Databases

MCP (Model Context Protocol) Server. Enables secure, controlled data exploration by providing tools to list tables, read data, and execute SQL queries through a Trino database with robust environment-based configuration and error handling.

MCP (Model Context Protocol) Server. Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against structured data repositories without direct database access

A coordination layer for multi-agent development that provides real-time messaging, file locking, and shared context management via Redis to prevent code conflicts.

MCP (Model Context Protocol) Server. Provides a secure, sandboxed environment for executing code, running commands, accessing files, and performing web operations through multi-layered isolation including containers, AppArmor, and Firejail.

MCP (Model Context Protocol) Server. Integrates with PostgreSQL to provide database analysis, optimization, and troubleshooting tools for streamlined management and performance tuning.

A comprehensive MCP server that enables natural language interaction with Elasticsearch clusters, supporting index management, health checks, data search, and template operations.

A specialized literature and source management system that integrates research materials with knowledge graphs for structured note-taking and entity relationship tracking.

A specialized MCP server for Power BI Desktop that enables LLMs to query tabular models via DAX, explore model metadata, and analyze query performance using ADOMD.NET.

MCP (Model Context Protocol) Server. Tracks personal expenses through SQLite database with 20 predefined categories, enabling expense recording, date-range filtering, and spending analysis across food, transport, investments, and other life areas.

An enterprise-grade MCP server for Kotlin Android development featuring 32+ tools for code generation, architecture setup, Gradle automation, security hardening, and AI-powered static analysis.

MCP (Model Context Protocol) Server. Provides a bridge to virtual Ubuntu desktops for browsing the web, running code, and automating tasks through a sandboxed environment with bash command execution and natural language control.

A comprehensive chess analysis server providing engine evaluations, neural network insights, opening database access, and positional theme analysis.

A database schema discovery and comprehension tool that allows users to search schema objects, output data in readable formats, and interact with relational databases using AI.

A robust knowledge graph memory system for AI agents that manages entities, relations, and observations with strict validation and weighted search capabilities.

A versatile MCP toolpack for local LLMs providing web search capabilities via DuckDuckGo, a sandboxed Python environment for mathematical computations, and persistent markdown-based long-term memory.

A graph-vector memory bridge that connects AI assistants like Claude and Cursor to a persistent, long-term memory service powered by FalkorDB and Qdrant.

MCP (Model Context Protocol) Server. Integrates popular security tools including Nmap, Masscan, SQLMap, FFUF, and MobSF for network scanning, SQL injection testing, web fuzzing, and mobile application security analysis without requiring complex command syntax.

A robust MySQL interface for LLMs providing secure read/write database access, parameterized queries, and transaction support. It includes built-in safeguards like query length limits and read-only modes to ensure safe AI-driven data management.

A specialized macOS system utility server providing real-time performance monitoring, historical metric tracking via SQLite, and advanced file searching with native tagging support.

A comprehensive MCP server for Dokploy that enables AI-driven management of deployment projects, applications, and PostgreSQL databases through programmatic API operations.

An MCP server that talks to Nile - Postgres re-engineered for B2B apps. Manage and query databases, tenants, users, auth using LLMs

Secure MCP server for libSQL databases with comprehensive tools, connection pooling, and transaction support. Built with TypeScript for Claude Desktop, Claude Code, Cursor, and other MCP clients.

A comprehensive Model Context Protocol (MCP) server providing advanced access to the UniProt protein database.

Semantic search knowledge base for MCP-enabled AI assistants. Index local files or GitHub repos, query with natural language. Built on LanceDB vector storage. Works with Claude Desktop, Cursor, and other MCP clients.

A robust RAG implementation that enables semantic document indexing and retrieval using Qdrant vector database with support for Ollama and OpenAI embeddings.

MCP (Model Context Protocol) Server. Creates isolated Docker environments for executing code in multiple languages, with persistent containers and Dockerfile generation for reproducible setups.

A robust sandboxed filesystem MCP server designed for AI agents to safely explore, search, and edit files using checksum verification and pattern matching specially optimized for Markdown and Obsidian workflows.

provides AI-powered PostgreSQL performance tuning capabilities.

MCP (Model Context Protocol) Server. Enables natural language interaction with PostgreSQL databases through tools for schema exploration, table inspection, relationship discovery, and SQL query execution

A local vector database MCP server using FAISS for high-performance semantic search and document RAG, supporting various file formats and custom embedding models.