Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2001 | 89.5300 | k-jarzyna-miromcp · other | Integrates with Miro's collaborative whiteboard platform, providing over 80 tools for managing boards, creating and manipulating various item types… | 65 stars · 22 forks | No one-command install · Source | |
| 2002 | 89.5281 | zscalermcp · other | Manage Zscaler Zero Trust Exchange via 280+ tools across ZPA, ZIA, ZDX, ZCC, EASM, and more. | 50 stars · 27 forks | No one-command install · Source | |
| 2003 | 89.5270 | pvev-mattermostmcp · front-end | Integrates with Mattermost workspaces to enable channel listing, message history retrieval, posting, thread management, reactions, user information… | 42 stars · 28 forks | No one-command install · Source | |
| 2004 | 89.5180 | nameetp-pdfmuxmcp · back-end | PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR… | 81 stars · 13 forks | No one-command install · Source | |
| 2005 | 89.5123 | saidsurucu-ekap-turkish-procurementmcp · back-end | Integrates with Turkey's EKAP v2 government procurement API to search public tenders, announcements, and procurement classifications with filtering… | 98 stars · 10 forks | No one-command install · Source | |
| 2006 | 89.5085 | jotaderodriguez-bonsai-blender-ifcmcp · ai-agents | Connects Claude to Blender for analyzing and interacting with IFC building models through five specialized tools for querying project information… | 64 stars · 23 forks | No one-command install · Source | |
| 2007 | 89.5078 | mockdmcp · back-end | Multi-protocol API mock server supporting HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP. | 146 stars · 7 forks | No one-command install · Source | |
| 2008 | 89.5067 | genfilesmcpmcp · other | Generates PowerPoint, Excel, Word, and Markdown files from natural language requests and reviews Word documents with AI comments. | 85 stars · 12 forks | No one-command install · Source | |
| 2009 | 89.5006 | unusual-whales-mcpmcp · other | Provides access to Unusual Whales market data including options flow, dark pool activity, congressional trades, and more via natural language queries. | 78 stars · 14 forks | No one-command install · Source | |
| 2010 | 89.4925 | epicure-mcp-servermcp · back-end | Public, anonymous, read-only MCP server for the Epicure ingredient-embedding model, offering tools for ingredient pairings, flavor profiling, and… | 75 stars · 15 forks | No one-command install · Source | |
| 2010 | 89.4925 | block-vscodemcp · search | Enables direct interaction with VS Code through bidirectional communication, providing tools for file diffing, project navigation, shell command… | 75 stars · 15 forks | No one-command install · Source | |
| 2012 | 89.4791 | gsap-master-mcp-servermcp · back-end | Transforms Claude into a GSAP animation expert with AI-powered natural language animation creation, complete API coverage, and production-ready… | 121 stars · 8 forks | No one-command install · Source | |
| 2013 | 89.4682 | blacktop-saymcp · other | Provides text-to-speech capabilities through both native system voices and ElevenLabs integration, enabling vocalization of responses without leaving… | 68 stars · 19 forks | No one-command install · Source | |
| 2014 | 89.4649 | ruchernchong-google-analyticsmcp · observability | Integrates GA4 data to provide web analytics metrics and insights for analyzing website performance and user engagement. | 71 stars · 17 forks | No one-command install · Source | |
| 2014 | 89.4649 | deep-research-mcp-servermcp · back-end | An MCP server that performs iterative deep research using Google Gemini 2.5 Flash with search grounding and URL context, producing professional… | 71 stars · 17 forks | No one-command install · Source | |
| 2016 | 89.4607 | okooo5km-memory-knowledge-graphmcp · ai-agents | Provides a persistent knowledge graph system for maintaining structured memory across conversations, enabling creation, querying, and management of… | 106 stars · 9 forks | No one-command install · Source | |
| 2017 | 89.4577 | shinzo-labs-hubspotmcp · back-end | Integrates with HubSpot CRM API for managing companies, contacts, deals, and other CRM objects through natural language, enabling sales teams to… | 35 stars · 29 forks | No one-command install · Source | |
| 2018 | 89.4570 | tjnull-ludusmcp · other | Manage Ludus cyber range environments through natural language commands. | 84 stars · 12 forks | No one-command install · Source | |
| 2019 | 89.4542 | adamzhang1987-kingdee-k3cloudmcp · other | Query and operate Kingdee K3Cloud ERP systems through natural language with 15 tools for reading, writing, and auditing business records. | 66 stars · 20 forks | No one-command install · Source | |
| 2020 | 89.4399 | nalyk-gitlabmcp · back-end | GitLab MCP Server provides robust integration with the GitLab API, enabling developers to interact with repositories, issues, merge requests, and… | 64 stars · 22 forks | No one-command install · Source | |
| 2020 | 89.4399 | upwork-mcp-servermcp · ai-agents | MCP server for Upwork via browser automation. Enables Claude Code to search jobs, manage proposals, messages, and contracts on Upwork. | 64 stars · 22 forks | No one-command install · Source | |
| 2022 | 89.4355 | apple-rag-mcpmcp · search | Provides access to Apple documentation and WWDC transcripts with semantic, keyword, and hybrid search capabilities, enabling developers to quickly… | 119 stars · 8 forks | No one-command install · Source | |
| 2022 | 89.4355 | egoist-ffmpeg-media-toolsmcp · other | Provides a simplified interface for common FFmpeg media operations like video speed adjustment and audio extraction without requiring complex… | 119 stars · 8 forks | No one-command install · Source | |
| 2024 | 89.4270 | alfredang-notebooklmmcp · other | Automates Google NotebookLM workflows for creating notebooks, adding content sources, and generating podcasts, videos, slide decks, mind maps… | 47 stars · 27 forks | No one-command install · Source | |
| 2025 | 89.4121 | vivado-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that enables AI assistants like Claude to directly interact with AMD/Xilinx Vivado FPGA development tools. | 63 stars · 23 forks | No one-command install · Source | |
| 2026 | 89.3998 | getalby-mcpmcp · payments | Connect any bitcoin lightning wallet to your agent to send and receive instant payments globally. | 67 stars · 19 forks | No one-command install · Source | |
| 2026 | 89.3998 | gemini-cloud-assist-mcp-servermcp · back-end | Connects MCP clients to Gemini Cloud Assist APIs, enabling users to understand, manage, and troubleshoot their Google Cloud environment using natural… | 67 stars · 19 forks | No one-command install · Source | |
| 2026 | 89.3998 | hjlarry-dify-workflowmcp · back-end | Transforms Dify workflow applications into function-enabled endpoints, allowing AI tools to interact with custom functions through a simple setup… | 67 stars · 19 forks | No one-command install · Source | |
| 2026 | 89.3998 | jayzeedesign-figmamcp · front-end | Integrates with Figma's API to enable direct access to design files and prototypes for generating code and answering UI implementation queries. | 67 stars · 19 forks | No one-command install · Source | |
| 2030 | 89.3897 | chuprinadaria-fartrunmcp · other | Local code scanner with 29 tools for security vulnerability detection, health analysis, and dead code identification without cloud uploads. | 139 stars · 7 forks | No one-command install · Source | |
| 2031 | 89.3889 | agent-lspmcp · ai-agents | Stateful LSP runtime for AI agents — 50+ tools across 30+ programming languages. | 118 stars · 8 forks | No one-command install · Source | |
| 2032 | 89.3887 | kadykov-openapi-schema-explorermcp · back-end | Provides token-efficient access to OpenAPI and Swagger specifications through URI-based references, allowing exploration of API structures without… | 76 stars · 14 forks | No one-command install · Source | |
| 2033 | 89.3854 | kvadratni-speech-faster-whispermcp · other | Integrates voice interaction capabilities using faster-whisper and PyAudio for speech recognition and synthesis, enabling natural language voice… | 83 stars · 12 forks | No one-command install · Source | |
| 2033 | 89.3854 | terhechte-rust-analyzer-toolsmcp · other | Integrates with Rust Analyzer to provide type information, documentation, references, implementations, and Cargo commands for Rust development… | 83 stars · 12 forks | No one-command install · Source | |
| 2035 | 89.3747 | joelhooks-logseq-knowledge-graphmcp · observability | Integrates with Logseq knowledge graphs to enable retrieval, analysis, and manipulation of personal knowledge bases through tools for page content… | 70 stars · 17 forks | No one-command install · Source | |
| 2036 | 89.3719 | ru-marketplace-mcpmcp · back-end | MCP server that reads product data from Russian and Chinese marketplaces (Wildberries, Ozon, Yandex Market, Avito, etc.) — prices, availability… | 79 stars · 13 forks | No one-command install · Source | |
| 2036 | 89.3719 | codejunkie99-brainmcp · ai-agents | Rust MCP server providing git-backed long-term memory for AI coding agents with SQLite indexing and CLI interface. | 79 stars · 13 forks | No one-command install · Source | |
| 2038 | 89.3693 | unreal-api-mcpmcp · back-end | Provides accurate Unreal Engine C++ API documentation to AI agents, preventing hallucinated signatures and incorrect includes. | 94 stars · 10 forks | No one-command install · Source | |
| 2038 | 89.3693 | madguyevans-resale-agentmcp · ai-agents | Automates C2C second-hand resale through 7 tools covering photo recognition, price research, listing generation, repricing, and auto-delisting across… | 94 stars · 10 forks | No one-command install · Source | |
| 2040 | 89.3664 | codacymcp · observability | Integrates with Codacy's code quality platform to provide static analysis capabilities, code coverage metrics, and quality gate configurations for… | 62 stars · 24 forks | No one-command install · Source | |
| 2041 | 89.3610 | google-scholar-mcpmcp · back-end | MCP server for searching academic papers via Google Scholar, retrieving metadata and abstracts, with support for Chinese queries and auto-translation. | 87 stars · 11 forks | No one-command install · Source | |
| 2042 | 89.3584 | mcp-office-documents-servermcp · back-end | Let your AI assistant create professional Office documents — PowerPoint, Word, Excel, emails & XML — with a single prompt. | 38 stars · 28 forks | No one-command install · Source | |
| 2043 | 89.3526 | flutter-documentationmcp · database | Provides real-time access to Flutter, Dart, and pub.dev documentation through on-demand web scraping with SQLite caching, enabling current API… | 73 stars · 15 forks | No one-command install · Source | |
| 2044 | 89.3481 | decisionnode-decisionnodemcp · ai-agents | Record development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude Code… | 82 stars · 12 forks | No one-command install · Source | |
| 2045 | 89.3469 | daniel-lxs-perplexitymcp · back-end | Integrates with Perplexity API to provide expert programming assistance and persistent chat capabilities for developers and teams. | 66 stars · 19 forks | No one-command install · Source | |
| 2046 | 89.3455 | vidhupv-x-twittermcp · other | Create and manage X/Twitter posts. | 61 stars · 25 forks | No one-command install · Source | |
| 2047 | 89.3250 | geli2001-datadogmcp · observability | Integrates with Datadog monitoring platform to provide access to metrics, logs, dashboards, monitors, and incidents for DevOps and SRE workflows | 69 stars · 17 forks | No one-command install · Source | |
| 2048 | 89.3222 | vishalmysore-choturobomcp · back-end | Connects Claude AI with physical hardware through a TypeScript server that translates natural language commands into robotic control actions for LEDs… | 78 stars · 13 forks | No one-command install · Source | |
| 2048 | 89.3222 | sammcj-llamaindexmcp · search | Integrates with LlamaIndexTS to provide access to various LLM providers for code generation, documentation writing, and question answering tasks | 78 stars · 13 forks | No one-command install · Source | |
| 2050 | 89.3072 | codemaestroai-advanced-unitymcp · other | Unity Editor package that enables direct integration between Unity development environments and external tools for game development workflows… | 93 stars · 10 forks | No one-command install · Source | |
| 2051 | 89.2886 | hula-mcpmcp · other | 为HuLa即时通讯应用提供MCP服务，支持用户、群组和聊天资源的访问以及消息发送等工具操作。 | 24 stars · 32 forks | No one-command install · Source | |
| 2052 | 89.2850 | kuudoai-amazon-adsmcp · auth | Integrates with Amazon Advertising API to enable campaign management, performance reporting, profile handling, and DSP operations with pluggable… | 67 stars · 18 forks | No one-command install · Source | |
| 2053 | 89.2785 | jgrants-mcp-servermcp · ai-agents | MCP server for Japan's Jグランツ grant application system, enabling LLMs to search and retrieve subsidy information via natural language. | 50 stars · 26 forks | No one-command install · Source | |
| 2054 | 89.2780 | siyuan-mcp-servermcp · back-end | Enables AI assistants to interact with SiYuan Note through its API, supporting notebook and document management, block operations, search, file… | 72 stars · 15 forks | No one-command install · Source | |
| 2055 | 89.2747 | giginet-xcodeprojmcp · other | Provides manipulation of Xcode project files through 21 specialized tools for creating projects, managing targets and build configurations… | 133 stars · 7 forks | No one-command install · Source | |
| 2056 | 89.2699 | legal-hub-mcp-argentinamcp · ai-agents | Unified MCP server for Argentine legal sources, enabling access to 11 databases including jurisprudence, legislation, official bulletins, and court… | 63 stars · 21 forks | No one-command install · Source | |
| 2057 | 89.2693 | jovancoding-network-aimcp · ai-agents | Multi-agent orchestration MCP server with race-condition-safe shared blackboard. 20+ MCP tools: blackboard read/write, agent spawn/stop, FSM… | 77 stars · 13 forks | No one-command install · Source | |
| 2057 | 89.2693 | arman-kudaibergenov-bsl-atlasmcp · database | Provides structural and semantic code search across 1C/BSL enterprise codebases with call graph analysis, metadata inspection, and vector-powered… | 77 stars · 13 forks | No one-command install · Source | |
| 2057 | 89.2693 | thedaviddias-llms-txt-explorermcp · ai-agents | Provides a bridge for exploring websites with llms.txt files, enabling fetching and parsing of website-specific language model instructions for… | 77 stars · 13 forks | No one-command install · Source | |
| 2060 | 89.2636 | jmanhype-vggt-mpsmcp · other | Provides 3D vision and reconstruction capabilities through VGGT transformer model for multi-view reconstruction from image sequences, offering camera… | 92 stars · 10 forks | No one-command install · Source | |
| 2061 | 89.2522 | boldcommerce-magento2mcp · ai-agents | Connects Claude to Magento 2 e-commerce platforms for querying product information, customer data, order statistics, and revenue metrics using natural… | 59 stars · 25 forks | No one-command install · Source | |
| 2062 | 89.2437 | ppt-translatormcp · other | Translates PowerPoint presentations using Amazon Bedrock models while preserving formatting, layouts, and styles, supporting selective slide… | 70 stars · 16 forks | No one-command install · Source | |
| 2063 | 89.2404 | onenote-mcp-servermcp · back-end | Enables natural language access to Microsoft OneNote notebooks, sections, and pages for reading and listing content. | 49 stars · 26 forks | No one-command install · Source | |
| 2064 | 89.2331 | study-bible-mcp-servermcp · back-end | Enables deep Bible study through tools for original language lexicons, morphological analysis, cross-references, and contextual notes. | 80 stars · 12 forks | No one-command install · Source | |
| 2064 | 89.2331 | kanban-mcp-2mcp · ai-agents | An MCP server that provides a database-backed kanban board with 40+ tools for AI agents to track issues, features, todos, epics, and diary entries… | 80 stars · 12 forks | No one-command install · Source | |
| 2064 | 89.2331 | digitalocean-archivedmcp · devops | Integrates with DigitalOcean's cloud platform API to enable management of cloud resources, deployment of applications, and monitoring of… | 80 stars · 12 forks | No one-command install · Source | |
| 2064 | 89.2331 | leehanchung-bing-searchmcp · back-end | Enables web, news, and image searches through Microsoft's Bing Search API, providing access to up-to-date information from the internet. | 80 stars · 12 forks | No one-command install · Source | |
| 2068 | 89.2321 | bmad-mcp-servermcp · back-end | Enables AI assistants to leverage the BMAD methodology with 11 specialized agents and 36+ workflows for software development tasks. | 66 stars · 18 forks | No one-command install · Source | |
| 2068 | 89.2321 | raohwork-forgejomcp · github-vcs | Integrates with Gitea and Forgejo servers to manage repositories, issues, pull requests, releases, wikis, labels, milestones, and repository actions… | 66 stars · 18 forks | No one-command install · Source | |
| 2070 | 89.2316 | quick-mcp-examplemcp · database | Demonstrates an MCP server with tools, resources, and prompts for a knowledgebase chatbot that queries a ChromaDB vector database for RAG responses. | 62 stars · 22 forks | No one-command install · Source | |
| 2071 | 89.2274 | apache-echartsmcp · back-end | Generates data visualization charts by accepting minimal parameters like chart type, data, title, and series name, then renders them server-side and… | 84 stars · 11 forks | No one-command install · Source | |
| 2071 | 89.2274 | arcgis-pro-bridge-mcp-servermcp · back-end | A local MCP server that enables AI clients to read ArcGIS Pro project information and execute ArcPy geoprocessing in the native ArcGIS Pro Python… | 84 stars · 11 forks | No one-command install · Source | |
| 2073 | 89.2103 | jonthebeef-superdesignmcp · front-end | Integrates Superdesign's design orchestrator with Claude Code to generate UI designs, wireframes, components, logos, and SVG icons through structured… | 76 stars · 13 forks | No one-command install · Source | |
| 2074 | 89.2070 | gleanmcp · search | Integrates with Glean's enterprise knowledge platform to provide company search, people profile lookup, and AI assistant capabilities directly within… | 61 stars · 23 forks | No one-command install · Source | |
| 2074 | 89.2070 | atlassian-confluencemcp · search | Integrates with Atlassian Confluence to provide direct access to spaces, pages, and content with tools for listing, retrieving, and searching using… | 61 stars · 23 forks | No one-command install · Source | |
| 2076 | 89.1946 | kubesphere-ksmcp · back-end | Integrates with KubeSphere APIs to enable management of Kubernetes clusters, workspaces, users, and extensions through natural language commands… | 17 stars · 37 forks | No one-command install · Source | |
| 2077 | 89.1940 | lansespirit-gpt-imagemcp · ai-agents | Integrates with OpenAI's gpt-image-1 model for text-to-image generation and editing with comprehensive caching, prompt template management, cost… | 69 stars · 16 forks | No one-command install · Source | |
| 2077 | 89.1940 | nganiet-vercelmcp · back-end | Integrates with Vercel's serverless infrastructure to provide a lightweight endpoint for AI model interactions and tasks like chatbots, content… | 69 stars · 16 forks | No one-command install · Source | |
| 2077 | 89.1940 | ruixingshi-deepseek-thinkermcp · other | Integrates with DeepSeek Thinker model to enable chain-of-thought reasoning and complex problem-solving for applications requiring advanced cognitive… | 69 stars · 16 forks | No one-command install · Source | |
| 2080 | 89.1933 | openinsider-mcpmcp · ai-agents | An MCP server that exposes 16 free investment-research signals (insider trades, SEC filings, short data, and live quotes) to any MCP-compatible LLM. | 99 stars · 9 forks | No one-command install · Source | |
| 2081 | 89.1816 | halilural-electron-desktop-automationmcp · browser | Automates Electron desktop applications through Chrome DevTools Protocol integration, enabling screenshot capture, JavaScript execution, console… | 71 stars · 15 forks | No one-command install · Source | |
| 2082 | 89.1776 | anysitemcp · back-end | Access LinkedIn, Instagram, Twitter, and Reddit data through one API. No scraping. No maintenance. | 63 stars · 20 forks | No one-command install · Source | |
| 2082 | 89.1776 | bestk-vscode-internal-commandsmcp · other | VSCode extension that exposes VSCode's internal commands and functionality, enabling direct control of the editor environment for automated… | 63 stars · 20 forks | No one-command install · Source | |
| 2084 | 89.1775 | berrykuipers-radarr-sonarrmcp · other | Integrates with Radarr and Sonarr to enable natural language querying and filtering of movie and TV show collections by various criteria like year… | 47 stars · 26 forks | No one-command install · Source | |
| 2084 | 89.1775 | michaelbuckner-servicenowmcp · search | Integrates with ServiceNow to enable incident management, user information retrieval, and knowledge base article access for automated IT service… | 47 stars · 26 forks | No one-command install · Source | |
| 2086 | 89.1666 | kastalien-research-thoughtboxmcp · other | Provides structured step-by-step reasoning capabilities through clear_thought tool that breaks down complex problems into manageable thoughts with… | 64 stars · 19 forks | No one-command install · Source | |
| 2087 | 89.1664 | yuna0x0-hackmdmcp · back-end | Integrates with HackMD API to enable document creation, reading, updating, and deletion within collaborative markdown environments through… | 67 stars · 17 forks | No one-command install · Source | |
| 2088 | 89.1589 | flowlens-mcp-servermcp · back-end | Enables coding agents to access recorded browser flows (user actions, network, console, etc.) for debugging and regression testing without reproducing… | 110 stars · 8 forks | No one-command install · Source | |
| 2089 | 89.1580 | ue5-mcp-servermcp · front-end | Bridges AI assistants to Unreal Engine 5 editor, enabling direct manipulation of levels, actors, Blueprints, and Animation Blueprints through natural… | 62 stars · 21 forks | No one-command install · Source | |
| 2090 | 89.1461 | megamemmcp · search | Syncs Obsidian notes into a temporal knowledge graph and exposes 23 MCP tools for AI assistants to read, search, and write to your vault, enabling… | 79 stars · 12 forks | No one-command install · Source | |
| 2091 | 89.1383 | cap-mcp-pluginmcp · ai-agents | A CAP plugin that automatically generates MCP servers from your CAP services, transforming OData services into AI-accessible resources, tools, and… | 61 stars · 22 forks | No one-command install · Source | |
| 2092 | 89.1356 | hiromitsusasaki-raindrop-io-bookmarksmcp · back-end | Integrates with Raindrop.io API to enable creating, searching, and managing bookmarks with features like tag filtering. | 75 stars · 13 forks | No one-command install · Source | |
| 2093 | 89.1072 | reading-nestmcp · back-end | A mobile-first AI co-reading MCP server that lets users import novels or comics, sync reading progress with AI, and interact through comments… | 29 stars · 29 forks | No one-command install · Source | |
| 2093 | 89.1072 | vishisht16-humane-proxymcp · ai-agents | AI safety middleware that detects self-harm and criminal intent in LLM prompts. | 29 stars · 29 forks | No one-command install · Source | |
| 2095 | 89.0996 | mikusnuz-meta-adsmcp · back-end | Manages Facebook and Instagram advertising campaigns, audiences, creatives, insights, and catalogs via Meta Marketing API v25.0. | 72 stars · 14 forks | No one-command install · Source | |
| 2095 | 89.0996 | mcp-jazzcashmcp · payments | Enables AI agents to create hosted checkouts, charge mobile wallets, query transactions, and process refunds via the JazzCash payment API. | 72 stars · 14 forks | No one-command install · Source | |
| 2097 | 89.0915 | non906-omniparser-autoguimcp · other | Integrates computer vision and automation libraries to enable AI-assisted control of desktop applications through visual analysis and GUI… | 70 stars · 15 forks | No one-command install · Source | |
| 2098 | 89.0912 | swiftlensmcp · ai-agents | MCP server that provides semantic-level analysis of Swift codebases to AI agents by integrating with Apple's SourceKit-LSP, enabling compiler-grade… | 126 stars · 7 forks | No one-command install · Source | |
| 2099 | 89.0858 | wyre-technology-connectwise-managemcp · other | Enables AI assistants to manage ConnectWise Manage tickets, companies, contacts, projects, time entries, and configurations. | 22 stars · 32 forks | No one-command install · Source | |
| 2100 | 89.0805 | edkdev-defi-tradingmcp · back-end | Transforms conversational interfaces into autonomous DeFi trading agents with real-time market analysis, portfolio management, and seamless trade… | 52 stars · 25 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.