Awesome MCP Servers

Manage Prisma Postgres databases and backups using AI agents via local or remote servers.

Transforms raw text into interconnected knowledge graphs and generates insights using a Neo4j database.

Retrieve and analyze time-series data from Prometheus databases using PromQL queries.

Connects to Notion databases to manage, search, and retrieve AI prompts across multiple collections.

Search and access chemical compound information from the PubChem database.

Provides comprehensive access to PubChem's chemical information database via the PubChem PUG REST API.

Access PubChem's database for chemical compounds, substances, and bioassays.

A server for searching, retrieving, and analyzing articles from the PubMed database.

Search for biomedical literature from the PubMed database.

A toolkit for loading data into the Qdrant vector database, supporting AI-powered development workflows.

Semantic code search using the Qdrant vector database and OpenAI embeddings.

A knowledge graph implementation with semantic search powered by the Qdrant vector database.

Semantic search using the Qdrant vector database.

An MCP server for integrating with and querying q/kdb+ databases.

Quarkus-based MCP servers for interacting with JDBC databases, filesystems, and Docker containers.

A server for RAG-based document search and management using Qdrant vector database with Ollama or OpenAI embeddings.

An MCP-based database server with support for SQLite, MySQL, PostgreSQL, and MSSQL.

A server for interacting with Redis databases.

Interact with the Redis Cloud API to manage your Redis databases.

An MCP server for interacting with Redis databases, enabling LLMs to access key-value stores.

An MCP server for Amazon Redshift, allowing AI assistants to interact with Redshift databases.

Perform database actions on Amazon Redshift via its Data API.

Interface with the Rewind.ai SQLite database to access audio transcripts and screen OCR data.

Performs satellite orbital mechanics calculations using natural language, with a built-in world cities database for location lookup.

In-memory natural language schema search over database schemas

Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.

Real-time PostgreSQL & Supabase database schema access for AI-IDEs via Model Context Protocol. Provides live database context through secure SSE connections with three powerful tools: get_schema, analyze_database, and check_schema_alignment.

A comprehensive Model Context Protocol (MCP) server for SeaTable that exposes end‑to‑end database capabilities (schema introspection, CRUD, querying, linking, select option management, and file attachment stubs) through 18+ rigorously defined tools.

Provides AI assistants with access to the SEC EDGAR database via its API.

Interact with self-hosted Supabase instances for database management and introspection.