Model Context Protocol servers that extend AI capabilities
googleapis
🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.
kiliczsh
📇 🏠 - A Model Context Protocol Server for MongoDB
ktanaka101
🐍 🏠 - DuckDB database integration with schema inspection and query capabilities
neo4j-contrib
🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)
pab1it0
🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system.
runekaagaard
🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.
...moreXGenerationLab
📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
...moredbt-labs
🎖️ 🐍 🏠 ☁️ - Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
...moreckreiling
🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.
comet-ml
🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
flytohub
[glama](https://glama.ai/mcp/servers/@flytohub/flyto-core) 🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport.
...moreGLips
📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.
berthelius
[glama](https://glama.ai/mcp/servers/berthelius/frihet-mcp) 📇 ☁️ - AI-native business management — invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline.
...moremnemox-ai
[Glama](https://glama.ai/mcp/servers/mnemox-ai/tradememory-protocol) 🐍 🏠 - Structured 3-layer memory system (trades → patterns → strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.
...moreCoderGamester
#️⃣ 🏠 - MCP Server for Unity3d Game Engine integration for game development
IvanMurzak
#️⃣ 🏠 🍎 🪟 🐧 - MCP Server for Unity Editor and for a game made with Unity
alibaizhanov
[glama](https://glama.ai/mcp/servers/@alibaizhanov/mengram) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.
...moredoobidoo
📇 🏠 - Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation
lostintangent
📇 🏠 - Use GitHub Gists to manage and access your personal knowledge, daily notes, and reusable prompts. This acts as a companion to https://gistpad.dev and the [GistPad VS Code extension](https://aka.ms/gistpad).
...moreomega-memory
🐍 🏠 🍎 🪟 🐧 - Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 12 MCP tools, local-first.
...morevarun29ankuS
🦀 🏠 - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.
...morepipeboard-co
🐍 ☁️ 🏠 - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results — simply and reliably.
...moreblazickjp
☁️ 🐍 - Search ArXiv research papers
exa-labs
🎖️ 📇 ☁️ – A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
...more