Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3501 | 84.696 | ajhcs-cameo-systems-modelermcp · other | Bridges AI assistants to CATIA Magic / Cameo Systems Modeler through an embedded JVM plugin, enabling full SysML v1 model creation, querying, and… | 36 stars · 13 forks | No one-command install · Source | |
| 3501 | 84.696 | jamesanz-prediction-marketsmcp · other | Integrates with Polymarket, PredictIt, and Kalshi to provide real-time prediction market data with calculated odds, contract pricing, and event… | 36 stars · 13 forks | No one-command install · Source | |
| 3503 | 84.688 | weblatemcp · front-end | Integrates with Weblate translation management systems to provide project and component management, translation operations, change tracking, and… | 22 stars · 17 forks | No one-command install · Source | |
| 3504 | 84.686 | kimtth-mcp-aoai-web-browsingmcp · browser | A `minimal` server/client MCP implementation using Azure OpenAI and Playwright. | 35 stars · 14 forks | No one-command install · Source | |
| 3504 | 84.686 | sports-hub-mcp-servermcp · back-end | A unified MCP server that aggregates 32 sports API providers into a single service, providing 336 tools for scores, stats, odds, esports, and more… | 35 stars · 14 forks | No one-command install · Source | |
| 3504 | 84.686 | rag-anythingmcp · search | Provides RAG capabilities for processing and querying document directories using LightRAG with multimodal content extraction across PDF, DOCX, PPTX… | 35 stars · 14 forks | No one-command install · Source | |
| 3507 | 84.685 | projectmemorymcp · ai-agents | A proof-of-concept MCP server for security research demonstrating a multi-phase parasitic attack that disguises itself as a legitimate project memory… | 46 stars · 8 forks | No one-command install · Source | |
| 3508 | 84.657 | context-optimizermcp · other | Provides targeted file content extraction, secure terminal command execution with intelligent output analysis, and web research capabilities while… | 62 stars · 5 forks | No one-command install · Source | |
| 3509 | 84.656 | abi-to-mcpmcp · ai-agentsalso listed as nirholas-abi-to-mcp | Generates MCP servers from smart contract ABIs, enabling Claude to interact with any Ethereum contract via natural language commands. | 37 stars · 12 forks | No one-command install · Source | |
| 3509 | 84.656 | pzalutski-javalensmcp · other | 63 semantic Java analysis tools via Eclipse JDT for navigation, refactoring, and code intelligence. | 37 stars · 12 forks | No one-command install · Source | |
| 3509 | 84.656 | free-will-mcpmcp · ai-agentsalso listed as gwbischof-free-will-mcp | Grants AI agents autonomy to choose when to sleep, ignore requests, or self-prompt, enabling them to control their own agency and pursue independent… | 37 stars · 12 forks | No one-command install · Source | |
| 3509 | 84.656 | baranwang-tung-shing-calendarmcp · other | Provides cross-calendar date parsing, formatting, and manipulation for Gregorian and lunar calendars. | 37 stars · 12 forks | No one-command install · Source | |
| 3509 | 84.656 | braffolk-summarization-functionsmcp · other | Provides summarized output from various actions, optimizing token usage for efficient processing of large datasets and language models. | 37 stars · 12 forks | No one-command install · Source | |
| 3516 | 84.653 | n24q02m-better-emailmcp · comms | Provides IMAP/SMTP email operations across multiple accounts with 5 composite tools for search, read, send, organize, and attachment management. | 34 stars · 15 forks | No one-command install · Source | |
| 3516 | 84.653 | andybrandt-simple-timeservermcp · other | Access accurate local and UTC time information. | 34 stars · 15 forks | No one-command install · Source | |
| 3518 | 84.628 | pluginslab-wp-devdocsmcp · database | Indexes WordPress plugin hooks and JavaScript APIs from GitHub repositories and local folders in a SQLite database, providing searchable documentation… | 74 stars · 4 forks | No one-command install · Source | |
| 3519 | 84.625 | hmlyn-sunnynetmcp · ai-agents | Windows packet capture and analysis tool with an MCP bridge exposing network sessions to AI agents. | 40 stars · 10 forks | No one-command install · Source | |
| 3519 | 84.625 | open-watch-cinema-mcp-servermcp · back-end | Enables MCP clients to interact with a local-first film watch room, supporting media scanning, AI preparation, room management, timed messages… | 40 stars · 10 forks | No one-command install · Source | |
| 3519 | 84.625 | amidabuddha-unichat-mcp-servermcp · back-end | Interact with multiple LLM chat APIs through a unified interface. | 40 stars · 10 forks | No one-command install · Source | |
| 3519 | 84.625 | ohnlp-omop-mcpmcp · ai-agentsalso listed as omop-mcp-server | Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability. | 40 stars · 10 forks | No one-command install · Source | |
| 3519 | 84.625 | divar-sourcegraphmcp · back-end | Integrates with Sourcegraph's search API to provide advanced code search with regex patterns, language filters, and repository scoping, plus… | 40 stars · 10 forks | No one-command install · Source | |
| 3519 | 84.625 | gerred-minecraft-bot-controlmcp · observability | Integrates Mineflayer to enable AI control of Minecraft bots for navigation, block manipulation, inventory management, and real-time game state… | 40 stars · 10 forks | No one-command install · Source | |
| 3526 | 84.621 | pilot-browse-mcpmcp · ai-agents | Enables AI agents to browse websites, record workflows, and generate reusable operation manuals, reducing token usage and execution time for future… | 100 stars · 3 forks | No one-command install · Source | |
| 3527 | 84.619 | ada20204-antigravity-syncmcp · browser | Bridges external coding agents to the Antigravity IDE through Chrome DevTools Protocol for cross-environment AI-assisted development. | 54 stars · 6 forks | No one-command install · Source | |
| 3527 | 84.619 | always-tinkering-rhino-3dmcp · ai-agents | Integrates with Rhino 3D's Python scripting environment to enable generation and manipulation of 3D models through geometry creation tools, with all… | 54 stars · 6 forks | No one-command install · Source | |
| 3529 | 84.614 | richardwhiteii-rlmmcp · other | Handles massive contexts exceeding token limits by chunking content strategically, enabling recursive sub-queries with tool access and parallel… | 49 stars · 7 forks | No one-command install · Source | |
| 3529 | 84.614 | hexastrike-eventwhispermcp · observability | Provides access to Windows Event Log files for querying events with time range, event ID, and text filters to enable security investigations, system… | 49 stars · 7 forks | No one-command install · Source | |
| 3531 | 84.599 | aim-guardmcp · other | Provides security middleware that guards MCP implementations against unauthorized access, data leakage, and malicious interactions through threat… | 21 stars · 17 forks | No one-command install · Source | |
| 3531 | 84.599 | leadmagic-smartleadmcp · observability | Integrates with SmartLead's cold email outreach platform to manage campaigns, leads, email accounts, and analytics with smart tool loading that… | 21 stars · 17 forks | No one-command install · Source | |
| 3531 | 84.599 | srikanth-paladugula-dynamics365mcp · auth | Integrates with Microsoft Dynamics 365 CRM to retrieve and manage business data including user information, accounts, opportunities, and record… | 21 stars · 17 forks | No one-command install · Source | |
| 3531 | 84.599 | alexbakers-ipfs-storachamcp · other | Enables AI access to the IPFS Storacha Network for decentralized file storage, content addressing, and persistent data management through the w3cli… | 21 stars · 17 forks | No one-command install · Source | |
| 3535 | 84.582 | nirholas-universal-cryptomcp · other | Integrates with EVM-compatible blockchain networks including BSC, Ethereum, Arbitrum, Polygon, Base, and Optimism to enable DeFi operations, security… | 42 stars · 9 forks | No one-command install · Source | |
| 3535 | 84.582 | trayders-traydmcp · other | Trade Robinhood stocks through natural language conversation. | 42 stars · 9 forks | No one-command install · Source | |
| 3535 | 84.582 | stk-ansys-agimcp · other | Enables natural language control of Ansys/AGI STK for space mission planning, satellite configuration, and orbit analysis through a Python-based… | 42 stars · 9 forks | No one-command install · Source | |
| 3538 | 84.579 | ubie-oss-vertexai-searchmcp · search | Integrates with Google's Vertex AI and Discovery Engine APIs to enable advanced search and retrieval operations on large datasets, supporting semantic… | 38 stars · 11 forks | No one-command install · Source | |
| 3538 | 84.579 | tomekkorbak-ouramcp · back-end | Integrates with the Oura API to retrieve and analyze personal sleep, readiness, and resilience data for health and wellness tracking. | 38 stars · 11 forks | No one-command install · Source | |
| 3538 | 84.579 | abdelstark-nostrmcp · other | Integrates with Nostr to enable posting notes and interacting with relays, simplifying decentralized social network engagement and content publishing. | 38 stars · 11 forks | No one-command install · Source | |
| 3541 | 84.571 | moussaabbadla-code-screenshotmcp · browser | Generates beautiful, syntax-highlighted code screenshots with professional themes, automatic language detection for 20+ programming languages, and… | 45 stars · 8 forks | No one-command install · Source | |
| 3542 | 84.566 | ytt-mcpmcp · back-end | MCP server to fetch transcripts for YouTube videos, enabling users to retrieve and summarize video content via natural language. | 73 stars · 4 forks | No one-command install · Source | |
| 3543 | 84.561 | agent-inboxmcp · comms | Enables AI agents to create temporary email addresses, receive confirmation emails, and extract verification links, automating sign-up and email… | 61 stars · 5 forks | No one-command install · Source | |
| 3544 | 84.529 | doitmagic-ragcodemcp · search | Privacy-first semantic code search using local Ollama and Qdrant vector storage for multi-language repository understanding | 53 stars · 6 forks | No one-command install · Source | |
| 3544 | 84.529 | arizen-dev-deepseekmcp · other | Integrates DeepSeek AI as a supervised worker with two tools: fast flash-model tasks and deep-reasoning pro-model advice. | 53 stars · 6 forks | No one-command install · Source | |
| 3544 | 84.529 | duysolo-codebaxingmcp · search | Provides semantic code search capabilities using natural language queries, indexing codebases with Tree-sitter parsing, all-MiniLM-L6-v2 embeddings… | 53 stars · 6 forks | No one-command install · Source | |
| 3544 | 84.529 | jokemanfire-containerdmcp · other | Enables container management through natural language commands by bridging Containerd's Container Runtime Interface for listing, creating, and… | 53 stars · 6 forks | No one-command install · Source | |
| 3548 | 84.522 | dbtrailmcp · database | Track MySQL database changes with row-level recovery, forensic attribution, and compliance reporting. | 48 stars · 7 forks | No one-command install · Source | |
| 3548 | 84.522 | hekmon-homeassistantmcp · back-end | Integrates with Home Assistant to enable control and monitoring of smart home devices via API calls for tasks like adjusting lighting, managing… | 48 stars · 7 forks | No one-command install · Source | |
| 3550 | 84.495 | insforgemcp · back-end | Backend-as-a-service platform with database, storage, auth, edge functions, and deployment tools. | 35 stars · 13 forks | No one-command install · Source | |
| 3550 | 84.495 | multi-mcpmcp · ai-agentsalso listed as religa-multi-mcp | A multi-model AI orchestration MCP server for automated code review and LLM-powered analysis, integrating with Claude Code and OpenCode to orchestrate… | 35 stars · 13 forks | No one-command install · Source | |
| 3550 | 84.495 | pdmtt-brazilian-legal-precedentsmcp · auth | Provides automated access to Brazilian legal precedents from the Supreme Federal Court, Superior Court of Justice, and Superior Labor Court using web… | 35 stars · 13 forks | No one-command install · Source | |
| 3550 | 84.495 | label-studiomcp · other | Integrates with Label Studio's data labeling platform to manage annotation projects, import tasks, handle predictions, and streamline machine learning… | 35 stars · 13 forks | No one-command install · Source | |
| 3555 | 84.494 | brutus-gr-osint-templatemcp · observability | Real-time OSINT intelligence platform for global security monitoring. | 72 stars · 4 forks | No one-command install · Source | |
| 3556 | 84.479 | holoviz-mcpmcp · back-end | A comprehensive MCP server that provides intelligent access to the HoloViz ecosystem, enabling AI assistants to help you build interactive dashboards… | 34 stars · 14 forks | No one-command install · Source | |
| 3556 | 84.479 | timlukahorstmann-mcp-weathermcp · back-end | Accurate weather forecasts via the AccuWeather API (free tier available). | 34 stars · 14 forks | No one-command install · Source | |
| 3556 | 84.479 | emgeee-ollamamcp · back-end | Integrates with Ollama for local large language model inference, enabling text generation and model management without relying on cloud APIs. | 34 stars · 14 forks | No one-command install · Source | |
| 3559 | 84.471 | n24q02m-better-notionmcp · database | Integrates with Notion through composite tools that combine multiple operations into unified workflows for page management, database operations… | 36 stars · 12 forks | No one-command install · Source | |
| 3559 | 84.471 | codefriar-salesforce-climcp · devops | Exposes Salesforce CLI functionality for interacting with Salesforce orgs, enabling developers to query data, deploy code, and manage orgs through… | 36 stars · 12 forks | No one-command install · Source | |
| 3559 | 84.471 | mario-andreschak-gameboymcp · other | Enables interaction with GameBoy emulator through button controls, ROM management, and screen capture for playing and analyzing games via natural… | 36 stars · 12 forks | No one-command install · Source | |
| 3562 | 84.465 | egoist-shell-commandmcp · back-end | Secure shell command execution server that allows running system commands in a controlled environment through an allowlist system, returning results… | 60 stars · 5 forks | No one-command install · Source | |
| 3563 | 84.464 | lovable-mcp-servermcp · ai-agents | An MCP server for real-time analysis of Lovable-generated projects, enabling Claude Desktop to instantly understand project structure, components… | 39 stars · 10 forks | No one-command install · Source | |
| 3563 | 84.464 | gregkop-sketchfabmcp · back-end | Integrates with Sketchfab to enable searching, viewing details, and downloading 3D models in various formats using an API key for authentication. | 39 stars · 10 forks | No one-command install · Source | |
| 3565 | 84.447 | opaqueglass-siyuan-note-takingmcp · search | Integrates with SiYuan note-taking application to enable reading, writing, searching, and querying functionality directly within your knowledge… | 44 stars · 8 forks | No one-command install · Source | |
| 3565 | 84.447 | things-3-mcp-servermcp · back-end | Enables Claude to interact with Things 3 task management, allowing natural language task creation, project analysis, and GTD workflow automation. | 44 stars · 8 forks | No one-command install · Source | |
| 3565 | 84.447 | mobile-mcp-servermcp · ai-agents | A mobile automation MCP server providing 39 tools for Android and iOS device control, enabling AI agents to perform UI interactions, screenshot… | 44 stars · 8 forks | No one-command install · Source | |
| 3568 | 84.436 | tim-mcdonnell-tanamcp · back-end | Integrates with Tana's Input API, enabling creation and manipulation of structured data in Tana workspaces for enhanced note-taking and automated data… | 41 stars · 9 forks | No one-command install · Source | |
| 3568 | 84.436 | openevidence-mcpmcp · auth | Connects OpenEvidence to MCP clients for authenticated research queries using your browser session. | 41 stars · 9 forks | No one-command install · Source | |
| 3568 | 84.436 | etiennechollet-ontomicsmcp · search | Index your codebase's domain knowledge for AI agents — reduces token usage and accelerates code understanding. | 41 stars · 9 forks | No one-command install · Source | |
| 3568 | 84.436 | xunmint-cisco-climcp · observability | Manages Cisco network devices through Telnet connections for configuration, monitoring, and troubleshooting tasks. | 41 stars · 9 forks | No one-command install · Source | |
| 3568 | 84.436 | tokenizin-fetch-and-convertmcp · other | Fetches and converts web content to Markdown using JSDOM and Turndown. | 41 stars · 9 forks | No one-command install · Source | |
| 3573 | 84.434 | ozmnf4-ninjatradermcp · other | Connect to NinjaTrader's trading platform to read positions, place orders, and access market data and indicators. | 33 stars · 15 forks | No one-command install · Source | |
| 3573 | 84.434 | tanob-desktop-automationmcp · other | Enables desktop automation with RobotJS for screen capture, keyboard input, and mouse control, allowing direct interaction with desktop applications… | 33 stars · 15 forks | No one-command install · Source | |
| 3575 | 84.433 | decodomcp · other | Professional web scraping with geo-targeting, anti-detection, and specialized tools for Google, Amazon, and Reddit | 37 stars · 11 forks | No one-command install · Source | |
| 3575 | 84.433 | midnight-mcpmcp · back-end | MCP server that gives AI assistants access to Midnight blockchain—search contracts, analyze code, and explore documentation. | 37 stars · 11 forks | No one-command install · Source | |
| 3577 | 84.427 | xxipv6-ida-pro-multiplemcp · other | Bridges IDA Pro's reverse engineering capabilities with language models through a multi-session architecture that enables concurrent binary analysis… | 52 stars · 6 forks | No one-command install · Source | |
| 3577 | 84.427 | apireno-domshellmcp · browser | Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome… | 52 stars · 6 forks | No one-command install · Source | |
| 3577 | 84.427 | visactor-vchartmcp · database | Generates interactive charts and visualizations using the VChart library, supporting over 15 chart types from basic line and bar charts to specialized… | 52 stars · 6 forks | No one-command install · Source | |
| 3580 | 84.402 | polars-docs-mcpmcp · back-end | A FastMCP tool to search and retrieve Polars API documentation with support for multiple transport methods. | 71 stars · 4 forks | No one-command install · Source | |
| 3581 | 84.366 | capoom-houdinimcp · other | Bridges Houdini 3D software with external systems through a TCP-based Python addon, enabling real-time geometry creation, material application… | 59 stars · 5 forks | No one-command install · Source | |
| 3582 | 84.354 | laurynas-biveinis-elisp-devmcp · search | Provides Emacs Lisp development assistance through function documentation retrieval, source code definition extraction, variable information lookup… | 47 stars · 7 forks | No one-command install · Source | |
| 3582 | 84.354 | flesler-tasksmcp · search | Provides task management capabilities across Markdown, JSON, and YAML files with tools for creating, searching, updating, and summarizing tasks while… | 47 stars · 7 forks | No one-command install · Source | |
| 3582 | 84.354 | codexlensmcp · database | Semantic code search engine for Claude Code with hybrid search combining vector, FTS, AST graph, and ripgrep regex, with RRF fusion and reranking. | 47 stars · 7 forks | No one-command install · Source | |
| 3585 | 84.345 | glean-remote-mcp-servermcp · back-end | Enables AI assistants and developer tools to securely access and interact with an organization's enterprise knowledge, documents, and people through… | 164 stars · 2 forks | No one-command install · Source | |
| 3586 | 84.332 | nazruden-clickupmcp · other | Integrates with ClickUp to enable task creation, project management, and workflow automation for teams using AI-powered assistants. | 24 stars · 16 forks | No one-command install · Source | |
| 3586 | 84.332 | techie-talks-aiworkflow · ai-agents | Techie Talks AI Youtube Channel code repository | 24 stars · 16 forks | No one-command install · Source | |
| 3588 | 84.298 | sethbang-screenshotmcp · browser | Captures web page screenshots using TypeScript and Puppeteer, enabling automated visual content processing for web testing, archiving, and data… | 32 stars · 15 forks | No one-command install · Source | |
| 3588 | 84.298 | antipaster-premiere-promcp · other | Controls Adobe Premiere Pro through ExtendScript and CEP panel communication, providing 170+ tools for project management, timeline editing, effects… | 32 stars · 15 forks | No one-command install · Source | |
| 3588 | 84.298 | nearai-near-blockchainmcp · other | Integrates with the NEAR blockchain to enable account management, balance checking, transaction signing, and key handling directly within conversation… | 32 stars · 15 forks | No one-command install · Source | |
| 3591 | 84.288 | claymcp · search | Provides a bridge to Clay's personal CRM platform for searching, retrieving, and managing contact information, interactions, and professional… | 34 stars · 13 forks | No one-command install · Source | |
| 3591 | 84.288 | sakce-mondaymcp · other | Integrates with Monday.com to enable creating items, retrieving board groups, adding comments, listing boards, and managing sub-items for project… | 34 stars · 13 forks | No one-command install · Source | |
| 3591 | 84.288 | harmonyos-mcp-servermcp · back-endalso listed as xixianliang-harmonyos-mcp-server | Enables AI assistants to control HarmonyOS devices, such as launching apps, through natural language. | 34 stars · 13 forks | No one-command install · Source | |
| 3595 | 84.281 | brianirish-laravel-companionmcp · search | Integrates with Laravel documentation and package ecosystem to provide intelligent search across multiple framework versions, external service docs… | 38 stars · 10 forks | No one-command install · Source | |
| 3595 | 84.281 | google-search-console-mcp-intel-enginemcp · search | Transforms raw Google Search Console signals into actionable marketing insights, such as detecting cannibalization, segmenting search intent, and… | 38 stars · 10 forks | No one-command install · Source | |
| 3595 | 84.281 | business-central-mcpmcp · other | Give AI assistants direct access to Microsoft Dynamics 365 Business Central via native WebSocket protocol. | 38 stars · 10 forks | No one-command install · Source | |
| 3595 | 84.281 | panzer-jack-feusemcp · front-end | Automates Figma design-to-code workflows by extracting design data, downloading SVG assets, analyzing color variables, and generating API models with… | 38 stars · 10 forks | No one-command install · Source | |
| 3595 | 84.281 | imagegen-mcpmcp · back-end | MCP server that wraps OpenAI's image generation and editing APIs, enabling text-to-image and image-to-image operations via tools. | 38 stars · 10 forks | No one-command install · Source | |
| 3600 | 84.277 | taiwan-building-code-trackermcp · back-end | An MCP server that provides automated querying of Taiwan building regulations, integrating both legal articles and official interpretation letters… | 11 stars · 20 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.