Awesome MCP Tools

🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.

🍎 Build iOS Xcode workspace/project and feed back errors to llm.

📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.

📇 🏠 - Universal persistent project context for Cursor, Windsurf, Cline, VS Code, and all MCP-compatible platforms (including Claude Desktop). IANA-registered format (application/vnd.faf+yaml). 17 native tools, AI-readiness scoring.

📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.

🐍 🏠 - A `minimal` server/client MCP implementation using Azure OpenAI and Playwright.

🎖️ 📇 🏠 - Official Next.js MCP server for coding agents. Provides runtime diagnostics, route inspection, dev server logs, docs search, and upgrade guides. Requires Next.js 16+ dev server for full runtime features.

🐍 ☁️ 🏠 - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.

🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents

🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.

📇 ☁️ - Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations.

[glama](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) 🎖️ ☕ 🏠 - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support.

🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.

[glama](https://glama.ai/mcp/servers/ofershap/real-browser-mcp) 📇 🏠 - MCP server + Chrome extension that gives AI agents control of the user's real browser with existing sessions, logins, and cookies. No headless browser, no re-authentication.

🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities

📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts

🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.

#️⃣ 🏠 🪟 - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only.

🐍 🏠 - LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.

🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses