https://awesome-mcp.tools/trending MCP servers gaining stars in the last 24 hours en Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/vectorize-io-hindsight +170 stars in 24h. Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory Knowledge & Memory Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/vectorize-io-hindsight https://awesome-mcp.tools/server/upstash-context7 +107 stars in 24h. Up-to-date code documentation for LLMs and AI code editors. Knowledge & Memory Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/upstash-context7 https://awesome-mcp.tools/server/microsoft-markitdown +74 stars in 24h. MCP tool access to MarkItDown -- a library that converts many file formats (local or remote) to Markdown for LLM consumption. File Systems Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/microsoft-markitdown https://awesome-mcp.tools/server/yusufkaraaslan-skill_seekers +66 stars in 24h. Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ target platforms. Knowledge & Memory Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/yusufkaraaslan-skill_seekers https://awesome-mcp.tools/server/modelcontextprotocol-servers +56 stars in 24h. MCP server that exercises all the features of the MCP protocol Other Tools and Integrations Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/modelcontextprotocol-servers https://awesome-mcp.tools/server/microsoft-playwright-mcp +51 stars in 24h. Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots Browser Automation Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/microsoft-playwright-mcp https://awesome-mcp.tools/server/googleapis-genai-toolbox +46 stars in 24h. Open source MCP server specializing in easy, fast, and secure tools for Databases. Databases Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/googleapis-genai-toolbox https://awesome-mcp.tools/server/ahujasid-blender-mcp +35 stars in 24h. MCP server for working with Blender Art & Culture Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/ahujasid-blender-mcp https://awesome-mcp.tools/server/mrexodia-ida-pro-mcp +32 stars in 24h. MCP server for IDA Pro, allowing you to perform binary analysis with AI assistants. This plugin implement decompilation, disassembly and allows you to generate malware analysis reports automatically. Security Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/mrexodia-ida-pro-mcp https://awesome-mcp.tools/server/blockrunai-blockrun-mcp +31 stars in 24h. Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base. Aggregators Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/blockrunai-blockrun-mcp https://awesome-mcp.tools/server/rocketride-org-rocketride-server +30 stars in 24h. MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline tool with multi-LLM support. Frameworks Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/rocketride-org-rocketride-server https://awesome-mcp.tools/server/oraios-serena +28 stars in 24h. A fully-featured coding agent that relies on symbolic code operations by using language servers. Coding Agents Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/oraios-serena https://awesome-mcp.tools/server/shashankss1205-codegraphcontext +27 stars in 24h. An MCP server plus a CLI tool that indexes local code into a graph database to provide context to AI assistants. Coding Agents Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/shashankss1205-codegraphcontext https://awesome-mcp.tools/server/pydantic-pydantic-ai +26 stars in 24h. Run Python code in a secure sandbox via MCP tool calls ‍💻 Code Execution Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/pydantic-pydantic-ai https://awesome-mcp.tools/server/mobile-next-mobile-mcp +24 stars in 24h. MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported. Developer Tools Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/mobile-next-mobile-mcp https://awesome-mcp.tools/server/bytedance-ui-tars-desktop +23 stars in 24h. Browser automation capabilities using Puppeteer, both support local and remote browser connection. Browser Automation Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/bytedance-ui-tars-desktop https://awesome-mcp.tools/server/topoteretes-cognee +23 stars in 24h. Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources Knowledge & Memory Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/topoteretes-cognee https://awesome-mcp.tools/server/github-github-mcp-server +21 stars in 24h. Official GitHub server for integration with repository management, PRs, issues, and more. Version Control Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/github-github-mcp-server https://awesome-mcp.tools/server/jlowin-fastmcp +20 stars in 24h. A high-level framework for building MCP servers in Python Frameworks Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/jlowin-fastmcp https://awesome-mcp.tools/server/taylorwilsdon-google_workspace_mcp +19 stars in 24h. Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports. Workplace & Productivity Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/taylorwilsdon-google_workspace_mcp https://awesome-mcp.tools/server/mediar-ai-screenpipe +17 stars in 24h. 🎖️ 🦀 🏠 🍎 Local-first system capturing screen/audio with timestamped indexing, SQL/embedding storage, semantic search, LLM-powered history analysis, and event-triggered actions - enables building context-aware AI agents through a NextJS plugin ecosystem. Other Tools and Integrations Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/mediar-ai-screenpipe https://awesome-mcp.tools/server/exa-labs-exa-mcp-server +17 stars in 24h. Exa MCP for web search and web crawling! Search & Data Extraction Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/exa-labs-exa-mcp-server https://awesome-mcp.tools/server/coding-solo-godot-mcp +17 stars in 24h. A MCP server for interacting with the Godot game engine, providing tools for editing, running, debugging, and managing scenes in Godot projects. Gaming Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/coding-solo-godot-mcp https://awesome-mcp.tools/server/eyaltoledano-claude-task-master +16 stars in 24h. AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage. Developer Tools Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/eyaltoledano-claude-task-master https://awesome-mcp.tools/server/awslabs-mcp +16 stars in 24h. AWS MCP servers for seamless integration with AWS services and resources. Cloud Platforms Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/awslabs-mcp https://awesome-mcp.tools/server/nteract-semiotic +16 stars in 24h. React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose configuration anti-patterns, get component schemas, and report issues. Data Visualization Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/nteract-semiotic https://awesome-mcp.tools/server/glips-figma-context-mcp +13 stars in 24h. Provide coding agents direct access to Figma data to help them one-shot design implementation. Developer Tools Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/glips-figma-context-mcp https://awesome-mcp.tools/server/markuspfundstein-mcp-obsidian +13 stars in 24h. Interacting with Obsidian via REST API Other Tools and Integrations Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/markuspfundstein-mcp-obsidian https://awesome-mcp.tools/server/lauriewired-ghidramcp +12 stars in 24h. A Model Context Protocol server for Ghidra that enables LLMs to autonomously reverse engineer applications. Provides tools for decompiling binaries, renaming methods and data, and listing methods, classes, imports, and exports. Security Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/lauriewired-ghidramcp https://awesome-mcp.tools/server/mnemox-ai-tradememory-protocol +12 stars in 24h. Structured 3-layer memory system (trades → patterns → strategy) for AI trading agents. Supports MT5, Binance, and Alpaca. Finance & Fintech Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/mnemox-ai-tradememory-protocol https://awesome-mcp.tools/server/netdata-netdata +11 stars in 24h. Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and network connections Monitoring Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/netdata-netdata https://awesome-mcp.tools/server/mbailey-voice-mcp +11 stars in 24h. Complete voice interaction server supporting speech-to-text, text-to-speech, and real-time voice conversations through local microphone, OpenAI-compatible APIs, and LiveKit integration Text-to-Speech Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/mbailey-voice-mcp https://awesome-mcp.tools/server/aas-ee-open-websearch +11 stars in 24h. Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN. Search & Data Extraction Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/aas-ee-open-websearch https://awesome-mcp.tools/server/mnemox-ai-idea-reality-mcp +11 stars in 24h. Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints. Research Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/mnemox-ai-idea-reality-mcp https://awesome-mcp.tools/server/elie222-inbox-zero +10 stars in 24h. An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on. Communication Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/elie222-inbox-zero https://awesome-mcp.tools/server/21st-dev-magic-mcp +10 stars in 24h. Create crafted UI components inspired by the best 21st.dev design engineers. Developer Tools Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/21st-dev-magic-mcp https://awesome-mcp.tools/server/ivanmurzak-unity-mcp +9 stars in 24h. MCP Server for Unity Editor and for a game made with Unity Gaming Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/ivanmurzak-unity-mcp https://awesome-mcp.tools/server/joshuayoes-ios-simulator-mcp +8 stars in 24h. A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements. Developer Tools Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/joshuayoes-ios-simulator-mcp https://awesome-mcp.tools/server/muvon-octocode +8 stars in 24h. Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture — not just files. Developer Tools Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/muvon-octocode https://awesome-mcp.tools/server/haris-musa-excel-mcp-server +7 stars in 24h. An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae). Developer Tools Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/haris-musa-excel-mcp-server https://awesome-mcp.tools/server/zinja-coder-jadx-ai-mcp +7 stars in 24h. JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude. Security Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/zinja-coder-jadx-ai-mcp https://awesome-mcp.tools/server/bitbonsai-mcp-obsidian +7 stars in 24h. Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant. Knowledge & Memory Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/bitbonsai-mcp-obsidian https://awesome-mcp.tools/server/arcadedata-arcadedb +7 stars in 24h. 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. Databases Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/arcadedata-arcadedb https://awesome-mcp.tools/server/youichi-uda-godot-mcp-pro +7 stars in 24h. Premium MCP server for Godot game engine with 84 tools for scene editing, scripting, animation, tilemap, shader, input simulation, and runtime debugging. Gaming Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/youichi-uda-godot-mcp-pro https://awesome-mcp.tools/server/wonderwhy-er-desktopcommandermcp +6 stars in 24h. A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files. Coding Agents Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/wonderwhy-er-desktopcommandermcp https://awesome-mcp.tools/server/sooperset-mcp-atlassian +6 stars in 24h. MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces. Support & Service Management Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/sooperset-mcp-atlassian https://awesome-mcp.tools/server/bram2w-baserow +6 stars in 24h. Baserow database integration with table search, list, and row create, read, update, and delete capabilities. Databases Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/bram2w-baserow https://awesome-mcp.tools/server/grafana-mcp-grafana +6 stars in 24h. Search dashboards, investigate incidents and query datasources in your Grafana instance Monitoring Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/grafana-mcp-grafana https://awesome-mcp.tools/server/doobidoo-mcp-memory-service +6 stars in 24h. Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation Knowledge & Memory Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/doobidoo-mcp-memory-service https://awesome-mcp.tools/server/brave-brave-search-mcp-server +6 stars in 24h. Web search capabilities using Brave's Search API Search & Data Extraction Tue, 07 Apr 2026 02:28:28 +0000 https://awesome-mcp.tools/server/brave-brave-search-mcp-server