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🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.

MCP server for the Live Tennis API — give Claude, Cursor and other LLM agents real-time tennis scores, players, odds and model win-probability.

Intelligence layer for discovering and orchestrating Japanese SaaS MCP tools (AEO)

Credential isolation proxy for AI agents. Injects API keys at the network boundary so your agent never sees the raw credential. Supports domain allowlists, agent auth, policy enforcement, and audit logging.

🎖️ 🐍 🏠 ☁️ - Search dashboards, investigate incidents and query datasources in your Grafana instance

🐍 🏠 - 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.

🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.

📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.

[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.

🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis.

🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform [Rootly](https://rootly.com/).

🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.

🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.

[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.

🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction

[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.

🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines

Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots