Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 95.5957 | sonpiaz-watch-climcp · back-end | MCP server that downloads social video frames and transcripts from YouTube, X, LinkedIn, TikTok, and other platforms. | 253 stars · 68 forks | No one-command install · Source | |
| 702 | 95.5938 | mcp-fiscal-brasilmcp · ai-agents | Connects AI agents to Brazilian tax compliance data (CNPJ, CPF, NFe, SPED, eSocial) and provides tools for due diligence, risk scoring, and tax regime… | 284 stars · 55 forks | No one-command install · Source | |
| 702 | 95.5938 | kiliczsh-mcp-mongo-servermcp · database | Query and analyze MongoDB databases. | 284 stars · 55 forks | No one-command install · Source | |
| 704 | 95.5917 | memorygraphmcp · ai-agents | Graph-based MCP memory server for AI coding agents to store patterns, track relationships, and retrieve knowledge across sessions. | 242 stars · 81 forks | No one-command install · Source | |
| 705 | 95.5898 | alexgladkov-claude-mobilemcp · front-end | Provides unified mobile device automation for Android devices via ADB and iOS simulators via simctl, enabling screenshots, UI interactions, touch… | 359 stars · 35 forks | No one-command install · Source | |
| 706 | 95.5806 | rabbitholemcp · back-end | Rabbithole provides an infinite canvas for learning by allowing users to open documents, select text, ask questions, and receive answers that open as… | 309 stars · 42 forks | No one-command install · Source | |
| 707 | 95.5640 | tsmztech-salesforcemcp · other | Integrates with Salesforce CRM for natural language-driven data management, querying, and administration tasks. | 167 stars · 93 forks | No one-command install · Source | |
| 708 | 95.5632 | maxanatsko-powerbi-enginemcp · other | Natural language Power BI model interaction including DAX queries, measure creation, and relationship management. | 255 stars · 65 forks | No one-command install · Source | |
| 709 | 95.5590 | public-ui-kolibrimcp · back-end | Streaming KoliBri MCP server (NPM: `@public-ui/mcp`) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via… | 280 stars · 54 forks | No one-command install · Source | |
| 710 | 95.5474 | shuotao-revitmcp · front-end | Educational implementation bridging Autodesk Revit with AI assistants through dual-component architecture for model control and building information… | 102 stars · 110 forks | No one-command install · Source | |
| 711 | 95.5459 | neiltron-apple-healthmcp · database | Reads directly from Apple Health's SQLite database to provide access to personal health metrics including steps, heart rate, sleep patterns, and… | 568 stars · 23 forks | No one-command install · Source | |
| 712 | 95.5456 | bagelmcp · database | MCP server for chatting with physical-world data from robotics, drones, automotive, and IoT sources using natural language. It generates auditable SQL… | 396 stars · 30 forks | No one-command install · Source | |
| 713 | 95.5423 | hqbasemcp · devops | Provides a self-hosted shared email workspace with team access controls, multi-domain support, drafts, audit history, and an OAuth-protected MCP… | 330 stars · 38 forks | No one-command install · Source | |
| 714 | 95.5395 | reamcp · ai-agents | MCP server that enables agents to reverse engineer applications, from high-level behavior down to native binaries, using tools like Hopper and Ghidra. | 389 stars · 31 forks | No one-command install · Source | |
| 715 | 95.5382 | aliargun-geminimcp · ai-agents | Integrates Google's Gemini AI models enabling real-time response streaming and LLM processing capabilities. | 258 stars · 62 forks | No one-command install · Source | |
| 716 | 95.5311 | sosumi-aimcp · back-end | Converts Apple Developer documentation, HIG, WWDC transcripts, and external Swift-DocC pages into Markdown for AI consumption via MCP tools and HTTP… | 470 stars · 26 forks | No one-command install · Source | |
| 717 | 95.5302 | mastergo-design-dslmcp · front-end | Extracts design file metadata from MasterGo files using a personal access token, enabling direct retrieval of design element details for analysis and… | 283 stars · 51 forks | No one-command install · Source | |
| 718 | 95.5300 | emisarmcp · devops | Give AI agents Zero-Trust access to production infrastructure without the risks of granting them shell access. Actions are bounded by policy and an… | 354 stars · 34 forks | No one-command install · Source | |
| 719 | 95.5268 | zilliz-milvusmcp · database | Integrates with Milvus vector database to enable vector search, full-text search, and hybrid queries for semantic search and knowledge retrieval… | 243 stars · 70 forks | No one-command install · Source | |
| 720 | 95.5263 | wrale-tree-sittermcp · other | Provides code analysis capabilities through tree-sitter parsing, enabling structured understanding and manipulation of source code across multiple… | 310 stars · 40 forks | No one-command install · Source | |
| 721 | 95.5249 | darknet-mcp-servermcp · ai-agents | Dark web & threat intelligence for AI agents. HIBP, ThreatFox, ransomware tracking, Tor .onion access, blockchain intel, exploit search, stealer logs… | 319 stars · 39 forks | No one-command install · Source | |
| 722 | 95.5235 | mcpware-claude-code-organizermcp · ai-agents | Visual dashboard for managing Claude Code memories, skills, MCP servers, and hooks across scope hierarchies with drag-and-drop. | 376 stars · 32 forks | No one-command install · Source | |
| 723 | 95.5228 | nloui-paperless-ngxmcp · search | Integrates with Paperless-NGX API to provide document management operations including listing, searching, editing, and uploading for efficient… | 236 stars · 80 forks | No one-command install · Source | |
| 724 | 95.5171 | tw-legal-ragmcp · search | Semantic and exact retrieval over 22M Taiwan court judgments with built-in citation guardrails — bundles carry a read-whitelist so downstream models… | 304 stars · 41 forks | No one-command install · Source | |
| 725 | 95.5091 | mcp-server-crypto-newsmcp · back-end | Free, no-auth crypto news API with 200+ sources for fetching real-time and historical crypto news. | 301 stars · 42 forks | No one-command install · Source | |
| 726 | 95.5038 | mikrotik-mcpmcp · other | Provides a bridge between AI assistants and MikroTik RouterOS devices, enabling natural language management of VLANs, firewall rules, DNS settings… | 262 stars · 57 forks | No one-command install · Source | |
| 727 | 95.5001 | dnakov-radare2mcp · other | Provides direct access to radare2's binary analysis framework for reverse engineering, malware analysis, and debugging through a simple stdin/stdout… | 311 stars · 39 forks | No one-command install · Source | |
| 728 | 95.4784 | grafbase-nexusmcp · auth | AI gateway that aggregates multiple MCP servers and LLM providers through a unified HTTP interface with JWT authentication, rate limiting, and tool… | 435 stars · 27 forks | No one-command install · Source | |
| 729 | 95.4781 | isaacwasserman-snowflakemcp · database | Run SQL queries and other interactions against Snowflake databases | 186 stars · 84 forks | No one-command install · Source | |
| 730 | 95.4731 | actual-budgetmcp · other | Integrates with Actual Budget to provide transaction filtering, spending breakdowns by category, monthly summaries with savings rates, and account… | 215 stars · 80 forks | No one-command install · Source | |
| 731 | 95.4642 | arindam200-redditmcp · observability | Integrates with Reddit to provide user analysis with engagement patterns, subreddit statistics with health metrics, post creation with timing… | 299 stars · 41 forks | No one-command install · Source | |
| 732 | 95.4603 | mixelpixx-google-searchmcp · back-end | Integrates with Google Custom Search API and web scraping tools to enable web searches, content extraction, and analysis for research and data… | 256 stars · 57 forks | No one-command install · Source | |
| 733 | 95.4593 | contextweavermcp · search | A semantic code retrieval engine for AI agents that enables hybrid search, graph expansion, and token-aware context packing, integrating with MCP to… | 296 stars · 42 forks | No one-command install · Source | |
| 734 | 95.4568 | mcp-bridgemcp · back-end | MCP server for Cocos Creator that enables AI tools to automate scene editing, resource management, and project operations via HTTP and stdio… | 223 stars · 79 forks | No one-command install · Source | |
| 735 | 95.4554 | kindly-web-search-mcp-servermcp · search | Provides web search and content retrieval optimized for AI coding assistants, returning full conversations and structured content from StackOverflow… | 380 stars · 30 forks | No one-command install · Source | |
| 736 | 95.4499 | ghost-in-the-droidmcp · ai-agents | Give any LLM agent a real Android or iPhone. 62 MCP tools: tap, swipe, type, screenshot, screen-tree reading, app launch, camera, TTS, crash reports… | 334 stars · 35 forks | No one-command install · Source | |
| 737 | 95.4495 | sveltemcp · front-end | Official Svelte documentation access and code analysis server that provides up-to-date reference material, playground link generation, and intelligent… | 315 stars · 37 forks | No one-command install · Source | |
| 738 | 95.4475 | automata-labs-code-sandboxmcp · back-end | Provides a sandboxed code execution environment for secure, multi-language code running with resource limits and network restrictions. | 327 stars · 36 forks | No one-command install · Source | |
| 739 | 95.4465 | nhadaututtheky-neural-memorymcp · ai-agents | Persistent memory for AI agents with 55 MCP tools and spreading activation recall. | 240 stars · 67 forks | No one-command install · Source | |
| 740 | 95.4439 | ahonn-mcp-server-gscmcp · back-end | Analyze SEO metrics and search performance data. | 261 stars · 54 forks | No one-command install · Source | |
| 741 | 95.4433 | veritasgraphmcp · back-end | Zero-trust, air-gapped Enterprise GraphRAG MCP server. Build knowledge graphs from local documents and run multi-hop, citation-grounded queries… | 313 stars · 37 forks | No one-command install · Source | |
| 742 | 95.4385 | google-ads-adloopmcp · back-end | An MCP server that gives your AI assistant read + write access to Google Ads and GA4 — with safety guardrails that prevent accidental spend. | 255 stars · 56 forks | No one-command install · Source | |
| 743 | 95.4290 | ditrixnew-1c-edtmcp · back-end | Integrates with 1C:EDT workspace to expose project management, configuration properties, validation errors, bookmarks, tasks, and check descriptions… | 261 stars · 53 forks | No one-command install · Source | |
| 744 | 95.4286 | sts2-ai-agentmcp · ai-agents | Enables AI agents to play Slay the Spire 2 by exposing game state and actions through an MCP server, supporting combat, rewards, and run management. | 302 stars · 39 forks | No one-command install · Source | |
| 745 | 95.4241 | sylvianai-excel-agentmcp · ai-agents | Enables natural language manipulation of Excel spreadsheets including cell operations, formula management, formatting, data validation, and pivot… | 303 stars · 38 forks | No one-command install · Source | |
| 746 | 95.4219 | codespar-wompimcp · payments | Integration with Wompi, Bancolombia's Colombian payment gateway, for processing payments and managing transactions. | 269 stars · 49 forks | No one-command install · Source | |
| 747 | 95.4154 | negai-ai-agentclawmcp · ai-agents | Declarative agent workflow framework that publishes workflows as MCP servers and connects to MCP servers as tools. | 340 stars · 33 forks | No one-command install · Source | |
| 748 | 95.4132 | hagaihen-facebook-pages-managermcp · back-end | Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social… | 215 stars · 78 forks | No one-command install · Source | |
| 749 | 95.4113 | govcraft-rust-docsmcp · observability | Efficiently loads and processes Rust crate documentation using LlamaIndex's HTML reader, with intelligent file selection logic to handle duplicate… | 297 stars · 40 forks | No one-command install · Source | |
| 750 | 95.4109 | unmuktoai-wazuhmcp · search | Integrates with Wazuh security platform to provide real-time security alerts and event data from Elasticsearch indices for security operations and… | 241 stars · 64 forks | No one-command install · Source | |
| 751 | 95.4093 | metatrader-5-mcp-servermcp · back-end | Enables AI assistants to connect to MetaTrader 5 for trading, market data access, and account management through the Model Context Protocol. | 214 stars · 78 forks | No one-command install · Source | |
| 752 | 95.4080 | nulab-backlogmcp · github-vcs | Integrates with Backlog project management platform to enable direct management of projects, issues, wikis, git repositories, pull requests, and… | 235 stars · 69 forks | No one-command install · Source | |
| 753 | 95.4035 | api-agentmcp · back-end | Turn any API into an MCP server. Query in English. Get results—even when the API can't. | 285 stars · 44 forks | No one-command install · Source | |
| 754 | 95.3927 | zueai-mcp-managermcp · ai-agents | Simple Web UI to install and manage MCP servers for Claude Desktop App. | 292 stars · 41 forks | No one-command install · Source | |
| 755 | 95.3918 | mcp-on-vercelmcp · devops | A template for deploying an MCP server on Vercel, with example tools like roll_dice and get_weather. | 249 stars · 56 forks | No one-command install · Source | |
| 756 | 95.3878 | yoshiko-pg-o3-searchmcp · search | Provides web search capabilities using OpenAI's o3 model with configurable reasoning effort levels for finding current information and solving complex… | 288 stars · 42 forks | No one-command install · Source | |
| 757 | 95.3842 | sdglbl-claude-codemcp · ai-agents | Enables Claude to execute code-related tasks through direct tools for code understanding, modification, command execution, and file operations with… | 303 stars · 37 forks | No one-command install · Source | |
| 758 | 95.3809 | ttommyth-interactive-terminalmcp · comms | Interactive terminal interface for enhancing AI interactions with user input capabilities, notifications, and cross-platform support for complex tasks… | 352 stars · 31 forks | No one-command install · Source | |
| 759 | 95.3779 | cloudflare-playwrightmcp · browser | Enables browser automation through structured accessibility snapshots for web navigation, form-filling, element interaction, and data extraction… | 257 stars · 51 forks | No one-command install · Source | |
| 760 | 95.3707 | nwiizo-terraformmcp · devops | Rust-based Terraform infrastructure management server that enables resource listing, configuration validation, and state management across different… | 371 stars · 29 forks | No one-command install · Source | |
| 761 | 95.3576 | vishalsachdev-canvas-learning-management-systemmcp · back-end | Integrates with the Canvas Learning Management System API to enable course management, assignment tracking, and student engagement analysis in… | 219 stars · 76 forks | No one-command install · Source | |
| 762 | 95.3439 | ozamatash-open-deep-researchmcp · search | Performs iterative, deep research on any topic by combining search engines, web scraping, and large language models to generate comprehensive markdown… | 323 stars · 33 forks | No one-command install · Source | |
| 763 | 95.3433 | hypothesi-taurimcp · other | Integrates with Tauri v2 applications during development | 296 stars · 38 forks | No one-command install · Source | |
| 764 | 95.3420 | simonb97-windows-cli-mcp-servermcp · back-end | Control Windows command-line interfaces securely. | 269 stars · 45 forks | No one-command install · Source | |
| 765 | 95.3212 | gbrigandi-mcp-server-wazuhmcp · back-end | 🚨 🍎 🪟 🐧 - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced… | 237 stars · 61 forks | No one-command install · Source | |
| 766 | 95.3184 | facebook-ads-library-mcp-servermcp · back-end | Enables searching and analyzing Facebook's public ads library for any brand, including ad images, text, and video analysis. | 295 stars · 38 forks | No one-command install · Source | |
| 767 | 95.3150 | claude-teamsmcp · ai-agents | MCP server that enables multi-agent collaboration with task lists, inter-agent messaging, and tmux-based spawning, making Claude Code's agent teams… | 281 stars · 41 forks | No one-command install · Source | |
| 768 | 95.3145 | mfydev-ghostmcp · other | Interact with the Ghost CMS to control your blog through natural language. Manage posts, tags, users, members, and more with secure access. | 232 stars · 65 forks | No one-command install · Source | |
| 769 | 95.3102 | open-strategy-partners-marketing-toolsmcp · other | Content and product marketing tools, including a standardized editing code system, writing guidelines, web metadata generator, and product… | 272 stars · 43 forks | No one-command install · Source | |
| 770 | 95.3063 | open-image-debuggermcp · ai-agents | Gives AI agents eyes on in-memory image buffers in live gdb/lldb C/C++ debug sessions: list observable symbols at a breakpoint, view renderings, read… | 250 stars · 50 forks | No one-command install · Source | |
| 771 | 95.3034 | cdp-bridgemcp · browser | Connects MCP clients to real browser sessions via a Chromium plugin, enabling LLMs to read, scan, automate, and navigate web pages using the user's… | 296 stars · 37 forks | No one-command install · Source | |
| 772 | 95.3007 | easy-autocadmcp · back-end | Enables programmatic interaction with AutoCAD by providing a Python-based server that supports database management and task automation through… | 251 stars · 49 forks | No one-command install · Source | |
| 773 | 95.2981 | r-huijts-xcodemcp · other | Integrates with Xcode to streamline iOS development workflows, automate build processes, and facilitate code generation for efficient app creation. | 385 stars · 27 forks | No one-command install · Source | |
| 774 | 95.2977 | storybook-addon-mcpmcp · front-end | Help agents automatically write and test stories for your UI components | 270 stars · 43 forks | No one-command install · Source | |
| 775 | 95.2861 | cyanheads-gitmcp · github-vcs | Integrates with Git repositories using simple-git to enable core version control operations like cloning, committing, and branch management. | 239 stars · 56 forks | No one-command install · Source | |
| 776 | 95.2822 | pyscrappymcp · browser | A Python web-scraping toolkit that exposes 22 tools for fetching structured web data (from any URL to search, finance, e-commerce, and reference… | 194 stars · 76 forks | No one-command install · Source | |
| 777 | 95.2785 | dainfernalcoder-perplexity-research-assistantmcp · search | Integrates with Perplexity Sonar Pro API to provide real-time research assistance for developers, enabling efficient documentation retrieval, API… | 295 stars · 37 forks | No one-command install · Source | |
| 778 | 95.2731 | versuscontrol-aws-infrastructure-agentmcp · devops | Provides autonomous AWS infrastructure management through natural language processing, combining real-time resource discovery with AI-driven planning… | 217 stars · 71 forks | No one-command install · Source | |
| 779 | 95.2718 | burningion-video-editingmcp · back-end | Integrates with Video Jungle API to enable AI-powered video editing and content searching through natural language queries and automated clip… | 288 stars · 38 forks | No one-command install · Source | |
| 780 | 95.2689 | elusznik-code-execution-modemcp · back-end | Execute Python in isolated containers while bridging access to other MCP servers through auto-discovered proxies | 338 stars · 30 forks | No one-command install · Source | |
| 781 | 95.2675 | freecad-robust-mcp-servermcp · back-end | An MCP server that enables AI assistants to interact with FreeCAD for 3D modeling, macro development, and debugging through 150+ tools supporting… | 238 stars · 56 forks | No one-command install · Source | |
| 782 | 95.2521 | jelasin-ida-promcp · back-end | Bridges IDA Pro disassembler with external tools through a proxy architecture that enables remote access to binary analysis capabilities, disassembly… | 247 stars · 48 forks | No one-command install · Source | |
| 783 | 95.2384 | bhavsec-autopentest-aimcp · other | Automated web application penetration testing framework implementing OWASP WSTG methodology. | 231 stars · 60 forks | No one-command install · Source | |
| 784 | 95.2220 | yanxingliu-difymcp · back-end | Integrates with the Dify API to enable workflow execution and management for automated task processing and decision making across domains. | 280 stars · 38 forks | No one-command install · Source | |
| 785 | 95.2185 | baranwang-trends-hubmcp · other | Provides real-time access to trending topics and content from major Chinese platforms including Weibo, Zhihu, Douyin, Bilibili, Douban, Toutiao, and… | 269 stars · 40 forks | No one-command install · Source | |
| 786 | 95.2174 | openloremcp · ai-agents | Provides persistent architectural memory and structural cognition for AI coding agents, enabling efficient orientation, graph-aware context, and drift… | 291 stars · 36 forks | No one-command install · Source | |
| 787 | 95.2172 | varun29ankus-shodh-memorymcp · ai-agents | Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices. | 275 stars · 39 forks | No one-command install · Source | |
| 788 | 95.2161 | digitaloceanmcp · devops | Enables AI to manage DigitalOcean cloud infrastructure by providing access to account information, droplets, domains, firewalls, and other services… | 131 stars · 84 forks | No one-command install · Source | |
| 789 | 95.1899 | surendranb-google-analyticsmcp · observability | Integrates with Google Analytics 4 to retrieve metrics, dimensions, and customized reports with flexible date ranges for analyzing website performance… | 242 stars · 48 forks | No one-command install · Source | |
| 789 | 95.1899 | xgenerationlab-xiyan-mysqlmcp · database | Enables natural language interaction with MySQL databases through XiYanSQL, providing secure table listing, data reading, and query execution… | 242 stars · 48 forks | No one-command install · Source | |
| 791 | 95.1877 | filescopemcp · other | Analyzes codebases to identify important files based on dependency relationships, providing structural understanding of projects with importance… | 302 stars · 32 forks | No one-command install · Source | |
| 792 | 95.1720 | cnych-backlinks-ahrefsmcp · other | Retrieves detailed backlink data from Ahrefs including anchor text, domain rating, and URL information for SEO analysis and link building strategies. | 257 stars · 41 forks | No one-command install · Source | |
| 793 | 95.1703 | wenb1n-mysql-database-managermcp · database | Provides direct access to MySQL databases with advanced features like multiple SQL execution, table metadata querying, execution plan analysis, and… | 248 stars · 44 forks | No one-command install · Source | |
| 794 | 95.1693 | rafalwilinski-awsmcp · devops | Bridges AWS services with the AWS SDK v2, enabling secure access and management of AWS resources for cloud infrastructure and data processing tasks. | 294 stars · 34 forks | No one-command install · Source | |
| 795 | 95.1670 | jinzcdev-markmapmcp · other | Transforms Markdown documents into interactive mind maps with zooming, node expansion/collapse, and multi-format export capabilities for visualizing… | 288 stars · 35 forks | No one-command install · Source | |
| 796 | 95.1662 | agent-qamcp · ai-agents | Self improving QA agent for software teams | 897 stars · 15 forks | No one-command install · Source | |
| 797 | 95.1648 | gmail-mcp-server-artymclabin-forkmcp · auth | Lean Gmail MCP server with auto authentication, attachments, thread operations, filter management, and configurable OAuth scopes. Actively maintained… | 231 stars · 55 forks | No one-command install · Source | |
| 798 | 95.1641 | raiansar-claude-gemini-collaborationmcp · ai-agents | Enables Claude to collaborate with Google's Gemini AI through question answering, configurable code review, and brainstorming sessions for multi-model… | 250 stars · 43 forks | No one-command install · Source | |
| 799 | 95.1617 | gh-enuno-unifimcp · back-end | Manage UniFi network devices, clients, and settings through the official UniFi API. | 244 stars · 45 forks | No one-command install · Source | |
| 800 | 95.1457 | hustcc-echartsmcp · other | Generates interactive charts and visualizations by accepting ECharts configuration JSON with customizable dimensions, themes, and output formats… | 263 stars · 39 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.