Awesome MCP Servers

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.

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.

In-memory natural language schema search over database schemas

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 introspection, management, and interaction.

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

Access Semantic Scholar's academic paper database through their API.

Query Shodan's database of internet-connected devices and vulnerabilities using the Shodan API.

Query internet-connected devices, services, and vulnerabilities using the Shodan API and CVE database.

A secure MCP server for accessing and exploring relational databases like MySQL, PostgreSQL, Salesforce, and AWS Glue.

A memory management system for AI assistants to store, retrieve, and manage user information using a local database.

A simple MCP server for MySQL, demonstrating fundamental MCP protocol concepts. Requires a MySQL database connection configured via environment variables.

An MCP server for executing SQL queries on PostgreSQL databases with configurable permissions.

An MCP server for interacting with PostgreSQL databases using tools, resources, and prompts.

An MCP server for interacting with SingleStore databases, requiring environment variables for connection.

A versatile MCP server for RedM development, providing access to RDR3 discoveries, framework documentation, native functions, and database operations.

Smriti is a Model Context Protocol (MCP) server that provides persistent, graph-based memory for LLM applications. Built on LadybugDB (embedded property graph database), it uses EcphoryRAG-inspired multi-stage retrieval - combining cue extraction, graph traversal, vector similarity, and multi-hop association - to deliver human-like memory recall.