Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 92.8426 | gographmcp · search | A local AST and type-aware Go repository context indexer that uses CHA to map symbols, call graphs, dependencies, and architecture patterns. Built for… | 212 stars · 14 forks | No one-command install · Source | |
| 1602 | 92.8367 | rcontesti-interactive-brokersmcp · back-end | Provides complete access to Interactive Brokers' Web API through a containerized FastAPI architecture with session management and auto-generated… | 140 stars · 25 forks | No one-command install · Source | |
| 1603 | 92.8351 | kaliaboi-zoteromcp · search | Integrates with Zotero to enable listing collections, retrieving item details, searching libraries, and fetching recent papers for research and… | 164 stars · 19 forks | No one-command install · Source | |
| 1604 | 92.8242 | wyre-technology-autotask-psamcp · payments | Gives AI assistants direct access to Kaseya Autotask PSA with 39 tools for tickets, time entries, companies, projects, and billing. | 49 stars · 55 forks | No one-command install · Source | |
| 1605 | 92.8222 | amit-arora-aws-cost-explorer-bedrock-usagemcp · devops | Integrates with AWS Cost Explorer and CloudWatch to analyze cloud spending patterns and Bedrock model usage statistics for detailed cost monitoring… | 126 stars · 30 forks | No one-command install · Source | |
| 1606 | 92.8196 | outline-mcp-servermcp · back-end | A Model Context Protocol server that enables AI agents to manage documents, collections, comments, and users in Outline through its API. | 120 stars · 33 forks | No one-command install · Source | |
| 1607 | 92.8164 | lekssays-joernmcp · observability | Provides static code analysis capabilities using Joern's Code Property Graph technology in Docker environments, automatically detecting programming… | 163 stars · 19 forks | No one-command install · Source | |
| 1608 | 92.8132 | octagon-investment-researchmcp · other | Provides specialized investment research tools for analyzing SEC filings, earnings calls, financial data, stock market information, private company… | 147 stars · 23 forks | No one-command install · Source | |
| 1609 | 92.8109 | opendatamcp-opendatamcpmcp · other | Connect to open data from millions of open government, NGO, and company datasets. | 154 stars · 21 forks | No one-command install · Source | |
| 1610 | 92.8038 | atlassian-data-center-mcpmcp · other | Provides MCP integration for Atlassian Data Center products including Jira, Confluence, and Bitbucket. | 100 stars · 42 forks | No one-command install · Source | |
| 1611 | 92.7973 | voice-hooksmcp · browser | Real-time voice interaction system for Claude Code that enables natural speech-based conversations during development workflows with browser-based… | 125 stars · 30 forks | No one-command install · Source | |
| 1612 | 92.7955 | playcanvas-editormcp · browser | Enables real-time interaction with the PlayCanvas game engine through a Chrome extension that injects WebSocket capabilities into the Editor, allowing… | 132 stars · 27 forks | No one-command install · Source | |
| 1613 | 92.7914 | microsoft-clarity-analyticsmcp · observability | Enables AI to fetch and analyze Microsoft Clarity website analytics data including metrics like scroll depth, engagement time, and traffic with… | 114 stars · 37 forks | No one-command install · Source | |
| 1614 | 92.7866 | garc33-bitbucket-server-pull-request-managermcp · back-end | Integrates with Bitbucket's API to streamline pull request workflows, enabling efficient code reviews and automated PR management. | 66 stars · 47 forks | No one-command install · Source | |
| 1615 | 92.7852 | video-creator-ffmpegmcp · search | Enables video manipulation through natural language commands, providing functionality for searching, retrieving metadata, cutting clips, and… | 145 stars · 23 forks | No one-command install · Source | |
| 1616 | 92.7798 | twilio-apimcp · back-end | Integrates with Twilio's API ecosystem to enable messaging, voice, conversations, and serverless functions through authenticated access with automatic… | 109 stars · 41 forks | No one-command install · Source | |
| 1617 | 92.7769 | shinzo-labs-gmailmcp · comms | Manage your emails effortlessly with a standardized interface for drafting, sending, retrieving, and organizing messages. Streamline your email… | 58 stars · 50 forks | No one-command install · Source | |
| 1618 | 92.7690 | dart-project-managementmcp · other | Integrates with Dart's project management platform, enabling direct task and document management through a set of tools for creating, retrieving… | 128 stars · 28 forks | No one-command install · Source | |
| 1619 | 92.7603 | hegelionmcp · ai-agents | An MCP server that improves LLM reasoning through dialectical argumentation and generates verified code via a player-coach loop. | 172 stars · 17 forks | No one-command install · Source | |
| 1620 | 92.7499 | bromoket-x64dbgmcp · ai-agents | AI-powered reverse engineering and debugging interface for the x64dbg debugger with breakpoints, memory analysis, and tracing. | 125 stars · 29 forks | No one-command install · Source | |
| 1621 | 92.7425 | adeumcp · back-end | Legal automation MCP server for contract redlining and request triage in in-house legal teams. | 150 stars · 21 forks | No one-command install · Source | |
| 1622 | 92.7403 | miromcp · auth | Connect AI coding tools to Miro boards for diagram generation, code creation, and visual collaboration through OAuth-secured access. | 155 stars · 20 forks | No one-command install · Source | |
| 1623 | 92.7335 | aikts-yandex-trackermcp · auth | Integrates with Yandex Tracker for comprehensive issue management, queue operations, user management, and project data access with OAuth 2.0… | 113 stars · 36 forks | No one-command install · Source | |
| 1624 | 92.7258 | code-graph-rag-mcpmcp · back-end | A powerful Model Context Protocol server that creates intelligent graph representations of your codebase with comprehensive semantic analysis… | 122 stars · 30 forks | No one-command install · Source | |
| 1625 | 92.7207 | vibe-annotationsmcp · ai-agents | MCP server that exposes web page annotations to AI coding agents, enabling automated implementation of visual feedback and design tweaks. | 149 stars · 21 forks | No one-command install · Source | |
| 1625 | 92.7207 | jtsylve-ida-promcp · back-end | Headless IDA Pro 9.3 MCP server exposing comprehensive binary analysis, decompilation, and reverse engineering tools. | 149 stars · 21 forks | No one-command install · Source | |
| 1625 | 92.7207 | jordyzomer-codeqlmcp · other | Bridges to the CodeQL static analysis engine for identifying security vulnerabilities and quality issues in codebases through structured query… | 149 stars · 21 forks | No one-command install · Source | |
| 1628 | 92.7197 | lzsheng-yapimcp · back-end | Integrates with YApi for API management, enabling seamless access to API documentation for tasks like code generation, testing, and integration… | 120 stars · 31 forks | No one-command install · Source | |
| 1629 | 92.7177 | drhelius-gearcolecomcp · observability | AI-assisted debugging for ColecoVision emulation, exposing memory inspection, breakpoints, disassembly, and hardware monitoring through the MCP… | 138 stars · 24 forks | No one-command install · Source | |
| 1630 | 92.7131 | huggingagi-mcp-baostock-servermcp · back-end | MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data. | 118 stars · 32 forks | No one-command install · Source | |
| 1631 | 92.7116 | pnp-sharepoint-listsmcp · other | Enables AI to interact with SharePoint lists through the CLI for Microsoft 365, allowing natural language management of content without requiring… | 129 stars · 27 forks | No one-command install · Source | |
| 1632 | 92.7089 | toleno-networkmcp · other | Manage Toleno mining accounts with natural language commands. | 202 stars · 14 forks | No one-command install · Source | |
| 1633 | 92.7016 | highflame-ai-zeroididentity · auth | Use when a fleet of autonomous agents needs issued identities with a lifecycle — created, rotated and revoked. | 163 stars · 18 forks | No one-command install · Source | |
| 1634 | 92.7012 | alondmnt-joplinmcp · back-end | Integrates with Joplin note-taking application via the joppy Python API | 168 stars · 17 forks | No one-command install · Source | |
| 1635 | 92.7011 | taylorwilsdon-quantconnectmcp · search | Integrates with QuantConnect's quantitative finance platform to provide historical data retrieval, statistical analysis, portfolio optimization… | 119 stars · 31 forks | No one-command install · Source | |
| 1636 | 92.6999 | gaopengbin-cesium-mcpmcp · ai-agents | AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS — camera flight, GeoJSON/3D Tiles layers, markers, spatial… | 133 stars · 25 forks | No one-command install · Source | |
| 1636 | 92.6999 | jdez427-claude-ipcmcp · auth | Enables secure inter-process communication between multiple AI instances running on the same machine through TCP socket-based message brokering… | 133 stars · 25 forks | No one-command install · Source | |
| 1638 | 92.6835 | hexsleeves-tailscalemcp · back-end | Integrates with Tailscale's CLI and REST API to provide network management capabilities including device authorization, route configuration, ACL… | 136 stars · 24 forks | No one-command install · Source | |
| 1639 | 92.6740 | jjsantos01-jupyter-notebook-mcpmcp · ai-agents | connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks. | 130 stars · 26 forks | No one-command install · Source | |
| 1640 | 92.6731 | cyanheads-pubmedmcp · search | Enables AI systems to search, retrieve, and analyze biomedical literature from PubMed for evidence-based research, citation generation, and data… | 142 stars · 22 forks | No one-command install · Source | |
| 1641 | 92.6711 | itsuzef-reapermcp · other | Bridges REAPER digital audio workstation with external tools, enabling comprehensive control for music production tasks including project management… | 127 stars · 27 forks | No one-command install · Source | |
| 1642 | 92.6698 | scrapegraphai-scrapegraphmcp · back-end | Integrates with ScapeGraph API to enable web scraping and graph-based data analysis for efficient extraction and processing of large-scale web data. | 113 stars · 34 forks | No one-command install · Source | |
| 1643 | 92.6641 | horw-esp-idfmcp · other | Streamlines ESP-IDF project building with automatic environment setup and error handling for ESP32 microcontroller development. | 156 stars · 19 forks | No one-command install · Source | |
| 1644 | 92.6571 | qzclimcp · auth | Enables managing OpenI platform resources (login, query nodes, submit jobs, view logs) via natural language in Claude or Codex, following a… | 123 stars · 28 forks | No one-command install · Source | |
| 1645 | 92.6451 | jinzcdev-leetcodemcp · search | Connects to LeetCode's programming platform for accessing problem descriptions, searching by tags and difficulty, retrieving user profiles, and… | 141 stars · 22 forks | No one-command install · Source | |
| 1646 | 92.6385 | coros-mcpmcp · back-end | A Model Context Protocol (MCP) server that fetches sleep, HRV, and training data from the unofficial Coros API and exposes them to AI assistants like… | 115 stars · 32 forks | No one-command install · Source | |
| 1647 | 92.6296 | teslamatemcp · database | Provides access to TeslaMate database analytics for querying Tesla vehicle data including battery health, charging patterns, driving efficiency… | 140 stars · 22 forks | No one-command install · Source | |
| 1648 | 92.6284 | burtthecoder-virustotalmcp · back-end | This VirusTotal MCP server enables AI assistants to programmatically access VirusTotal's threat intelligence for security analysis and threat… | 149 stars · 20 forks | No one-command install · Source | |
| 1649 | 92.6275 | hidai25-evalviewmcp · devops | Regression testing for AI agents with golden baselines, CI/CD integration, and multi-framework support. | 133 stars · 24 forks | No one-command install · Source | |
| 1650 | 92.6225 | v-3-notion-servermcp · back-end | Interact with Notion workspaces by searching, reading, creating, and updating pages. | 119 stars · 29 forks | No one-command install · Source | |
| 1651 | 92.6193 | termix-bsc-blockchainmcp · other | Provides a robust blockchain interaction layer for Binance Smart Chain, enabling secure wallet management, token transfers, and smart contract… | 105 stars · 40 forks | No one-command install · Source | |
| 1652 | 92.6146 | datahillmcp · observability | Enables interactive data analysis using a real IPython kernel with session management, supporting CSV/Excel/JSON loading, code execution, and variable… | 159 stars · 18 forks | No one-command install · Source | |
| 1653 | 92.5995 | openfate-bazi-mcpmcp · ai-agents | Enables AI agents to calculate deterministic Bazi (Four Pillars) charts with True Solar Time and Earthly Branch interactions, avoiding LLM… | 142 stars · 21 forks | No one-command install · Source | |
| 1653 | 92.5995 | berlinbra-polymarket-predictionsmcp · back-end | Integrates with PolyMarket's API to fetch and analyze prediction market data for financial insights and decision support. | 142 stars · 21 forks | No one-command install · Source | |
| 1655 | 92.5985 | skirano-rat-retrieval-augmented-thinkingmcp · search | Combines DeepSeek's analysis with multiple response models to enhance AI conversation quality through structured two-stage reasoning. | 116 stars · 31 forks | No one-command install · Source | |
| 1656 | 92.5959 | toolprint-hypertoolmcp · back-end | Proxy server that connects to multiple MCP servers as a client and exposes their tools through configurable toolsets that can be hot-swapped without… | 158 stars · 18 forks | No one-command install · Source | |
| 1657 | 92.5889 | cexll-codex-climcp · ai-agents | Bridges OpenAI's Codex CLI with structured command execution, brainstorming sessions, and chunked response delivery for code analysis, automated… | 179 stars · 15 forks | No one-command install · Source | |
| 1658 | 92.5840 | mingpanmcp · other | Provides traditional Chinese astrology (Bazi, Ziwei) and divination (Liuyao, Meihua, Qimen, etc.) calculations as MCP tools for AI assistants. | 106 stars · 39 forks | No one-command install · Source | |
| 1659 | 92.5831 | linkingooo-renderdocmcp · back-end | GPU frame capture analysis using RenderDoc's Python API for graphics debugging, performance profiling, and rendering issue diagnosis. | 163 stars · 17 forks | No one-command install · Source | |
| 1660 | 92.5638 | rohlik-mcpmcp · search | Enables AI assistants to interact with Rohlik Group's online grocery delivery services across multiple countries, including product search, cart… | 119 stars · 28 forks | No one-command install · Source | |
| 1660 | 92.5638 | illuminaresolutions-n8nmcp · auth | Bridges Claude with n8n automation workflows, enabling direct creation, execution, and management of workflows, credentials, and enterprise features… | 119 stars · 28 forks | No one-command install · Source | |
| 1662 | 92.5581 | frida-mcpmcp · back-end | An MCP server that enables AI models to perform Android dynamic analysis using Frida, including spawning and attaching to applications, listing apps… | 114 stars · 31 forks | No one-command install · Source | |
| 1663 | 92.5545 | evalstate-miromcp · other | Create and manage content on Miro whiteboards. | 112 stars · 32 forks | No one-command install · Source | |
| 1664 | 92.5487 | puravparab-gitingestmcp · github-vcs | Extracts and provides GitHub repository information including summaries, directory structures, and file contents for seamless code analysis and… | 136 stars · 22 forks | No one-command install · Source | |
| 1665 | 92.5486 | liqiongyu-xueqiumcp · other | Integrates with Xueqiu (雪球) financial platform to provide real-time Chinese stock market data, company financials, and investor sentiment analysis for… | 115 stars · 30 forks | No one-command install · Source | |
| 1666 | 92.5462 | shortcutmcp · search | Integrates with Shortcut's project management platform to provide story management, epic and iteration operations, team workflows, objective tracking… | 98 stars · 40 forks | No one-command install · Source | |
| 1667 | 92.5447 | emzimmer-wordpressmcp · back-end | Integrates with WordPress REST API to enable secure content management, user administration, and site configuration tasks. | 117 stars · 29 forks | No one-command install · Source | |
| 1668 | 92.5375 | kargatharaakash-google-stitchmcp · front-end | Integrates with Google Stitch design platform to enable automated UI/UX design workflows, component generation, and cross-platform design system… | 121 stars · 27 forks | No one-command install · Source | |
| 1669 | 92.5349 | ab-methodworkflow · ai-agents | A principled, spec-driven workflow that transforms large problems into focused, incremental missions using Claude Code's specialized sub agents… | 189 stars · 14 forks | No one-command install · Source | |
| 1670 | 92.5343 | aberemia24-code-executormcp · devops | Secure sandboxed TypeScript/Python execution with Docker isolation and token-efficient wrapper generation | 130 stars · 24 forks | No one-command install · Source | |
| 1671 | 92.5301 | alan-thegentleman-gentleman-bookmcp · other | Conversational access to technical content on software architecture and clean code principles | 135 stars · 22 forks | No one-command install · Source | |
| 1672 | 92.5240 | stevenyu113228-bloodhoundmcp · database | Enables security professionals to analyze Active Directory and Azure AD environments through natural language queries by connecting to BloodHound's… | 160 stars · 17 forks | No one-command install · Source | |
| 1673 | 92.5236 | catoncat-notion-local-opsmcp · devops | Gives Notion's custom AI agent access to local file operations, shell commands, and Git workflows through 18+ tools via a cloudflared HTTPS tunnel. | 105 stars · 38 forks | No one-command install · Source | |
| 1674 | 92.5172 | open-computer-usemcp · ai-agents | MCP server that gives any LLM a managed Docker workspace with live browser, terminal, code execution, document skills, and autonomous sub-agents. | 118 stars · 28 forks | No one-command install · Source | |
| 1675 | 92.5125 | berlinbra-alpha-vantagemcp · back-end | Integrates with Alpha Vantage API to provide real-time financial market data for stock quotes, company information, cryptocurrency rates, and… | 104 stars · 39 forks | No one-command install · Source | |
| 1676 | 92.5110 | jamesanz-medical-mcpmcp · back-end | An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug… | 111 stars · 32 forks | No one-command install · Source | |
| 1677 | 92.5051 | gh-mapleleavessssssss-wq-vivado-edamcp · other | Controls Xilinx Vivado for FPGA development with synthesis, implementation, bitstream generation, and automated diagnostic tools. | 113 stars · 30 forks | No one-command install · Source | |
| 1678 | 92.4992 | jnmetacode-shellwardmcp · ai-agents | AI Agent Security Middleware & MCP Server with 8-layer defense including prompt injection detection, DLP data flow tracking, command blocking, and PII… | 131 stars · 23 forks | No one-command install · Source | |
| 1679 | 92.4943 | ht-terminalmcp · back-end | Provides direct access to headless terminal sessions through a high-performance Rust implementation, enabling terminal automation, command execution… | 216 stars · 12 forks | No one-command install · Source | |
| 1680 | 92.4939 | perforce-p4mcp · github-vcs | Integrates with Perforce P4 version control system | 119 stars · 27 forks | No one-command install · Source | |
| 1681 | 92.4901 | cml-mcpmcp · other | Enables AI assistants to interact with Cisco Modeling Labs (CML) using natural language, allowing creation, management, and automation of network… | 71 stars · 43 forks | No one-command install · Source | |
| 1682 | 92.4795 | a2a-mcp-tutorialworkflow · ai-agents | A tutorial on how to use Model Context Protocol by Anthropic and Agent2Agent Protocol by Google | 114 stars · 29 forks | No one-command install · Source | |
| 1683 | 92.4647 | dhakalnirajan-blendermcp · other | Integrates Blender with local AI models via Ollama, enabling natural language control of 3D modeling tasks including object creation, modification… | 112 stars · 30 forks | No one-command install · Source | |
| 1684 | 92.4614 | dmontgomery40-canvas-lmsmcp · other | Manage courses and assignments in Canvas learning system. | 103 stars · 38 forks | No one-command install · Source | |
| 1685 | 92.4586 | raine-consult-llmmcp · ai-agents | Escalates complex reasoning tasks to more powerful language models (OpenAI o3, Google Gemini 2.5 Pro, DeepSeek Reasoner) by forwarding markdown… | 132 stars · 22 forks | No one-command install · Source | |
| 1686 | 92.4565 | brandon-ghidramcp · search | Integrates with Ghidra's binary analysis capabilities to enable decompiled code retrieval, function analysis, and security assessment of binaries… | 135 stars · 21 forks | No one-command install · Source | |
| 1686 | 92.4565 | agentrpcmcp · ai-agents | A universal RPC layer for AI agents. Connect to any function, any language, any framework, in minutes. | 135 stars · 21 forks | No one-command install · Source | |
| 1686 | 92.4565 | dkruyt-hetznermcp · back-end | Integrates with Hetzner Cloud API to enable management of cloud infrastructure resources including servers, volumes, firewalls, and SSH keys for… | 135 stars · 21 forks | No one-command install · Source | |
| 1689 | 92.4418 | justin3go-commcp · ai-agents | A fully-featured modern blog based on VitePress | 139 stars · 20 forks | No one-command install · Source | |
| 1689 | 92.4418 | one-searchmcp · search | Provides a unified search and web scraping platform that integrates multiple search providers like SearxNG and Tavily, along with Firecrawl for… | 139 stars · 20 forks | No one-command install · Source | |
| 1691 | 92.4280 | google-ai-mode-mcp-servermcp · back-end | Enables any MCP-compatible LLM to perform AI-powered web research using Google's AI Mode, returning synthesized and cited answers instead of raw… | 150 stars · 18 forks | No one-command install · Source | |
| 1692 | 92.4208 | zilongxue-email-managermcp · comms | Integrates with email systems through IMAP and SMTP protocols to enable searching, retrieving, analyzing, and sending emails directly within… | 114 stars · 28 forks | No one-command install · Source | |
| 1693 | 92.4192 | nkapila6-mcp-local-ragmcp · back-end | "primitive" RAG-like web search model context protocol (MCP) server that runs locally. No APIs needed. | 133 stars · 21 forks | No one-command install · Source | |
| 1694 | 92.4173 | mcp-server-wechatmcp · back-end | 基于MCP技术，实现微信聊天记录获取和消息发送的自动化操作，支持获取指定日期的聊天记录、向单个或多个好友发送消息。 | 112 stars · 29 forks | No one-command install · Source | |
| 1695 | 92.4147 | cursor-notebook-mcpmcp · ai-agents | An MCP server that enables AI agents to create, read, edit, and manage Jupyter Notebook files programmatically, overcoming limitations in Cursor's… | 161 stars · 16 forks | No one-command install · Source | |
| 1696 | 92.4101 | opentakeoff-mcpmcp · other | Drive the OpenTakeoff construction takeoff engine from any MCP client: open plan PDFs, set and verify drawing scale, one-click room areas, measure… | 104 stars · 36 forks | armory install opentakeoff-mcp --cli claude | |
| 1697 | 92.4029 | opencode-mcpmcp · back-end | Bridges MCP clients to OpenCode's headless API, enabling AI to delegate autonomous coding tasks like building features, debugging, and refactoring… | 127 stars · 23 forks | No one-command install · Source | |
| 1697 | 92.4029 | rishikavikondala-aws-resource-managermcp · devops | Manage AWS S3 and DynamoDB resources. | 127 stars · 23 forks | No one-command install · Source | |
| 1699 | 92.4012 | typescript-quality-hookshook · back-end | A quality-check hook for Node.js TypeScript projects: TypeScript compilation, ESLint auto-fixing and Prettier formatting, with SHA256 config caching… | 178 stars · 14 forks | No one-command install · Source | |
| 1700 | 92.3998 | dottedsign-mcpmcp · other | Enables AI assistants to manage eSignature workflows, including creating signing tasks, tracking document status, and managing templates via natural… | 142 stars · 19 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.