Databases

Provides semantic search and management of shared documentation using ChromaDB and OpenAI embeddings. It enables users to query local documents by meaning, list files, and read content through natural language tools.

An MCP server providing secure, read-only access to PostgreSQL databases with features for schema inspection, query history tracking, and multiple output formatting options.

Enables AI assistants to interact with PostgreSQL databases by executing SQL queries and inspecting database schemas. It provides tools to facilitate database exploration and management through the Model Context Protocol.

A read-only MCP server that provides SQL-like access to Epicor Kinetic data using the CData JDBC driver, enabling LLMs to query business data through natural language.

Enables AI agents to search and retrieve relevant document content from existing embeddings stored in Supabase vector database. Provides semantic search capabilities to find document chunks based on similarity to query text without generating new embeddings.

A Model Context Protocol server that provides tools for interacting with MySQL databases, including executing queries, listing tables, and inspecting schemas.

Enables restaurant reservation management and schedule checking through Supabase with multi-tenant support. Designed for WhatsApp and phone agents to verify opening hours, create reservations with automatic table assignment, and handle multiple restaurants from a single server.

A Model Context Protocol server for Firebird SQL databases, providing LLMs with capabilities for SQL execution, schema analysis, and database management.

Enables secure file and bucket management operations with Supabase Storage through enterprise-grade security features, batch uploads/downloads, and comprehensive file management capabilities. Supports both local file paths and base64 data with advanced transformations and auto-download functionality.

Enables querying and searching the MCP Hub database to discover MCP servers, view server details, find top servers by popularity or recency, and identify top contributors.

A persistent AI agent server using SQLite and LangGraph to manage long-term conversation memory, integrated with Ollama for local LLM execution via the Model Context Protocol.

Enables direct interaction with a SQLite database through custom-mapped tools for creating and retrieving items. It provides structured, AI-optimized responses and manual control over database operations without requiring external API dependencies.

A modular MCP server for personal or business inventory management using MongoDB and Mongoose. It features comprehensive CRUD operations for items and categories, and includes a Groq AI integration for natural language interactions.

A Model Context Protocol server that enables AI tools to interact with Supabase databases, providing tools for reading, creating, updating, and deleting records in Supabase tables.

A comprehensive MCP server that enables Cursor IDE to connect to, query, and manage MySQL databases with support for connection pooling and SSL security.

A robust CockroachDB interface for AI assistants that enables natural language database management, complex schema discovery, and secure CRUD operations with built-in transaction support.

SQLite-backed memory storage for MCP agents with optional semantic search via OpenAI embeddings, enabling agents to remember, recall, and manage contextual information across sessions.

An MCP server that connects AI clients to a Linux terminal for real-time automated penetration testing and CTF challenge solving. It enables AI models to execute terminal commands and interact with offensive security tools like Nmap, SQLMap, and Gobuster.

Enables AI assistants to interact with Microsoft SQL Server databases through query execution, schema discovery, CRUD operations, stored procedures, and data export with built-in safety controls.

Redbee MCP server that provides support for interacting with Redbee API.

A persistent memory storage server that allows AI agents to store, tag, and search content while building complex knowledge graphs through directed links and relationship types.

An MCP server that enables LLMs to interact with Notion workspaces via the Notion API, supporting page creation, database management, and content retrieval. It features markdown conversion to optimize token usage and enhanced error handling for more reliable workspace interactions.

Enables AI clients to query live data from SAP HANA and SQL databases through read-only SELECT queries with CSV-formatted results.

MCP server package - managed by mcp-prep

Enables AI assistants to read from and write to Notion databases through the Relentless CMS API with built-in validation, automatic retries, and error handling for robust content management.

A versatile MCP server that allows AI models to connect to and manage PostgreSQL, MySQL, and SQLite databases with separate tools for safe read-only operations and data modification.

Create interactive visualizations and query data sources (SQLite, CSV, Parquet, JSON)