and interaction timestamping.

A simple MCP server that stores and retrieves memories from multiple LLMs.