Databases

A multi-agent intelligent memory repository that combines Neo4j graph databases with vector embeddings to provide AI agents with long-term persistence and relationship-aware context.

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.

A tool that enables AI assistants to interact with Figma designs by viewing node thumbnails, reading file contents, and managing comments through the Figma REST API.

An MCP server for the Milvus vector database, providing tools for advanced vector search, full-text search, hybrid querying, and comprehensive collection management.

A PostgreSQL implementation of the Model Context Protocol designed to allow read-only querying and analysis of Postgres databases.

A Model Context Protocol server that provides standardized tools for LLMs to interact with Redis databases, including key-value storage, retrieval, and pattern matching.

A robust MCP server for SQLite that enables LLMs to perform full database management, execute SQL queries, and generate automated business intelligence insights.

A Model Context Protocol server that provides read-only access to PostgreSQL databases, allowing LLMs to inspect schemas and execute SQL queries safely within transactions.

🔥 Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error Catcher

A static analysis tool for SQL Server that provides over 120 database code analysis rules to check for best practices and 'TSQL Smells' directly via an MCP server for AI assistants.

Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.

Full Featured MCP Server for MongoDB Databases.

A secure code execution environment that provides containerized sandboxes for running Python and JavaScript snippets safely via LLM applications.

A Model Context Protocol server that connects AI assistants to the SEC EDGAR database, providing structured access to corporate filings, financial statements, and insider trading data.

A robust local memory system for LLMs that provides semantic vector search, conversation tracking, and development context persistence across tools like VS Code and LM Studio.

EdgeBox is a local desktop sandbox that empowers AI agents with 'Computer Use' capabilities, providing a secure Docker-based environment for multi-language code execution, shell access, and full GUI automation.

A collection of Model Context Protocol (MCP) servers built on the Quarkus framework for Java, providing integrations for databases, Kubernetes, container engines, and the Wolfram Alpha API.

A Model Context Protocol server that enables interaction with DuckDB databases, allowing LLMs to perform SQL queries, schema inspection, and data analysis locally.

A MongoDB MCP server that enables LLMs to perform database operations including document querying, schema inspection, and index management using natural language.

pctx acts as an execution layer and unified MCP aggregator that runs tool calls inside a secure Deno sandbox using 'Code Mode' to reduce token usage.

A tool-rich MCP server for interacting with Snowflake databases, enabling SQL query execution, schema exploration, and dynamic data insight aggregation.

A secure MCP server that executes Python code in a sandboxed Pyodide/Deno environment, providing automatic dependency management and complete isolation from the host system.

A specialized MCP server for interacting with Weaviate, the AI-native vector database, enabling object insertion and hybrid search operations.

A tool for AI agents (like Claude Code and Cursor) to control computer and mobile environments, specifically enabling local or cloud-based Android and desktop automation.

A comprehensive PostgreSQL management server providing 17 specialized tools for schema design, query execution, performance monitoring, and secure data manipulation.

A specialized MCP server that connects LLMs to BloodHound's Neo4j database, allowing security professionals to perform Active Directory and Azure AD attack path analysis using natural language.

A growing collection of MCP servers bringing offensive security tools to AI assistants. Nmap, Ghidra, Nuclei, SQLMap, Hashcat and more.

A comprehensive MCP server providing local access to a database of 300,000+ food items for nutritional analysis and barcode lookups. It integrates authoritative public sources like the USDA to assist with recipe analysis, dietary planning, and obtaining detailed macronutrient data.

A workflow-based MCP server that allows AI agents to escalate questions to humans via a markdown file, preventing hallucinations by ensuring critical decisions are verified by a person.

A Pinecone vector database integration for semantic search and RAG workflows, supporting automated document chunking, embedding generation, and management directly within MCP clients.