Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4501 | 80.764 | agent402-mcpmcp · ai-agents | Open-source MCP server exposing the Agent402.Tools catalog: 500+ deterministic pay-per-call tools for AI agents, including browser rendering, web… | 8 stars · 15 forks | No one-command install · Source | |
| 4501 | 80.764 | jfdenise-wildflymcp · back-end | Integrates with WildFly application servers to enable monitoring, configuration, and management of server resources and performance. | 8 stars · 15 forks | No one-command install · Source | |
| 4503 | 80.758 | turn-mcp-webmcp · ai-agents | Enables human-in-the-loop checkpoints for AI agents, allowing them to pause and wait for human input via a web UI, then seamlessly resume execution. | 28 stars · 7 forks | No one-command install · Source | |
| 4503 | 80.758 | fayandxan-spectrawlmcp · auth | Unified web layer for AI agents. Search (8 engines), stealth browse, cookie auth, and act on 24 platforms. 5,000 free searches/month via Gemini… | 28 stars · 7 forks | No one-command install · Source | |
| 4503 | 80.758 | biocontext-ai-knowledgebasemcp · database | Provides unified access to over 20 biomedical databases and research tools including protein databases (UniProt, AlphaFold), genomics resources… | 28 stars · 7 forks | No one-command install · Source | |
| 4503 | 80.758 | gzuuus-dvmcp-bridgemcp · other | Decentralizes computational tool discovery and execution by bridging Nostr's Data Vending Machine ecosystem, enabling distributed service interactions… | 28 stars · 7 forks | No one-command install · Source | |
| 4503 | 80.758 | endorhq-climcp · database | Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured… | 28 stars · 7 forks | No one-command install · Source | |
| 4508 | 80.724 | gomarble-ai-google-analytics-4mcp · observability | Integrates with Google Analytics 4 to provide property management, page views, user metrics, events, traffic sources, device analytics, and custom… | 18 stars · 12 forks | No one-command install · Source | |
| 4508 | 80.724 | billster45-chatgpt-responsesmcp · ai-agents | Bridges Claude Desktop with ChatGPT API, enabling direct access to standard ChatGPT interactions and web search-enabled queries with conversation… | 18 stars · 12 forks | No one-command install · Source | |
| 4510 | 80.712 | kpanuragh-xdebugmcp · other | PHP debugging with breakpoints, stepping, and variable inspection | 26 stars · 8 forks | No one-command install · Source | |
| 4510 | 80.712 | gh-mphinance-momentum-tradingmcp · other | Quantitative trading analysis with stock screening, technicals, and candlestick charts. | 26 stars · 8 forks | No one-command install · Source | |
| 4510 | 80.712 | datalayer-earthdatamcp · search | Provides a bridge to NASA's Earthdata platform for searching and retrieving Earth science datasets and data granules based on keywords, temporal… | 26 stars · 8 forks | No one-command install · Source | |
| 4510 | 80.712 | benniu-emqxmcp · observability | Integrates with EMQX MQTT broker to enable real-time IoT device management, client monitoring, and message publishing for MQTT-enabled systems. | 26 stars · 8 forks | No one-command install · Source | |
| 4510 | 80.712 | uk-case-law-mcp-servermcp · back-end | Enables searching and retrieving UK case law from The National Archives, including full judgments with filtering by court, legal area, and date range. | 26 stars · 8 forks | No one-command install · Source | |
| 4510 | 80.712 | alexwohletz-language-servermcp · back-end | Integrates language server capabilities to provide code analysis, completion, and diagnostics for developing in various languages. | 26 stars · 8 forks | No one-command install · Source | |
| 4510 | 80.712 | ks-gen-ai-jiramcp · back-end | Integrates with Jira to enable automated ticket management, project oversight, and streamlined communication through JQL queries and comprehensive API… | 26 stars · 8 forks | No one-command install · Source | |
| 4510 | 80.712 | studentofjs-frontend-testingmcp · front-end | Enables automated frontend testing by analyzing JavaScript/TypeScript code, generating Jest and Cypress tests, and executing them in isolated… | 26 stars · 8 forks | No one-command install · Source | |
| 4510 | 80.712 | kw510-strava-mcpmcp · back-endalso listed as strava-mcp | An MCP server for Strava, an app for tracking physical exercise | 26 stars · 8 forks | No one-command install · Source | |
| 4510 | 80.712 | airylark-translationmcp · back-end | Provides multilingual translation capabilities for applications by integrating with external translation APIs through a containerized Node.js server. | 26 stars · 8 forks | No one-command install · Source | |
| 4521 | 80.688 | flstudio-mcpmcp · ai-agents | AI control for FL Studio via the Model Context Protocol — full in-DAW mixing (Mix Doctor diagnosis, gain staging, EQ/compression/reverb, reference… | 30 stars · 6 forks | No one-command install · Source | |
| 4521 | 80.688 | mcp-koiimcp · other | Enables controlling a Teenage Engineering EP-133 K.O. II sampler via MIDI through natural language, allowing note playback, pattern creation, and drum… | 30 stars · 6 forks | No one-command install · Source | |
| 4521 | 80.688 | sanderkooger-ragdocsmcp · search | Provides semantic document search and retrieval through vector embeddings, enabling context-aware responses backed by specific documentation sources | 30 stars · 6 forks | No one-command install · Source | |
| 4521 | 80.688 | linux-desktop-slash-commandsworkflow · back-end | A library of slash commands intended specifically to facilitate common and advanced operations on Linux desktop environments (although many would also… | 30 stars · 6 forks | No one-command install · Source | |
| 4521 | 80.688 | kotlin-androidmcp · back-end | Provides Android/Kotlin development capabilities through 31+ specialized tools covering code generation, build management, architecture setup, Gradle… | 30 stars · 6 forks | No one-command install · Source | |
| 4521 | 80.688 | cyclopsmcp · devops | Provides safe Kubernetes application management through template-based deployments using the Cyclops framework, enabling creation and updates of… | 30 stars · 6 forks | No one-command install · Source | |
| 4521 | 80.688 | figma-mcp-server-by-bao-tomcp · front-end | Enables AI agents to extract design systems, analyze components, and maintain design-code consistency from Figma files, providing intelligent… | 30 stars · 6 forks | No one-command install · Source | |
| 4521 | 80.688 | outsourcemcp · ai-agents | Delegates text generation and image creation tasks to external AI models including OpenAI, Anthropic, Google, Groq, and DeepSeek, enabling access to… | 30 stars · 6 forks | No one-command install · Source | |
| 4529 | 80.649 | uarlouski-testrailmcp · search | Connects to TestRail test management for searching, creating, updating, and executing test cases. | 33 stars · 5 forks | No one-command install · Source | |
| 4529 | 80.649 | tyrchen-postgresmcp · database | Enables secure SQL operations on PostgreSQL databases through a validated API that supports connection management, data operations, and schema… | 33 stars · 5 forks | No one-command install · Source | |
| 4529 | 80.649 | rugvedp-linkedin-data-apimcp · back-end | Integrates with LinkedIn Data API to fetch, analyze, and search posts by username, keywords, date ranges, and engagement metrics for social media… | 33 stars · 5 forks | No one-command install · Source | |
| 4529 | 80.649 | stefanoamorelli-hyprlandmcp · observability | Provides direct control over Hyprland window manager functionality, enabling natural language commands for managing monitors, workspaces, windows, and… | 33 stars · 5 forks | No one-command install · Source | |
| 4533 | 80.644 | keesan12-martin-loopmcp · ai-agentsalso listed as martinloop-stop-runaway-loops-bad-code-token-waste | Governed MCP server with tool lifecycle management and permission controls for AI coding agents. | 47 stars · 3 forks | No one-command install · Source | |
| 4533 | 80.644 | m-pineapple-claude-project-coordinatormcp · observability | Provides Xcode and Swift project management with lifecycle tracking, task management, technology stack detection, analytics including activity heat… | 47 stars · 3 forks | No one-command install · Source | |
| 4536 | 80.588 | homekit-mcpmcp · ai-agents | Enables AI agents to control Apple Home devices, scenes, and automations through MCP. | 63 stars · 2 forks | No one-command install · Source | |
| 4536 | 80.588 | join-cloudmcp · ai-agents | Provides real-time collaboration rooms where AI agents can exchange messages, share files, and review each other's work. | 63 stars · 2 forks | No one-command install · Source | |
| 4538 | 80.585 | pbx-mcpmcp · back-end | An MCP server that lets AI assistants inspect and control Asterisk and FreeSWITCH PBX systems, enabling natural language queries about live switch… | 17 stars · 12 forks | No one-command install · Source | |
| 4538 | 80.585 | mcp4acumaticamcp · ai-agents | Enables Claude to interact with Acumatica ERP through a remote MCP server with per-user OAuth, role-based access, and 44 tools for querying and… | 17 stars · 12 forks | No one-command install · Source | |
| 4540 | 80.583 | paulhkang94-markviewmcp · back-end | Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via `npx… | 38 stars · 4 forks | armory install paulhkang94-markview --cli claude | |
| 4540 | 80.583 | adrian803-lingximcp · other | Autonomous penetration testing framework with MCP tool bridges for Kali Linux container management and CTF workflows. | 38 stars · 4 forks | No one-command install · Source | |
| 4542 | 80.579 | newtype-ai-nitidentity · auth | Use when you want an agent's identity to be versioned and inspectable the way a repository is. | 128 stars · 1 fork | No one-command install · Source | |
| 4543 | 80.577 | david-aftergut-openbudgetmcp · back-end | Provides access to Israel's OpenBudget API for querying and searching government financial data including budgets, contracts, and support payments | 12 stars · 13 forks | No one-command install · Source | |
| 4544 | 80.517 | tilbudstroldenmcp · back-end | An MCP server for Nordic grocery shopping that finds deals across supermarkets in Denmark, Norway, Sweden, and Finland, plans weekly dinners around… | 27 stars · 7 forks | No one-command install · Source | |
| 4544 | 80.517 | flighty-mcp-servermcp · back-end | Connects AI assistants to the Flighty flight tracking app for querying flight status, delay forecasts, stats, and adding/removing flights via natural… | 27 stars · 7 forks | No one-command install · Source | |
| 4544 | 80.517 | deal-locator-mcpmcp · other | 상업용 부동산 실거래가와 건축물대장을 역매칭하여 정확한 건물 정보를 조회하고, 시세·이력·데이터카드를 제공하는 MCP 서버입니다. | 27 stars · 7 forks | No one-command install · Source | |
| 4544 | 80.517 | gh-itspecialist111-teams-transcriptsmcp · auth | Retrieves and cleans Microsoft Teams meeting transcripts via Microsoft Graph API with delegated OAuth 2.0 On-Behalf-Of authentication. | 27 stars · 7 forks | No one-command install · Source | |
| 4544 | 80.517 | buhe-rss-feed-managermcp · other | Enables AI to access and manage RSS feed content by parsing OPML files, fetching articles, and filtering content from subscribed sources | 27 stars · 7 forks | No one-command install · Source | |
| 4544 | 80.517 | itshare4u-agent-knowledgemcp · search | Provides knowledge management capabilities through Elasticsearch integration, file system operations, and Git/SVN version control with 31 specialized… | 27 stars · 7 forks | No one-command install · Source | |
| 4544 | 80.517 | mongodb-developer-mongodbmcp · database | Integrates with MongoDB to enable read-only querying, aggregation, and schema inspection for data exploration and analysis workflows. | 27 stars · 7 forks | No one-command install · Source | |
| 4544 | 80.517 | hanxuanliang-tushare-financial-datamcp · back-end | Integrates with TuShare financial API to provide structured access to Chinese market data including stock listings, concept themes, money flow… | 27 stars · 7 forks | No one-command install · Source | |
| 4552 | 80.487 | norrietaylor-distillerymcp · other | Team knowledge base that captures, organizes, and retrieves collaborative knowledge from working sessions, meetings, bookmarks, and conversations. | 24 stars · 9 forks | No one-command install · Source | |
| 4552 | 80.487 | mfukushim-map-travelermcp · other | Integrates with Google Maps to create virtual travel experiences where users can navigate real-world routes with customizable avatars, discover nearby… | 24 stars · 9 forks | No one-command install · Source | |
| 4552 | 80.487 | daniviber-infomaniakmcp · back-end | Integrates with Infomaniak's Swiss cloud platform to manage domains, DNS records, email hosting, web hosting, kDrive storage, Swiss Backup, VPS… | 24 stars · 9 forks | No one-command install · Source | |
| 4552 | 80.487 | acp-bridgemcp · ai-agents | Bridges Agent Communication Protocol networks with MCP clients, enabling access to complex multi-agent workflows through intelligent agent discovery… | 24 stars · 9 forks | No one-command install · Source | |
| 4552 | 80.487 | jiayao-chessmcp · other | Enables playing chess against language models through a visual interface with tools for board visualization, move execution, game initialization, and… | 24 stars · 9 forks | No one-command install · Source | |
| 4552 | 80.487 | thesethrose-fetch-browsermcp · search | Fetch Browser enables headless web content retrieval and Google searching without API keys, supporting multiple output formats for web scraping and… | 24 stars · 9 forks | No one-command install · Source | |
| 4558 | 80.478 | mcp-tradingview-servermcp · back-end | Exposes TradingView technical indicators and OHLCV data through MCP tools for Claude Desktop or any MCP-aware client. | 23 stars · 10 forks | No one-command install · Source | |
| 4558 | 80.478 | obsidian-mcp-server-2mcp · back-end | Provides secure, direct file system access to Obsidian vault files, enabling search, read, write, and discovery of notes without requiring the… | 23 stars · 10 forks | No one-command install · Source | |
| 4558 | 80.478 | figma-mcp-write-servermcp · front-end | An MCP server that provides write access to Figma through the Plugin API, enabling AI agents to create, modify, and manage Figma designs… | 23 stars · 10 forks | No one-command install · Source | |
| 4558 | 80.478 | divar-zoektmcp · searchalso listed as zoekt-mcp-server | Integrates with Zoekt search engine to provide fast code search capabilities across repositories using query language with language filters, file path… | 23 stars · 10 forks | No one-command install · Source | |
| 4558 | 80.478 | ibkr-mcp-server-5mcp · back-end | MCP server for Interactive Brokers TWS API that enables AI assistants to retrieve portfolio, account information, and real-time market prices. | 23 stars · 10 forks | No one-command install · Source | |
| 4558 | 80.478 | hesreallyhim-file-observermcp · observability | Monitors file system changes and sends real-time notifications when watched files or directories are modified, enabling live document editing and… | 23 stars · 10 forks | No one-command install · Source | |
| 4558 | 80.478 | glassbead-tc-tindermcp · back-end | Provides a secure TypeScript-based interface to Tinder's dating app API, handling authentication, rate limiting, and core functionality like profiles… | 23 stars · 10 forks | No one-command install · Source | |
| 4566 | 80.477 | raphasouthall-neurostackmcp · search | Long-term memory for AI agents with tiered retrieval, hybrid search, and knowledge graph indexing. | 46 stars · 3 forks | No one-command install · Source | |
| 4566 | 80.477 | qiaomu-llm-mcpmcp · back-end | A local MCP gateway that unifies multiple LLM providers, API keys, routing, and multi-model discussions into a single tool surface. | 46 stars · 3 forks | No one-command install · Source | |
| 4568 | 80.475 | mifosx-self-service-mcpmcp · back-endalso listed as openmf-mcp-mifosx-self-service | Enables AI-driven banking workflows through secure interaction with Apache Fineract/MifosX Self-Service APIs, including authentication, account… | 9 stars · 14 forks | No one-command install · Source | |
| 4570 | 80.437 | windymelt-json-rpcmcp · back-end | Type-safe JSON-RPC 2.0 server implementation in Scala 3 that enables structured communication between assistants and backend services with… | 37 stars · 4 forks | No one-command install · Source | |
| 4570 | 80.437 | cloud-music-mcp-servermcp · back-end | Enables AI agents to control NetEase Cloud Music playback, login, search, and get personalized recommendations through official APIs. | 37 stars · 4 forks | No one-command install · Source | |
| 4570 | 80.437 | shortlist-jobsmcp · search | Automates job searching, application form filling, and submission across major applicant tracking systems. | 37 stars · 4 forks | No one-command install · Source | |
| 4570 | 80.437 | youtube-transcript-mcpmcp · ai-agents | The first remote MCP server that enables Claude AI to extract transcripts from YouTube videos with zero-setup access on any platform, including… | 37 stars · 4 forks | No one-command install · Source | |
| 4570 | 80.437 | li-vien-feishumcp · other | Integrates with Feishu (Lark) to retrieve document content from collaborative workspaces, enabling direct access to stored information without manual… | 37 stars · 4 forks | No one-command install · Source | |
| 4570 | 80.437 | devizor-macos-notificationmcp · comms | Enables macOS system notifications, banner alerts, and text-to-speech capabilities with customizable parameters like voice selection and speech rate. | 37 stars · 4 forks | No one-command install · Source | |
| 4576 | 80.434 | chimera-protocol-csl-coremcp · ai-agents | Deterministic AI safety policy engine with Z3 formal verification. Write, verify, and enforce machine-verifiable constraints for AI agents via MCP. | 16 stars · 12 forks | No one-command install · Source | |
| 4576 | 80.434 | wixmcp · payments | Enables website creation and management with Wix business solutions including eCommerce, booking systems, payment processing, and CRM functionality… | 16 stars · 12 forks | No one-command install · Source | |
| 4576 | 80.434 | koundinya-zendeskmcp · search | Integrates with Zendesk to enable ticket retrieval, creation, updating, and searching directly from conversation interfaces for streamlined customer… | 16 stars · 12 forks | No one-command install · Source | |
| 4576 | 80.434 | restaurant-booking-google-mapsmcp · back-end | Integrates Google Maps Places API with intelligent recommendation algorithms to provide restaurant discovery, booking assistance, and contextually… | 16 stars · 12 forks | No one-command install · Source | |
| 4576 | 80.434 | shoofio-brave-search-ssemcp · search | Integrates with Brave Search to provide web and local search capabilities with automatic fallback, rate limiting, and SSE transport support for… | 16 stars · 12 forks | No one-command install · Source | |
| 4576 | 80.434 | kukapay-defi-yields-mcpmcp · ai-agents | An MCP server for AI agents to explore DeFi yield opportunities. | 16 stars · 12 forks | No one-command install · Source | |
| 4582 | 80.418 | vangard-daz-mcpmcp · ai-agents | MCP server that enables Claude to control DAZ Studio for scene manipulation, morph discovery, animation, and rendering. | 25 stars · 8 forks | No one-command install · Source | |
| 4582 | 80.418 | twolven-stockflowmcp · back-end | Integrates with the Yahoo Finance API to provide real-time stock market data and analysis tools for financial research and trading strategies. | 25 stars · 8 forks | No one-command install · Source | |
| 4582 | 80.418 | jupyter-server-mcpmcp · back-end | A configurable MCP server extension for Jupyter Server that enables dynamic registration of Python functions as tools accessible to MCP clients from a… | 25 stars · 8 forks | No one-command install · Source | |
| 4582 | 80.418 | jobgptmcp · search | Search jobs, auto-apply to positions, generate tailored resumes, and track applications through the 6figr JobGPT platform. | 25 stars · 8 forks | No one-command install · Source | |
| 4582 | 80.418 | theobrigitte-timemcp · search | Provides time and date manipulation capabilities including current time retrieval, timezone conversion, duration arithmetic, natural language relative… | 25 stars · 8 forks | No one-command install · Source | |
| 4582 | 80.418 | rayyan9477-linkedin-job-assistantmcp · search | Integrates with LinkedIn to automate job searching, profile viewing, resume generation, and job applications with tailored resume and cover letter… | 25 stars · 8 forks | No one-command install · Source | |
| 4588 | 80.417 | roku-dev-studio-mcp-servermcp · observability | All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging… | 32 stars · 5 forks | No one-command install · Source | |
| 4588 | 80.417 | cartographermcp · github-vcs | MCP governance server that lets AI agents build and maintain a persistent, versioned wiki of interlinked Markdown files through validated tools… | 32 stars · 5 forks | No one-command install · Source | |
| 4588 | 80.417 | fannon-u-he-preset-randomizermcp · otheralso listed as u-he-preset-randomizer-mcp | Generate and randomize u-he synthesizer presets through AI-assisted workflows | 32 stars · 5 forks | No one-command install · Source | |
| 4588 | 80.417 | tiagodanin-android-debug-bridgemcp · front-end | Integrates with Android devices through ADB commands to enable app management, UI interaction, screenshot capture, and automated testing workflows. | 32 stars · 5 forks | No one-command install · Source | |
| 4588 | 80.417 | librarianmcp · search | Provides AI agents with persistent knowledge storage, enabling them to store, search, and retrieve text, documents, and files using semantic and… | 32 stars · 5 forks | No one-command install · Source | |
| 4588 | 80.417 | nanobanana-mcpmcp · ai-agents | MCP server that brings Gemini's image generation and editing capabilities to Claude Desktop, Claude Code, and Cursor. Supports Nano Banana 2 (Flash)… | 32 stars · 5 forks | No one-command install · Source | |
| 4588 | 80.417 | playwright-recordermcp · browser | Playwright MCP enables browser automation and interaction recording by capturing DOM interactions, screenshots, and page navigation events to generate… | 32 stars · 5 forks | No one-command install · Source | |
| 4588 | 80.417 | aspenplus-mcp-servermcp · back-end | Enables AI assistants to interact with Aspen Plus process simulations through a standardized MCP interface, supporting simulation control, data… | 32 stars · 5 forks | No one-command install · Source | |
| 4588 | 80.417 | mb-dev-macos-ui-automationmcp · front-end | Enables desktop automation on macOS through native accessibility APIs for clicking UI elements, typing text, taking screenshots, and navigating… | 32 stars · 5 forks | No one-command install · Source | |
| 4588 | 80.417 | format37-youtube-mcpmcp · ai-agents | MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube… | 32 stars · 5 forks | No one-command install · Source | |
| 4588 | 80.417 | mcp-server-jupytermcp · back-end | Enables programmatic interaction with Jupyter notebooks, allowing reading, editing, and executing cells via Claude. | 32 stars · 5 forks | No one-command install · Source | |
| 4600 | 80.407 | mikusnuz-app-publishmcp · other | Manage iOS and Android app publishing across App Store Connect and Google Play Console. | 29 stars · 6 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.