Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | 60.035 | pepuscz-typefully5549mcp · other | Integrates with Typefully's social media scheduling platform to automate content creation, scheduling, and publishing workflows across multiple social… | 6 stars · 3 forks | No one-command install · Source | |
| 2202 | 60.035 | spacecode-ai-spacebridge-mcpmcp · other | Bring structure and preserve context in vibe coding by automatically tracking issues. | 6 stars · 3 forks | No one-command install · Source | |
| 2203 | 60.035 | k2wanko-voicepeakmcp · other | Integrates with VOICEPEAK engine to generate natural-sounding Japanese speech with customizable narrators, emotions, speed, and pitch parameters for… | 6 stars · 3 forks | No one-command install · Source | |
| 2204 | 60.035 | fervoyush-plotninemcp · other | Creates grammar of graphics visualizations by loading data from files, URLs, or JSON and building customizable plots with multiple geometry layers… | 6 stars · 3 forks | No one-command install · Source | |
| 2205 | 60.035 | pitchlensemcp · other | Analyzes startup risk across 9 categories (market, product, team, financial, customer, operational, competitive, legal, exit) by processing… | 6 stars · 3 forks | No one-command install · Source | |
| 2206 | 60.035 | omararias-vmd-controllermcp · other | Controls VMD2 (Visual Molecular Dynamics) via natural language with 23 tools for loading structures, visualizing trajectories, and rendering images. | 6 stars · 3 forks | No one-command install · Source | |
| 2207 | 60.035 | danielealbano-azure-devops-boardsmcp · other | Enables work item creation, updates, queries, and board management | 6 stars · 3 forks | No one-command install · Source | |
| 2208 | 60.035 | dljrealty-guestymcp · other | Guesty property management integration with 38 tools for reservations, guests, messaging, pricing, and financials. | 6 stars · 3 forks | No one-command install · Source | |
| 2209 | 60.035 | snailbrainx-speaker-diarizationmcp · other | Real-time speaker diarization with automatic enrollment, transcription, and speaker tracking for multi-party conversations | 6 stars · 3 forks | No one-command install · Source | |
| 2210 | 60.035 | dreliq9-fcpmcp · other | 88 tools for Final Cut Pro — FCPXML engine, live FCP control, media analysis, and AI puppets. | 6 stars · 3 forks | No one-command install · Source | |
| 2211 | 60.035 | mcp-bastionmcp · other | A reliability & security proxy for the Model Context Protocol (MCP) that provides self-healing connections, runtime tool-security, and… | 6 stars · 3 forks | No one-command install · Source | |
| 2212 | 60.035 | kshana-mcpmcp · other | Validated PNT-resilience simulator over MCP — SGP4/SDP4 orbit propagation, IAU reference frames, GNSS availability/DOP, GNSS/INS fusion, ARAIM… | 6 stars · 3 forks | No one-command install · Source | |
| 2213 | 60.035 | kiki830621-che-wordmcp · other | Microsoft Word document generation and template management. | 6 stars · 3 forks | No one-command install · Source | |
| 2214 | 60.035 | go-unifi-mcpmcp · other | Manage UniFi sites, devices, clients, networks, port forwarding, DNS, and firewall rules. | 6 stars · 3 forks | No one-command install · Source | |
| 2215 | 60.262 | distrihub-google-workspacemcp · other | Integrates with Google Workspace to enable file management in Drive and data manipulation in Sheets, facilitating document-centric tasks and data… | 7 stars · 2 forks | No one-command install · Source | |
| 2216 | 60.262 | school-toolsmcp · other | Integrates with Canvas and Gradescope to help students track assignment deadlines, add them to macOS Reminders, and manage course materials across… | 7 stars · 2 forks | No one-command install · Source | |
| 2217 | 60.262 | darknoah-feishumcp · other | Feishu/Lark messaging platform integration. | 7 stars · 2 forks | No one-command install · Source | |
| 2218 | 60.262 | ddaltn-raindropmcp · other | Integrates with Raindrop.io to enable natural language management of bookmarking collections and tags for streamlined organization workflows. | 7 stars · 2 forks | No one-command install · Source | |
| 2219 | 60.262 | inspector-apmmcp · other | Integrates with Inspector APM to provide direct access to production errors, transaction performance data, and detailed execution timelines for… | 7 stars · 2 forks | No one-command install · Source | |
| 2220 | 60.262 | xcollantes-jiramcp · other | Integrates with Jira through the jira-cli command-line tool for ticket management, sprint operations, and workflow automation. | 7 stars · 2 forks | No one-command install · Source | |
| 2221 | 60.262 | aiqbee-brainmcp · other | AI knowledge graph for architecture, portfolio, and digital strategy. | 7 stars · 2 forks | No one-command install · Source | |
| 2222 | 60.262 | mcp-mijiamcp · other | Enables AI assistants to control Xiaomi Mi Home smart devices through natural language, supporting device listing, property control, actions, and… | 7 stars · 2 forks | No one-command install · Source | |
| 2223 | 60.262 | mthelm85-plutomcp-jlmcp · other | Exposes live Pluto.jl notebooks for real-time inspection and manipulation through MCP with SSE and stdio transports. | 7 stars · 2 forks | No one-command install · Source | |
| 2224 | 60.262 | nayakwadis-mftoolmcp · other | Publicly available Indian mutual funds data via the mftool Python library. | 7 stars · 2 forks | No one-command install · Source | |
| 2225 | 60.262 | realtime-sales-dashboardmcp · other | Streams simulated sales data via WebSocket and renders live KPIs, state rankings, sparkline charts, and an activity feed within an MCP App iframe. | 7 stars · 2 forks | No one-command install · Source | |
| 2226 | 60.262 | gh-tmc-xcmcpmcp · other | Comprehensive Xcode, Simulator, Accessibility, and AppleScript automation toolkit for macOS development. | 7 stars · 2 forks | No one-command install · Source | |
| 2227 | 60.262 | hebcal-jewish-calendarmcp · other | Integrates with Hebrew calendar libraries to provide date conversions, yahrzeit calculations, and Torah portion information for Jewish religious… | 7 stars · 2 forks | No one-command install · Source | |
| 2228 | 60.262 | dsersmcp · other | Import, edit, price, and publish products to Shopify and Wix stores via the DSers dropshipping platform. | 7 stars · 2 forks | No one-command install · Source | |
| 2229 | 60.344 | davidlin2k-pox-sdn-controllermcp · other | Bridges to the POX SDN controller, enabling network topology management and configuration of OpenFlow-based networks through specialized tools for… | 2 stars · 5 forks | No one-command install · Source | |
| 2230 | 60.677 | devyhan-xcode-mcpmcp · other | Provides Xcode-related command-line tools to enables project inspection, building, testing, archiving, code signing, and Xcode simulator management… | 9 stars · 1 fork | No one-command install · Source | |
| 2231 | 60.677 | colygon-zkproofmcp · other | Enables privacy-preserving computations with zero-knowledge proofs for verifying claims like age requirements without revealing sensitive personal… | 9 stars · 1 fork | No one-command install · Source | |
| 2232 | 60.677 | lyramakesmusic-loommcp · other | Collaborative text exploration and completion through base model interactions for interactive content development | 9 stars · 1 fork | No one-command install · Source | |
| 2233 | 60.677 | regennow-regennexus-uapmcp · other | Control robots, IoT devices, and hardware including Raspberry Pi, Arduino, NVIDIA Jetson, ESP32, and robotic arms. | 9 stars · 1 fork | No one-command install · Source | |
| 2234 | 60.677 | quantcontextmcp · other | Stock screening, strategy backtesting, and Fama-French factor analysis for trading workflows. | 9 stars · 1 fork | No one-command install · Source | |
| 2235 | 60.677 | gh-juancmpdev-mediaboxmcp · other | Manages a self-hosted media stack — Jellyfin, Sonarr, Radarr, qBittorrent, and more — through 25 tools via natural language. | 9 stars · 1 fork | No one-command install · Source | |
| 2236 | 60.677 | aryanbv-pdf-toolkitmcp · other | Create, merge, split, watermark, and convert Markdown to PDF with sixteen manipulation tools. | 9 stars · 1 fork | No one-command install · Source | |
| 2237 | 60.677 | rnaga-wordpressmcp · other | Manage posts, users, comments, terms, metadata, and settings | 9 stars · 1 fork | No one-command install · Source | |
| 2238 | 60.677 | jongalloway-pptxmcp · other | Reads, creates, and updates PowerPoint presentations with slide content extraction, text updates, and image insertion. | 9 stars · 1 fork | No one-command install · Source | |
| 2239 | 60.677 | paulieb89-pine-scriptmcp · other | Provides Pine Script v6 documentation, function lookup, and syntax validation tools for AI coding assistants. | 9 stars · 1 fork | No one-command install · Source | |
| 2240 | 60.677 | gh-rul1an-assaymcp · other | Firewall for tool calls with policy enforcement, audit trails, and replayable evidence bundles. | 9 stars · 1 fork | No one-command install · Source | |
| 2241 | 60.684 | fellowgeek-macos-text-to-speechmcp · other | Enables text-to-speech output on macOS using the native 'say' command for converting messages into audible announcements and status updates. | 15 stars | No one-command install · Source | |
| 2242 | 60.684 | glassmcp · other | Build -> See -> Interact -> Debug over native GUI apps. | 15 stars | No one-command install · Source | |
| 2243 | 61.350 | gbrbks-architecture-blueprintsmcp · other | Exposes software architecture blueprints and patterns as persistent context for AI-assisted development, with tools to validate code compliance with… | 16 stars | No one-command install · Source | |
| 2244 | 61.350 | storybloq-lensesmcp · other | Enables multi-lens code review by running 8 specialized reviewers in parallel, deduplicating findings, and producing a single verdict. | 16 stars | No one-command install · Source | |
| 2245 | 61.362 | dotemacs-domain-lookup-mcpmcp · other | Domain name lookup service, first via [RDAP](https://en.wikipedia.org/wiki/Registration_Data_Access_Protocol) and then as a fallback via… | 6 stars · 4 forks | No one-command install · Source | |
| 2246 | 61.362 | boe-mcpmcp · other | Enables querying Spanish BOE consolidated legislation, daily summaries, and legal reference data through natural language using the Model Context… | 6 stars · 4 forks | No one-command install · Source | |
| 2247 | 61.362 | kmexnx-excel-to-pdfmcp · other | Converts Excel and Apple Numbers spreadsheets to PDF format, enabling file sharing with stakeholders who lack access to the original applications. | 6 stars · 4 forks | No one-command install · Source | |
| 2248 | 61.362 | liquidsoapmcpmcp · other | Provides AI assistants with version-accurate Liquidsoap 2.4.0 documentation, examples, and script validation to generate correct Liquidsoap code and… | 6 stars · 4 forks | No one-command install · Source | |
| 2249 | 61.362 | bivex-zentaomcp · other | Integrates with ZenTao project management system to provide access to projects, products, stories, bugs, tasks, test management, releases, builds, and… | 6 stars · 4 forks | No one-command install · Source | |
| 2250 | 61.362 | aimbitgmbh-vikunjamcp · other | Integrates with Vikunja self-hosted task management to enable project and task operations including kanban boards, labels, comments, assignees, and… | 6 stars · 4 forks | No one-command install · Source | |
| 2251 | 61.362 | omie-mcpmcp · other | Enables natural language control of OMIE ERP finances, including accounts payable/receivable, bank transactions, cash flow, and supplier management… | 6 stars · 4 forks | No one-command install · Source | |
| 2252 | 61.362 | lucassampsouza-omiemcp · other | Integrates with OMIE ERP to manage finances, suppliers, accounts payable and receivable, bank transactions, and cash flow through 27 tools. | 6 stars · 4 forks | No one-command install · Source | |
| 2253 | 61.362 | merit-mcpmcp · other | Connects to Merit bookkeeping software | 6 stars · 4 forks | No one-command install · Source | |
| 2254 | 61.891 | doomdagadiggiedahdah-iacr-cryptology-eprint-archivemcp · other | Bridges AI models with the IACR Cryptology ePrint Archive, enabling efficient extraction and analysis of cryptographic research papers. | 3 stars · 5 forks | No one-command install · Source | |
| 2255 | 61.891 | pykrxmcp · other | Provides Korean stock market data from KRX including KOSPI, KOSDAQ, and KONEX prices, fundamentals, and ETF tracking. | 3 stars · 5 forks | No one-command install · Source | |
| 2256 | 61.891 | jayrahmcp · other | Enables AI assistants to interact with Jira via CLI/TUI, supporting issue browsing, creation, comments, status changes, and custom fields. | 3 stars · 5 forks | No one-command install · Source | |
| 2257 | 61.934 | sparkyscientist-comsol-multiphysicsmcp · other | Control COMSOL Multiphysics simulations with physics-aware mesh generation, solver configuration, and parametric sweeps. | 17 stars | No one-command install · Source | |
| 2258 | 62.026 | eiliyaabedini-aidermcp · other | Provides a bridge between Aider pair programming tool and AI models, enabling parallel execution of multiple coding tasks with configurable file… | 10 stars · 1 fork | No one-command install · Source | |
| 2259 | 62.026 | oxc-astmcp · other | Provides direct access to the OXC JavaScript/TypeScript parser for parsing code into ASTs, validating syntax and semantics, and exploring AST node… | 10 stars · 1 fork | No one-command install · Source | |
| 2260 | 62.026 | alex1092-up-bankingmcp · other | Read-only Up Banking (Australia) integration for account balances, transactions, and spending category analysis | 10 stars · 1 fork | No one-command install · Source | |
| 2261 | 62.026 | gh-es617-debug-probemcp · other | On-chip debug probe interaction with J-Link, OpenOCD, and pyOCD for microcontroller development. | 10 stars · 1 fork | No one-command install · Source | |
| 2262 | 62.026 | gh-crispvibe-document-studiomcp · other | Reads documents in multiple formats (PDF, DOCX, XLSX, EPUB, and more) and generates Word and PowerPoint files. | 10 stars · 1 fork | No one-command install · Source | |
| 2263 | 62.026 | testing-mcpmcp · other | Enables AI assistants to write and debug integration tests by providing live access to DOM structure and executing code directly in test environments. | 10 stars · 1 fork | No one-command install · Source | |
| 2264 | 62.026 | ultralytics-mcpmcp · other | Enables management and interaction with the Ultralytics Platform, including browsing projects/datasets/models, starting training, running predictions… | 10 stars · 1 fork | No one-command install · Source | |
| 2265 | 62.026 | wshobson-tiingomcp · other | Access Tiingo financial data for stocks, forex, crypto, news, and fundamentals. | 10 stars · 1 fork | No one-command install · Source | |
| 2266 | 62.046 | lipdog-excel-mastermcp · other | Integrates with Excel using XLwings to enable automated data manipulation, analysis, and reporting for business workflows. | 8 stars · 2 forks | No one-command install · Source | |
| 2267 | 62.046 | phialsbasement-mcp-timemcp · other | Utility to retrive current UTC using Node | 8 stars · 2 forks | No one-command install · Source | |
| 2268 | 62.046 | dkpoulsen-flutter-toolsmcp · other | Integrates with the Flutter SDK to analyze and fix Dart/Flutter files, enabling automated code analysis and improvement suggestions for Flutter… | 8 stars · 2 forks | No one-command install · Source | |
| 2269 | 62.046 | arnavsurve-soundcloud-downloadermcp · other | Enables downloading tracks, playlists, and user content from SoundCloud with granular control over output location, download modes, track limits, and… | 8 stars · 2 forks | No one-command install · Source | |
| 2270 | 62.046 | shibuiwilliam-data-wrangler-polarsmcp · other | Provides data preprocessing, transformation, and analysis capabilities using Polars dataframes for statistical operations on multiple file formats… | 8 stars · 2 forks | No one-command install · Source | |
| 2271 | 62.046 | aio-2030-siliconflow-voice-transcriptionmcp · other | Provides voice transcription capabilities by processing audio files with the FunAudioLLM/SenseVoiceSmall model, returning text with confidence scores… | 8 stars · 2 forks | No one-command install · Source | |
| 2272 | 62.046 | omnifocusmcp · other | Integrates with OmniFocus task management on macOS using JavaScript for Automation to retrieve tasks, projects, and metadata including due dates… | 8 stars · 2 forks | No one-command install · Source | |
| 2273 | 62.046 | pattern-languagemcp · other | Provides structured coding instructions and testing guidelines by dynamically combining general programming principles with language-specific rules… | 8 stars · 2 forks | No one-command install · Source | |
| 2274 | 62.046 | cablehead-nushellmcp · other | Executes Nushell scripts securely through a single tool, returning structured output with stdout, stderr, and exit codes for data processing pipelines… | 8 stars · 2 forks | No one-command install · Source | |
| 2275 | 62.046 | kylinmountain-web-fetchmcp · other | Web content fetching, summarizing, comparing, and extracting information | 8 stars · 2 forks | No one-command install · Source | |
| 2276 | 62.046 | marceausolutions-md-to-pdf-mcpmcp · other | Convert Markdown files to professional PDFs with customizable themes, headers, footers, and styling | 8 stars · 2 forks | No one-command install · Source | |
| 2277 | 62.046 | testcase-generator-mcpmcp · other | 基于Model Context Protocol (MCP) 的测试用例生成服务，让AI助手根据上下文自动生成Markdown格式的测试用例，并可导出为Xmind思维导图。 | 8 stars · 2 forks | No one-command install · Source | |
| 2278 | 62.046 | seo-auditmcp · other | AI-powered SEO and AEO audit for websites. | 8 stars · 2 forks | No one-command install · Source | |
| 2279 | 62.046 | nanami-he-petsonalitymcp · other | MBTI-powered terminal pet companion for personality-driven coding session interactions. | 8 stars · 2 forks | No one-command install · Source | |
| 2280 | 62.046 | gh-ashev87-propstackmcp · other | Propstack CRM integration for contacts, properties, deals, and viewings. | 8 stars · 2 forks | No one-command install · Source | |
| 2281 | 62.046 | nikomatsakis-zulookmcp · other | Read-only access to Zulip conversations with CLI, MCP, and ACP proxy modes. | 8 stars · 2 forks | No one-command install · Source | |
| 2282 | 62.046 | shell-execmcp · other | Execute bash commands with background job support. | 8 stars · 2 forks | No one-command install · Source | |
| 2283 | 62.046 | fitllmmcp · other | Will this AI model fit on your Mac? | 8 stars · 2 forks | No one-command install · Source | |
| 2284 | 62.046 | gh-olgasafonova-nordic-registrymcp · other | Access Nordic business registries for Norway, Denmark, Finland, and Sweden. 23 tools. | 8 stars · 2 forks | No one-command install · Source | |
| 2285 | 62.046 | debmatic-mcpmcp · other | Integrates HomeMatic smart home devices (via CCU3, RaspberryMatic, or debmatic) as MCP tools, enabling natural language query and control of rooms… | 8 stars · 2 forks | No one-command install · Source | |
| 2286 | 62.111 | truaxki-notesmcp · other | Provides a simple interface for reading and writing notes, enabling quick information capture and basic note management tasks. | 7 stars · 3 forks | No one-command install · Source | |
| 2287 | 62.111 | sakshee5-jobapplymcp · other | Automates job application workflows by scraping job postings, analyzing resumes against job descriptions for ATS scoring, generating tailored cover… | 7 stars · 3 forks | No one-command install · Source | |
| 2288 | 62.111 | getgather-goodreadsmcp · other | Integrates with Goodreads through GetGather service to retrieve personal book libraries and reading information for book recommendation workflows and… | 7 stars · 3 forks | No one-command install · Source | |
| 2289 | 62.111 | xueli-sherryli-rss-readermcp · other | Integrates with Google Reader-compatible RSS services like FreshRSS to provide comprehensive feed management, article organization, and content… | 7 stars · 3 forks | No one-command install · Source | |
| 2290 | 62.111 | pandoc-md2pptxmcp · other | Converts Markdown content to PowerPoint presentations using pandoc with automatic diagram rendering for Mermaid, PlantUML, and Graphviz code blocks… | 7 stars · 3 forks | No one-command install · Source | |
| 2291 | 62.111 | mrnugget-tailscale-statusmcp · other | Enables querying Tailscale status by parsing CLI output on macOS, providing structured data about connected devices and network information. | 7 stars · 3 forks | No one-command install · Source | |
| 2292 | 62.111 | funsjanssen-fakermcp · other | Generates realistic fake data using Faker.js for person records, company information, and custom patterns with multi-locale support and batch… | 7 stars · 3 forks | No one-command install · Source | |
| 2293 | 62.111 | repalash-kite3d-websocket-bridgemcp · other | Bridges Kite 3D game engine editor with WebSocket connectivity for real-time scene manipulation and automated game development workflows. | 7 stars · 3 forks | No one-command install · Source | |
| 2294 | 62.111 | unionai-unionmcp · other | Connects AI assistants to Union's tasks, workflows, and apps, enabling access to distributed computing capabilities through customizable tools and… | 7 stars · 3 forks | No one-command install · Source | |
| 2295 | 62.111 | fantay0312-ida-pro-plusmcp · other | Extends IDA Pro reverse engineering with 80+ MCP tools for decompilation, disassembly, cross-references, debugging, and headless binary analysis. | 7 stars · 3 forks | No one-command install · Source | |
| 2296 | 62.111 | gh-widoriezebos-descartesmcp · other | Debug live JVMs using JDWP or embedded runtime tooling with JShell, profiler, and hot reload capabilities. | 7 stars · 3 forks | No one-command install · Source | |
| 2297 | 62.111 | shopana-novaposhtamcp · other | Integrates with Ukrainian shipping carrier Nova Poshta for package tracking, waybill management, and address operations | 7 stars · 3 forks | No one-command install · Source | |
| 2298 | 62.111 | ohmywindmcp · other | Enables any MCP-compatible assistant to plan sailing passages using wind and sea forecasts, with boat-specific polars, per-leg ETAs, complexity… | 7 stars · 3 forks | No one-command install · Source | |
| 2299 | 62.111 | ivanostanin-luciusmcp · other | Allure TestOps integration for managing test cases, launches, plans, defects, and metadata via the Model Context Protocol. | 7 stars · 3 forks | No one-command install · Source | |
| 2300 | 62.472 | jason-hub-star-unityctlmcp · other | Deterministic Unity Editor control plane providing CLI commands and MCP tools for AI-driven game development. | 18 stars | 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.