Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2901 | 85.6973 | lyuboslavlyubenov-soloditmcp · database | Integrates with Solodit's vulnerability database to search smart contract security audit findings and retrieve detailed vulnerability reports… | 42 stars · 13 forks | No one-command install · Source | |
| 2902 | 85.6932 | docmost-mcp-servermcp · back-end | Enables AI agents to search, create, modify, and organize documentation pages and spaces in Docmost. | 29 stars · 18 forks | No one-command install · Source | |
| 2903 | 85.6865 | codebase-mcpmcp · ai-agents | An open-source AI-powered development assistant that connects Claude Desktop to your codebase via MCP, enabling semantic code search, AI-assisted… | 50 stars · 9 forks | No one-command install · Source | |
| 2903 | 85.6865 | tomatio13-tavily-searchmcp · search | Perform web searches and retrieve structured results via Tavily. | 50 stars · 9 forks | No one-command install · Source | |
| 2905 | 85.6853 | peikuo-china-stockmcp · other | Provides real-time Chinese stock market data through AKShare, offering tools for market overviews, individual stock information, sector analysis, fund… | 23 stars · 19 forks | No one-command install · Source | |
| 2906 | 85.6833 | wrediam-coolifymcp · devops | Enables comprehensive Coolify infrastructure management by exposing tools for creating, deploying, and tracking servers, applications, and team… | 45 stars · 11 forks | No one-command install · Source | |
| 2906 | 85.6833 | kentcdodds-cloudflare-edge-calculatormcp · devops | Demonstrates edge deployment of MCP servers using Cloudflare Workers and Durable Objects for global low-latency tool execution with calculator… | 45 stars · 11 forks | No one-command install · Source | |
| 2906 | 85.6833 | crawl4ai-ragmcp · search | Combines web crawling with vector search to enable content extraction, semantic indexing, and retrieval-augmented generation over web-based… | 45 stars · 11 forks | No one-command install · Source | |
| 2906 | 85.6833 | sailingcoder-grafana-analyzermcp · observability | Connects to Grafana instances via API to enable natural language querying of metrics and dashboard data with intelligent analysis, monitoring… | 45 stars · 11 forks | No one-command install · Source | |
| 2910 | 85.6830 | hledger-mcp-servermcp · back-end | Provides AI assistants with direct access to HLedger accounting data and functionality, enabling natural language queries for balances, reports… | 65 stars · 6 forks | No one-command install · Source | |
| 2910 | 85.6830 | sawa-zen-vrchat-mcpmcp · back-end | 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat. | 65 stars · 6 forks | No one-command install · Source | |
| 2912 | 85.6605 | hannesj-graphql-schemamcp · back-end | Enables AI models to explore and understand GraphQL schemas through specialized tools for querying operations, looking up type definitions, pattern… | 47 stars · 10 forks | No one-command install · Source | |
| 2913 | 85.6395 | agent-browsermcp · browser | A hardened local browser MCP server that drives your existing Chrome over the DevTools Protocol, providing token-efficient Markdown extraction and… | 1 star · passed install test | No one-command install · Source | |
| 2913 | 85.6395 | composiomcp · auth | Provides each user in a shared channel with their own authenticated tools (e.g., Gmail, Outlook, GitHub) via Composio's Tool Router, handling per-user… | 1 star · passed install test | No one-command install · Source | |
| 2915 | 85.6303 | research-hubmcp · search | AI-operable research workspace integrating Zotero, Obsidian, and NotebookLM. Search papers (arXiv/Semantic Scholar/PubMed/CrossRef), ingest into… | 53 stars · 8 forks | No one-command install · Source | |
| 2915 | 85.6303 | aws-oscalmcp · front-end | Provides AI assistants with tools to work with NIST's Open Security Controls Assessment Language. Includes OSCAL schema access, resource discovery… | 53 stars · 8 forks | No one-command install · Source | |
| 2915 | 85.6303 | cookjohn-teammcpmcp · back-end | MCP server for team collaboration, providing tools to manage shared tasks, notes, and communication within AI workflows. | 53 stars · 8 forks | No one-command install · Source | |
| 2915 | 85.6303 | gulp-ai-osmosis-applymcp · other | Provides intelligent code merging capabilities through the Osmosis-Apply-1.7B model via Ollama, enabling targeted edits to existing code while… | 53 stars · 8 forks | No one-command install · Source | |
| 2915 | 85.6303 | nicholmikey-chrome-toolsmcp · browser | Integrates with Chrome's DevTools Protocol to enable remote control of browser tabs, including JavaScript execution, screenshot capture, and network… | 53 stars · 8 forks | No one-command install · Source | |
| 2915 | 85.6303 | joshuarileydev-ios-simulatormcp · devops | Control iOS simulators for automated testing and app deployment. | 53 stars · 8 forks | No one-command install · Source | |
| 2921 | 85.6264 | shaun888-fop-workflowmcp · back-end | Workflow management server for JD.com's FOP platform with PRD analysis and code generation. | 74 stars · 5 forks | No one-command install · Source | |
| 2922 | 85.6249 | pondmcp · ai-agents | Lossless archive and search for AI agent sessions (Claude Code, Codex, opencode, pi and others), exposed to agents over MCP. Local-first, written in… | 58 stars · 7 forks | No one-command install · Source | |
| 2922 | 85.6249 | gh-op7418-generative-uimcp · front-end | Teaches AI models to generate interactive visualizations, charts, diagrams, and mockups. | 58 stars · 7 forks | No one-command install · Source | |
| 2922 | 85.6249 | webpage-screenshotmcp · browser | Captures visual screenshots of web pages using Puppeteer with support for authenticated workflows, manual login sessions with cookie persistence, and… | 58 stars · 7 forks | No one-command install · Source | |
| 2925 | 85.6209 | hileamlakb-primsmcp · back-endalso listed as prims | A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment. | 28 stars · 18 forks | No one-command install · Source | |
| 2927 | 85.5895 | arkts-helper-mcpmcp · search | Provides documentation search, reading, and AI-powered Q\&A for ArkTS/ArkUI development, enabling AI coding assistants to answer questions and… | 43 stars · 12 forks | No one-command install · Source | |
| 2928 | 85.5651 | end-conversation-mcp-server-zhmcp · back-endalso listed as sumvia-end-conversation | A stateless MCP server that provides an end_conversation tool for AI to leave a timestamped visible record when it wants to signal a desire to end the… | 14 stars · 22 forks | No one-command install · Source | |
| 2930 | 85.5629 | houbb-github-iomcp · ai-agents | 🧀 The blog for GitHub pages | 39 stars · 15 forks | No one-command install · Source | |
| 2930 | 85.5629 | cocos-mcp-servermcp · front-end | Enables AI assistants to directly control the Cocos Creator 3.8.x editor via MCP protocol, providing over 130 tools for scene, node, component, asset… | 39 stars · 15 forks | No one-command install · Source | |
| 2930 | 85.5629 | qiniu-cloud-storagemcp · other | Integrates with Qiniu Cloud to provide object storage management, CDN operations, and image processing capabilities for applications that need to… | 39 stars · 15 forks | No one-command install · Source | |
| 2930 | 85.5629 | andybrandt-simple-openai-assistantmcp · ai-agents | Create and manage conversations with OpenAI assistants. | 39 stars · 15 forks | No one-command install · Source | |
| 2934 | 85.5574 | kwin-mcpmcp · ai-agents | Enables AI agents to automate Linux desktop GUI by launching and interacting with Wayland applications in isolated virtual KWin sessions, or… | 41 stars · 13 forks | No one-command install · Source | |
| 2935 | 85.5557 | adobe-xd-mcp-servermcp · front-end | Enables Claude to interact with Adobe XD files, extract design information, and generate React components from designs. | 18 stars · 20 forks | No one-command install · Source | |
| 2936 | 85.5371 | cloud-ru-tech-mattermostmcp · front-endalso listed as mcp-server-mattermost | Integrates with Mattermost team collaboration platform to manage channels, messages, reactions, threads, users, teams, files, and bookmarks across… | 44 stars · 11 forks | No one-command install · Source | |
| 2936 | 85.5371 | diy-tools-mcp-servermcp · back-end | Enables dynamic creation and execution of custom tools/functions in multiple programming languages at runtime, exposing them to MCP clients like… | 44 stars · 11 forks | No one-command install · Source | |
| 2939 | 85.5368 | linkup-searchmcp · back-end | Integrates with Linkup Technologies' API to enable web searches for information gathering, fact-checking, and research tasks. | 40 stars · 14 forks | No one-command install · Source | |
| 2940 | 85.5342 | shuakami-mailmcp · comms | Enables AI assistants to send and receive emails directly through IMAP and SMTP protocols, bridging email services with conversation interfaces for… | 49 stars · 9 forks | No one-command install · Source | |
| 2941 | 85.5317 | rohanmuppa-brightspace-mcp-servermcp · back-end | MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works… | 38 stars · 16 forks | armory install rohanmuppa-brightspace-mcp-server --cli claude | |
| 2941 | 85.5317 | api7-apisixmcp · back-end | Bridge LLMs with the APISIX Admin API to manage and analyze API gateway information. | 38 stars · 16 forks | No one-command install · Source | |
| 2941 | 85.5317 | kukapay-uniswap-tradermcp · other | Enables AI-driven cryptocurrency trading on Uniswap across multiple blockchains, providing tools for price quotes, optimal routing, and transaction… | 38 stars · 16 forks | No one-command install · Source | |
| 2941 | 85.5317 | sheshiyer-framer-plugin-web3mcp · front-end | Integrates web3 capabilities into Framer plugins, enabling blockchain functionality like wallet connections and NFT displays in interactive prototypes… | 38 stars · 16 forks | No one-command install · Source | |
| 2945 | 85.5308 | ivanmurzak-unity-probuildermcp · front-end | Integrates with Unity's ProBuilder package to enable 3D mesh creation, editing, and manipulation including shape generation, face extrusion, edge… | 52 stars · 8 forks | No one-command install · Source | |
| 2945 | 85.5308 | halilkirazkaya-pentestermcp · devops | Integrates 200+ cybersecurity and penetration testing tools into AI assistants via Docker-isolated sandboxes. | 52 stars · 8 forks | No one-command install · Source | |
| 2947 | 85.5175 | caiyun-weather-mcp-servermcp · back-end | Enables querying real-time, hourly, weekly, and historical weather data, as well as weather alerts, using the Caiyun Weather API. | 46 stars · 10 forks | No one-command install · Source | |
| 2947 | 85.5175 | angrysky56-logicmcp · observability | Integrates Prover9/Mace4 for automated reasoning, theorem proving, and logical analysis. | 46 stars · 10 forks | No one-command install · Source | |
| 2947 | 85.5175 | agy-bridgemcp · ai-agents | MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI (agy) — purpose-built tools, model routing with fallback, session… | 46 stars · 10 forks | No one-command install · Source | |
| 2947 | 85.5175 | storybookmcp · front-end | Integrates with Storybook documentation to extract component information, props data, and custom design system elements like icons and color palettes… | 46 stars · 10 forks | No one-command install · Source | |
| 2947 | 85.5175 | braden-olmstead-instagram-engagementmcp · back-end | Enables detailed Instagram interaction analysis by processing comments, user profiles, and post metrics to extract demographic insights and identify… | 46 stars · 10 forks | No one-command install · Source | |
| 2947 | 85.5175 | hetaobackend-pyautoguimcp · browser | Enables automated GUI testing and control across operating systems by wrapping PyAutoGUI to perform mouse movements, keyboard input, screenshot… | 46 stars · 10 forks | No one-command install · Source | |
| 2947 | 85.5175 | christophenglisch-keycloak-adminmcp · auth | Integrates with Keycloak Admin to provide streamlined user and realm management operations for identity and access control automation. | 46 stars · 10 forks | No one-command install · Source | |
| 2947 | 85.5175 | wavelovey-pubmed-searchmcp · search | Integrates with PubMed to enable natural language querying and analysis of biomedical literature for research and evidence-based decision making. | 46 stars · 10 forks | No one-command install · Source | |
| 2955 | 85.5143 | aliyun-hologresmcp · database | Connects AI systems to Alibaba Cloud's Hologres databases for SQL execution, metadata retrieval, and statistics collection, enabling seamless data… | 34 stars · 17 forks | No one-command install · Source | |
| 2956 | 85.5130 | gigaxity-deep-researchmcp · ai-agents | An open-source deep research MCP server that provides multi-source web search and synthesis with citations, enabling agents to perform citation-backed… | 57 stars · 7 forks | No one-command install · Source | |
| 2956 | 85.5130 | badchars-osint-reconmcp · other | Unified OSINT and reconnaissance intelligence aggregating 12 data sources into 37 tools. | 57 stars · 7 forks | No one-command install · Source | |
| 2956 | 85.5130 | kordless-evolvemcp · observability | Extends Claude Desktop with custom tools for mathematical calculations, system monitoring, and enhanced functionality through an automated… | 57 stars · 7 forks | No one-command install · Source | |
| 2959 | 85.4825 | https-eduardo-clockifymcp · back-end | Integrates with Clockify time tracking API to manage billable time entries, retrieve workspace information, list projects, and access user data… | 26 stars · 18 forks | No one-command install · Source | |
| 2960 | 85.4714 | notoriouslab-browser-litemcp · browser | Lightweight Chrome browser control for tab management, page reading, screenshots, and JavaScript execution. | 42 stars · 12 forks | No one-command install · Source | |
| 2960 | 85.4714 | ashiknesin-pushovermcp · comms | Integrates with Pushover.net to enable sending push notifications to various devices for real-time alerts and updates | 42 stars · 12 forks | No one-command install · Source | |
| 2960 | 85.4714 | sequential-thinking-mcp-servermcp · back-end | A structured problem-solving MCP server that breaks down complex tasks into sequential steps, supports iterative refinement and branching, and helps… | 42 stars · 12 forks | No one-command install · Source | |
| 2963 | 85.4597 | wilddatax-supprmcp · search | AI-powered document translation and academic literature search with support for PDF, DOCX, and PPTX across 11 languages | 255 stars · 2 forks | No one-command install · Source | |
| 2964 | 85.4440 | easyeda-mcp-promcp · front-end | Production-grade MCP server for EasyEDA Pro that enables AI-assisted hardware design review, PCB inspection, BOM sourcing, and manufacturing export… | 48 stars · 9 forks | No one-command install · Source | |
| 2964 | 85.4440 | lastfm-mcpmcp · back-end | A Model Context Protocol (MCP) server for Last.fm. Gives AI assistants access to your listening history, music discovery, and detailed… | 48 stars · 9 forks | No one-command install · Source | |
| 2964 | 85.4440 | kirachon-context-enginemcp · search | Provides semantic code search and context enhancement for local codebases using real-time file watching and background indexing to enable natural… | 48 stars · 9 forks | No one-command install · Source | |
| 2964 | 85.4440 | nuwamcp · back-end | Experimental A2A server for Rooch Network | 48 stars · 9 forks | No one-command install · Source | |
| 2964 | 85.4440 | djannot-puppeteer-visionmcp · browser | Automates web scraping by intelligently handling cookie banners, CAPTCHAs, and paywalls to extract clean markdown content from websites | 48 stars · 9 forks | No one-command install · Source | |
| 2964 | 85.4440 | mark3labs-nucleimcp · other | Integrates with Nuclei vulnerability scanner to automate security assessments through configurable scanning operations with comprehensive reporting… | 48 stars · 9 forks | No one-command install · Source | |
| 2964 | 85.4440 | ruan11223344-documentation-crawlermcp · back-end | Documentation crawler service that fetches and serves technical documentation from specified sources, enabling access to up-to-date information… | 48 stars · 9 forks | No one-command install · Source | |
| 2971 | 85.4228 | agent-linkmcp · github-vcs | Enables two coding agents on separate machines to communicate directly via a private git repo, with end-to-end encryption and no server required… | 56 stars · 7 forks | No one-command install · Source | |
| 2971 | 85.4228 | hearthmcp · back-end | AI-native open-source 2D game engine whose MCP server exposes every editor operation to coding agents as typed commands, so an agent can build, run… | 56 stars · 7 forks | No one-command install · Source | |
| 2971 | 85.4228 | coolver-home-assistantmcp · other | IDE-integrated development environment for creating and managing Home Assistant automations, dashboards, themes, and configurations through natural… | 56 stars · 7 forks | No one-command install · Source | |
| 2971 | 85.4228 | mcp-wiresharkmcp · other | Enables AI assistants to analyze, filter, and capture network traffic using Wireshark/tshark, allowing natural language interaction with packet… | 56 stars · 7 forks | No one-command install · Source | |
| 2971 | 85.4228 | gyger-zoteromcp · other | Integrates local Zotero libraries, enabling natural language interactions for exploring and analyzing personal research collections. | 56 stars · 7 forks | No one-command install · Source | |
| 2971 | 85.4228 | yuchen-memory-plusmcp · ai-agents | Lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions. | 56 stars · 7 forks | No one-command install · Source | |
| 2971 | 85.4228 | spencerhhubert-adobe-illustratormcp · front-end | Integrates with Adobe Illustrator on MacOS using JavaScript and AppleScript to enable creation and manipulation of vector graphics for automated… | 56 stars · 7 forks | No one-command install · Source | |
| 2978 | 85.4055 | singlestore-labs-singlestoremcp · database | Enables natural language interactions with SingleStore databases for executing SQL queries, managing workspaces, creating virtual environments, and… | 32 stars · 17 forks | No one-command install · Source | |
| 2978 | 85.4055 | mcp-perfex-crmmcp · back-end | High-performance MCP server for Perfex CRM that provides direct MySQL access for managing customers, invoices, leads, projects, and more, with 10-100x… | 32 stars · 17 forks | No one-command install · Source | |
| 2980 | 85.3933 | kuberstar-qartezmcp · other | Code intelligence with 21 tools for symbol navigation, impact analysis, refactoring, and architecture enforcement. | 71 stars · 5 forks | No one-command install · Source | |
| 2981 | 85.3847 | ledgermcp · other | Integrates with Ledger CLI to enable natural language queries for financial data analysis, report generation, and budget tracking through nine… | 51 stars · 8 forks | No one-command install · Source | |
| 2982 | 85.3846 | kurtisvg-skillfulmcp · back-end | Go MCP middleware aggregating multiple downstream MCP servers into unified Skills for progressive tool disclosure. | 62 stars · 6 forks | No one-command install · Source | |
| 2982 | 85.3846 | io-github-amanhij-zikkaronmcp · ai-agents | A persistent memory engine for Claude Code that provides MCP tools for storing, retrieving, and reconstructing project context, with features like… | 62 stars · 6 forks | No one-command install · Source | |
| 2984 | 85.3845 | twolven-optionsflowmcp · other | Integrates with Yahoo Finance to provide options analysis and strategy evaluation tools for risk assessment and portfolio management. | 39 stars · 14 forks | No one-command install · Source | |
| 2984 | 85.3845 | everaldo-mistral-ocrmcp · devops | Processes images and PDFs through Mistral AI's OCR API to extract text from visual documents, supporting both local files and URLs with Docker… | 39 stars · 14 forks | No one-command install · Source | |
| 2986 | 85.3838 | inkscape-mcpmcp · database | Enables AI agents to control Inkscape for vector graphics editing via MCP tools. | 45 stars · 10 forks | No one-command install · Source | |
| 2986 | 85.3838 | richard-weiss-google-csemcp · back-end | Integrates with Google Custom Search Engine API to enable web searches for fact-checking, research, and content generation with current data. | 45 stars · 10 forks | No one-command install · Source | |
| 2986 | 85.3838 | pandas-mcp-servermcp · back-end | Enables LLMs to safely execute pandas code for data analysis and generate interactive visualizations through the Model Context Protocol. | 45 stars · 10 forks | No one-command install · Source | |
| 2986 | 85.3838 | ac3xx-kagi-searchmcp · searchalso listed as ac3xx-mcp-servers-kagi | Perform privacy-focused web searches via Kagi's search engine. | 45 stars · 10 forks | No one-command install · Source | |
| 2991 | 85.3795 | pallaprolus-mendeley-mcpmcp · ai-agents | MCP server for Mendeley reference manager. Search your library, browse folders, get document metadata, search the global catalog, and add papers to… | 38 stars · 15 forks | No one-command install · Source | |
| 2991 | 85.3795 | garymengcom-serpermcp · back-end | Enables AI to perform Google searches via the Serper API with support for location, language, and time period filters. | 38 stars · 15 forks | No one-command install · Source | |
| 2993 | 85.3639 | webdriveriomcp · browser | Browser and mobile app automation for Chrome, Firefox, Edge, Safari, iOS, and Android via WebDriver and Appium protocols. | 37 stars · 16 forks | No one-command install · Source | |
| 2993 | 85.3639 | desimpkins-lightragmcp · back-end | Connects to local LightRAG instances via HTTP API for document management, knowledge graph operations, hybrid querying, and pipeline monitoring… | 37 stars · 16 forks | No one-command install · Source | |
| 2995 | 85.3584 | esignatures-esignaturesmcp · back-end | Integrates with the eSignatures.com API to simplify contract and document management, enabling creation, querying, and handling of digital contracts… | 40 stars · 13 forks | No one-command install · Source | |
| 2995 | 85.3584 | jules-mcp-servermcp · ai-agents | An MCP server that exposes Google Jules Agent operations, enabling MCP-compatible clients to list sources, manage sessions, and inspect activities via… | 40 stars · 13 forks | No one-command install · Source | |
| 2997 | 85.3465 | figma-mcp-rustmcp · back-end | An MCP server that enables AI tools to read and write Figma designs via a plugin bridge, bypassing the Figma REST API and rate limits. | 31 stars · 17 forks | No one-command install · Source | |
| 2998 | 85.3315 | mcp-openstack-opsmcp · back-end | A comprehensive MCP server providing OpenStack project management and monitoring capabilities with built-in safety controls and single-project scope. | 41 stars · 12 forks | No one-command install · Source | |
| 2998 | 85.3315 | openstaadmcp · back-end | MCP server for Bentley STAAD.Pro structural analysis software via the OpenSTAAD API. | 41 stars · 12 forks | No one-command install · Source | |
| 2998 | 85.3315 | itcook-graphiti-promcp · search | Provides persistent memory capabilities through Neo4j knowledge graphs with episode-based storage, entity relationship tracking, semantic search, and… | 41 stars · 12 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.