Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4101 | 80.869 | tampermonkey-mcpmcp · back-end | MCP server that enables AI assistants to manage Tampermonkey userscripts via the Tampermonkey Editors browser extension, including listing, reading… | 34 stars · 5 forks | No one-command install · Source | |
| 4101 | 80.869 | anton15k-wiki-agentmcp · ai-agents | MCP server for personal wiki and knowledge management that converts URLs, PDFs, audio, and video into Obsidian notes. | 34 stars · 5 forks | No one-command install · Source | |
| 4101 | 80.869 | iamr0s-ruto-phonemcp · ai-agents | Automates Android devices via ADB with vision-based agent, touch controls, and skill-driven task execution. | 34 stars · 5 forks | No one-command install · Source | |
| 4101 | 80.869 | dh1011-auto-faviconmcp · other | Automatically generates complete favicon sets from PNG images or URLs, creating multiple sizes, ICO files, Apple touch icons, and web app manifests… | 34 stars · 5 forks | No one-command install · Source | |
| 4101 | 80.869 | rust-local-ragmcp · search | Provides local document search and retrieval using Rust for high-performance PDF processing and semantic search with Ollama embeddings, automatically… | 34 stars · 5 forks | No one-command install · Source | |
| 4106 | 80.868 | gh-dimitar-grigorov-file-toolsmcp · other | File operations with non-UTF-8 encoding support for 22 character sets including Cyrillic, Windows-125x, and ISO-8859. | 24 stars · 10 forks | No one-command install · Source | |
| 4106 | 80.868 | damientilman-mailchimp-mcp-servermcp · back-end | Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch… | 24 stars · 10 forks | No one-command install · Source | |
| 4106 | 80.868 | mattydsmith-things-cloudmcp · other | Full read/write access to Things 3 task manager via reverse-engineered cloud SDK. | 24 stars · 10 forks | No one-command install · Source | |
| 4106 | 80.868 | bugsnag-mcp-servermcp · back-endalso listed as tgeselle-bugsnag-mcp | Enables interacting with Bugsnag to investigate and resolve errors via natural language. Supports browsing organizations, projects, errors… | 24 stars · 10 forks | No one-command install · Source | |
| 4106 | 80.868 | ziwei-mcpmcp · back-end | A professional Ziwei Doushu (Purple Star Astrology) MCP server that generates and interprets astrological charts, analyzes fortune and compatibility… | 24 stars · 10 forks | No one-command install · Source | |
| 4106 | 80.868 | kamel-irzouni-qwen-maxmcp · back-end | Integrates with Qwen Max large language model via Dashscope API for text generation and analysis tasks in applications. | 24 stars · 10 forks | No one-command install · Source | |
| 4106 | 80.868 | openlink-sqlalchemy-odbc-bridgemcp · database | Provides a bridge between databases and SQL/SPARQL queries through ODBC connections, enabling schema exploration, table management, and query… | 24 stars · 10 forks | No one-command install · Source | |
| 4106 | 80.868 | dsp-mcp-server-steammcp · back-end | Integrates with the Steam Web API. Allows for querying various stats, such as games in your library and their respective playtime. | 24 stars · 10 forks | No one-command install · Source | |
| 4115 | 80.859 | zqushair-frontappmcp · back-end | Integrates Claude with Front customer communication platform, enabling AI to manage conversations, contacts, and accounts directly through the Front… | 19 stars · 12 forks | No one-command install · Source | |
| 4115 | 80.859 | gx-55-multi-gmailmcp · auth | MCP server for managing multiple Gmail accounts with tools for reading, writing, organizing, and OAuth authentication. | 19 stars · 12 forks | No one-command install · Source | |
| 4117 | 80.846 | cdcxmcp · back-end | MCP server for the Crypto.com Exchange API, providing 86 dynamically generated tools for market data, trading, account management, and more with… | 25 stars · 9 forks | No one-command install · Source | |
| 4117 | 80.846 | shouldnotappearcalm-a-share-stock-marketmcp · other | Access Chinese A-share market data including real-time quotes, K-lines, and technical indicators. | 25 stars · 9 forks | No one-command install · Source | |
| 4117 | 80.846 | axhlzy-il2cpp-frida-bridgemcp · ai-agents | Bridges Unity IL2CPP applications with Frida dynamic instrumentation for real-time reverse engineering analysis including class inspection, method… | 25 stars · 9 forks | No one-command install · Source | |
| 4117 | 80.846 | iamalexander-readwisemcp · search | Integrates with Readwise to provide access to saved articles, books, highlights, and documents, enabling users to reference, analyze, and search… | 25 stars · 9 forks | No one-command install · Source | |
| 4117 | 80.846 | drissionpage-mcp-servermcp · back-end | 基于 DrissionPage 的模型上下文协议 (MCP) 服务，为 AI 助手提供强大的浏览器自动化能力。 | 25 stars · 9 forks | No one-command install · Source | |
| 4117 | 80.846 | crazyrabbitltc-twittermcp · back-end | Integrates with the X API v2 to enable post, search, and reply to tweets. | 25 stars · 9 forks | No one-command install · Source | |
| 4117 | 80.846 | avimbu-slackmcp · back-end | Provides a bridge to the Slack API, enabling message posting and user list retrieval for workspace interactions through a TypeScript implementation. | 25 stars · 9 forks | No one-command install · Source | |
| 4124 | 80.812 | open-and-async-mcp-servermcp · back-end | Enables async-first working practices by providing tools to draft decision docs, convert meetings to async artifacts, score status updates, and triage… | 48 stars · 3 forks | No one-command install · Source | |
| 4124 | 80.812 | hyperion-gpu-proofflowmcp · devopsalso listed as proofflow-mcp-server | Audit infrastructure for AI coding agents with evidence-backed review and policy gates. | 48 stars · 3 forks | No one-command install · Source | |
| 4127 | 80.780 | minirag-mcpmcp · search | Local-first RAG MCP server that indexes local documents and provides hybrid search (semantic + keyword) with file ingestion, URL fetching, and a CLI… | 65 stars · 2 forks | No one-command install · Source | |
| 4128 | 80.775 | cwvedvik-tripletexmcp · otheralso listed as tripletex-mcp-server | Access to Tripletex accounting software for time tracking, invoicing, and financial management. | 23 stars · 11 forks | No one-command install · Source | |
| 4130 | 80.770 | akash-networkmcp · devops | Bridges AI agents with the Akash Network, enabling deployment and management of decentralized applications on blockchain-based cloud computing… | 13 stars · 13 forks | No one-command install · Source | |
| 4131 | 80.765 | velanemcp · devops | Integration Infrastructure Agents Actually Control | 39 stars · 4 forks | No one-command install · Source | |
| 4131 | 80.765 | maile456-mcp-chatmcp · ai-agents | Persistent chat loop MCP server for IDE AI assistants with OpenAI and Anthropic API compatibility. | 39 stars · 4 forks | No one-command install · Source | |
| 4131 | 80.765 | pocket-disasmmcp · back-end | Enables coding agents to manage multiple isolated IDA Pro analysis sessions concurrently through a single MCP endpoint, allowing them to open… | 39 stars · 4 forks | No one-command install · Source | |
| 4131 | 80.765 | raye-deng-open-code-reviewmcp · back-end | AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD… | 39 stars · 4 forks | No one-command install · Source | |
| 4131 | 80.765 | tsuchijo-matlabmcp · other | Integrates MATLAB's numerical computing capabilities, enabling execution of MATLAB scripts and functions for data analysis, signal processing, and… | 39 stars · 4 forks | No one-command install · Source | |
| 4136 | 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 | |
| 4136 | 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 | |
| 4138 | 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 | |
| 4138 | 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 | |
| 4138 | 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 | |
| 4138 | 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 | |
| 4138 | 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 | |
| 4143 | 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 | |
| 4143 | 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 | |
| 4145 | 80.712 | kpanuragh-xdebugmcp · other | PHP debugging with breakpoints, stepping, and variable inspection | 26 stars · 8 forks | No one-command install · Source | |
| 4145 | 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 | |
| 4145 | 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 | |
| 4145 | 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 | |
| 4145 | 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 | |
| 4145 | 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 | |
| 4145 | 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 | |
| 4145 | 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 | |
| 4145 | 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 | |
| 4145 | 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 | |
| 4156 | 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 | |
| 4156 | 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 | |
| 4156 | 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 | |
| 4156 | 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 | |
| 4156 | 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 | |
| 4156 | 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 | |
| 4156 | 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 | |
| 4163 | 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 | |
| 4163 | 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 | |
| 4163 | 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 | |
| 4163 | 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 | |
| 4167 | 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 | |
| 4167 | 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 | |
| 4170 | 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 | |
| 4170 | 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 | |
| 4172 | 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 | |
| 4172 | 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 | |
| 4174 | 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 | |
| 4174 | 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 | |
| 4176 | 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 | |
| 4177 | 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 | |
| 4177 | 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 | |
| 4177 | 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 | |
| 4177 | 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 | |
| 4177 | 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 | |
| 4177 | 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 | |
| 4177 | 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 | |
| 4177 | 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 | |
| 4185 | 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 | |
| 4185 | 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 | |
| 4185 | 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 | |
| 4185 | 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 | |
| 4185 | 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 | |
| 4185 | 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 | |
| 4191 | 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 | |
| 4191 | 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 | |
| 4191 | 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 | |
| 4191 | 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 | |
| 4191 | 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 | |
| 4191 | 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 | |
| 4191 | 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 | |
| 4199 | 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 | |
| 4199 | 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 |
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.