Armory

Leaderboard

RankScoreComponentDescriptionEvidenceLast commitInstall
4901Unrankedmcp-ml-toolkitmcp · other基于FastMCP和scikit-learn构建的机器学习MCP服务器,提供30个工具覆盖分类、回归、聚类、降维、模型评估和数据预处理。No signals yetManual · Source
4902Unrankedmcp-financial-datamcp · other提供19个中国A股、基金、宏观经济及市场行情数据工具,支持AI客户端实时查询。No signals yetManual · Source
4903Unrankedsleeper-caffeine-mcpmcp · otherProvides read-only access to Sleeper fantasy football leagues, enabling team snapshots, available players…No signals yetManual · Source
4904Unrankedbeachfinder-mcpmcp · otherProvides AI assistants read-only access to discover and compare 184,900+ beaches, lakes, and swimming spots…No signals yetManual · Source
4905Unrankedcalculadora-mcpmcp · otherProvides a basic calculator tool for arithmetic operations (addition, subtraction, multiplication, division)…No signals yetManual · Source
4906Unrankedcirclfi-mcpmcp · otherEnables AI assistants to fetch intrinsic valuations and screen US equities using CirclFi's institutional-grade…No signals yetManual · Source
4907Unrankedmicrosoft-todo-safe-mcpmcp · otherEnables safe AI-assisted cleanup of Microsoft To Do tasks with backup, preview, confirmation, and audit…No signals yetManual · Source
4908Unrankedeco2mix-mcpmcp · otherConnects to real-time French power grid data (carbon intensity, consumption, generation mix) to make Kiro…No signals yetManual · Source
4909Unrankedkitchen-mcpmcp · otherYour digital kitchen, powered by AI. Track what you have, discover what you can cook, and get guided through…No signals yetManual · Source
4910Unrankedluallm-mcpmcp · otherEnables safe model management via leases for luaLLM, allowing users to acquire, release, and manage model…No signals yetManual · Source
4911Unrankedn8n-workflow-security-scannermcp · otherStatically analyzes exported n8n automation workflows for security issues and returns structured findings.No signals yetManual · Source
4912Unrankedperfscale-mcpmcp · otherEnables local load testing with k6/locust/native tools and cloud-based test management through the perfscale…No signals yetManual · Source
4913Unrankedpelapelamcp · otherModel response tuning for translation work — naturalness, tone, and script guidance, parameterized by language…No signals yetManual · Source
4914Unrankedcontract-information-extractormcp · otherEnables extracting explicitly stated contract metadata, clauses, and obligations from user-supplied contract…No signals yetManual · Source
4915Unrankedinvestment-intelligence-mcpmcp · otherEnables aggregated investment research by combining data from Yahoo/SEC EDGAR, Finnhub, and GDELT with…No signals yetManual · Source
4916Unrankedlunanode-mcpmcp · otherEnables management of LunaNode VPS resources including VMs, images, volumes, floating IPs, SSH keys through…No signals yetManual · Source
4917Unrankedhrms-snaplogic-mcpmcp · otherEnables integration between HRMS systems and Snaplogic through the Model Context Protocol, allowing AI…No signals yetManual · Source
4918Unrankedconfluence-downloadermcp · otherDownloads Confluence Cloud pages as Markdown with images, preserving folder hierarchy and providing YAML…No signals yetManual · Source
4919Unrankedhelios-calcom-mcpmcp · otherSecure MCP wrapper for Cal.com integration, exposing calendar booking tools to Hermes/Helios.No signals yetManual · Source
4920Unrankedcontainer-tracking-mcpmcp · otherTrack ocean containers across 200+ shipping lines by container, bill of lading, or booking number — live…No signals yetManual · Source
4921Unrankedmcp-md-convertermcp · otherConverts Markdown files to PDF or Google Docs via headless Chromium and Google Drive import.No signals yetManual · Source
4922Unrankedopenproject-codexmcp · otherEnables Codex to interact with OpenProject for project management, work packages, and reporting.No signals yetManual · Source
4923Unrankedtalk-safeguard-mcpmcp · otherAnalyzes suspicious KakaoTalk messages and links using public data samples and rule-based risk scoring to…No signals yetManual · Source
4924Unrankedprocurement-toolsmcp · otherConnects Hermes to procurement pricing tools for BOM review, mock market data, cost calculations, and Excel…No signals yetManual · Source
4925Unrankedsongsterr-mcpmcp · otherFetch Songsterr tabs and transpose them between tunings and string counts, outputting ASCII or Guitar Pro…No signals yetManual · Source
4926Unrankedmcp-video-recognition-bilibilimcp · otherAnalyzes images, audio, and video using Google's Gemini AI, with support for downloading videos from URLs such…No signals yetManual · Source
4927Unrankedmcp-contract-auditormcp · otherFetches verified EVM smart contract source code, scans for vulnerabilities, analyzes token holder…No signals yetManual · Source
4928Unrankedthermomix-mcpmcp · otherConverts recipes from any source (web, YouTube, Instagram, etc.) into Thermomix format with guided cooking…No signals yetManual · Source
4929Unrankedmachineprofile-mcpmcp · otherEnables AI assistants to retrieve structured information about the local Windows machine, including system…No signals yetManual · Source
4930Unrankedcityflo-on-time-performance-mcpmcp · otherAnswers operational questions about route on-time performance, such as lateness rates and trip evidence, using…No signals yetManual · Source
4931Unrankedreelmint-local-mcpmcp · otherDownloads and analyzes videos from platforms like Instagram, YouTube, and TikTok locally, returning keyframes…No signals yetManual · Source
4932Unrankedplain-englishmcp · otherEnables users to paste contracts, leases, terms of service, and other documents to receive a plain-English…No signals yetManual · Source
4933Unrankedcitation-guardmcp · otherVerifies citations in reference lists by checking DOIs against public registries to catch AI-hallucinated or…No signals yetManual · Source
4934Unrankedmdx-mcpmcp · otherEnables natural language querying of OLAP/SSAS cubes with verified MDX generation, self-consistency checks…No signals yetManual · Source
4935Unrankedleanote-mcpmcp · otherEnables interaction with a self-hosted Leanote note service, allowing users to list notebooks and create…No signals yetManual · Source
4936Unrankedbagwatcher-bearingbrainmcp · otherBearing lookup, fitment analysis, and quote review for industrial parts sourcing.No signals yetManual · Source
4937Unrankedblade-computer-usemcp · otherEnables MCP clients to control macOS via accessibility and screen recording, providing tools to list apps…No signals yetManual · Source
4938Unrankedpages-mcpmcp · otherEnables uploading and serving static websites via MCP tools, with automatic path prefix injection for…No signals yetManual · Source
4939Unrankedsummit53mcp · otherRevenue intelligence platform with tools for pipeline management, forecasting, and outreach.No signals yetManual · Source
4940Unrankedpubler-gateway-mcpmcp · otherOne safe MCP doorway into every Publer workspace you manage. It provides workspace-aware social scheduling…No signals yetManual · Source
4941Unrankedtranscode-mcpmcp · otherA media transcoding proxy with an MCP control surface for generating optimized media URLs, primarily for…No signals yetManual · Source
4942Unrankedsteam-library-mcpmcp · otherProvides Steam library intelligence including ownership, store briefs, deals, discovery, wishlist updates…No signals yetManual · Source
4943Unrankedpokemon-world-mcpmcp · otherEnables exploring a small map, battling and catching real-named Pokémon via MCP tools. Players start with a…No signals yetManual · Source
4944Unrankedpokemon-champions-battle-assistantmcp · otherEnables live battle statistics queries and precise damage calculations for Pokemon Champions, supporting…No signals yetManual · Source
4945Unrankedpersonal-brand-mcpmcp · otherProvides positioning frameworks, bio audits, content pillars, and platform strategies to help creators build…No signals yetManual · Source
4946Unrankedcreator-deals-mcpmcp · otherProvides deal mechanics for creators to understand and negotiate pricing models, usage rights, and negotiation…No signals yetManual · Source
4947Unrankedcontent-repurposing-mcpmcp · otherMaps any source asset (e.g., long video, podcast, blog) to all platform formats (TikTok, Reels, Shorts, etc.)…No signals yetManual · Source
4948Unrankedugc-brief-mcpmcp · otherHelps UGC creators interpret brand briefs, generate shot lists and deliverables, and identify red flags before…No signals yetManual · Source
4949Unrankedziplife-navimcp · otherAI assistant for Korean youth and newlyweds navigating rental housing, moving, and government support…No signals yetManual · Source
4950Unrankedpointcloud-mcpmcp · otherEnables querying 3D point cloud files (PLY/PCD) using natural language. Provides tools for point cloud…No signals yetManual · Source
4951Unrankedcareer-mcpmcp · otherEnables recruiters to query a person's career, projects, and impact using natural language, acting as a living…No signals yetManual · Source
4952Unrankedlinkitmcp · otherStructures communication profiles for people with hearing difficulties and provides situational guides…No signals yetManual · Source
4953Unrankedbatonmcp · otherConnect any AI session to any other across models, machines, and people with one code. Enables relay, handoff…No signals yetManual · Source
4954Unrankedlead-enrichment-mcpmcp · otherEnriches B2B company profiles with structured data including firmographic, technographic, and intent signals.No signals yetManual · Source
4955Unrankedfridge-mcpmcp · otherEnables users to manage their fridge inventory by listing, adding, removing, checking items, and identifying…No signals yetManual · Source
4956Unrankedpackzoomcp · otherCompare parcel and letter delivery prices across 60+ carriers in 27 European countries.No signals yetManual · Source
4957Unrankedtravel-city-planner-mcpmcp · otherConverts natural language travel requests into customizable multi-city itineraries, with tools for planning…No signals yetManual · Source
4958Unrankedmoneyfitmcp · otherAnalyzes government support program announcements and business profiles to determine eligibility, identify…No signals yetManual · Source
4959Unrankedarcadia-mcp-2mcp · otherConnects to 7,000+ utilities to surface bill data, interval meter readings, and carbon calculations via the…No signals yetManual · Source
4960Unrankedarcadia-mcpmcp · otherConnects to 7,000+ utilities to surface bill data, interval meter readings, and carbon calculations via the…No signals yetManual · Source
4961Unrankedcostkits-mcpmcp · otherProvides live US healthcare cost data including procedure cost estimates, provider pricing, insurance coverage…No signals yetManual · Source
4962Unrankedvmware-mcpmcp · otherEnables managing VMware Workstation Pro VMs via MCP tools, including power operations, snapshots, guest…No signals yetManual · Source
4963Unrankedloadingmcp-mcpmcp · otherPlan optimal container & truck loads: 3D layouts, right-size the container mix, and check utilization, centre…No signals yetManual · Source
4964Unrankedmcp-dev-to-linkedin-integrationmcp · otherAutomates posting articles to Dev.to and sharing posts on LinkedIn via command-line, cron jobs, or Copilot…No signals yetManual · Source
4965Unrankedshift-makermcp · otherGenerates legally-compliant weekly shift schedules for Korean workplaces through conversation, using OR-Tools…No signals yetManual · Source
4966Unrankedastromock-mcpmcp · otherExposes Vedic astrology tools for birth chart, dasha, transit calculations, and question context analysis.No signals yetManual · Source
4967Unrankedparking-recommendationmcp · otherProvides destination-based public parking lot recommendations in Seoul. It converts destinations to…No signals yetManual · Source
4968Unrankedaribot-mcpmcp · otherEnables security work such as threat modeling, scanning, compliance checks, and remediation through AI…No signals yetManual · Source
4969Unrankedstatetakehome-mcpmcp · otherEnables AI assistants to compute US take-home pay, self-employment taxes, and capital gains taxes for the 2026…No signals yetManual · Source
4970Unrankedomv-mcpmcp · otherExposes tools to manage and inspect an OpenMediaVault NAS, running on the NAS and communicating over SSH with…No signals yetManual · Source
4971Unrankedai-video-mcpmcp · otherTurns text scripts into complete videos with stock footage, AI narration, and subtitles via MCP tools for AI…No signals yetManual · Source
4972Unrankedypotheto-compchem-mcpmcp · otherEnables natural language interaction with computational chemistry tools including molecule building…No signals yetManual · Source
4973Unrankedstockermcp · otherEnables NSE stock market research with screening, quotes, peer comparison, watchlists, alerts, and strategies…No signals yetManual · Source
4974Unrankedomnicommandermcpmcp · otherEnables full local computer control from MCP clients, including terminal commands, file system operations…No signals yetManual · Source
4975Unrankedrosgraph-mcpmcp · otherProvides ROS2 workspace graph knowledge including package dependencies, message/service/action definitions…No signals yetManual · Source
4976Unrankeda0nexus-bitcoin-mcpmcp · otherProvides live Bitcoin network data (fees, mempool, hashrate) and AI-powered price/fee forecasts via MCP tools…No signals yetManual · Source
4977Unrankedmcp-kicad-climcp · otherEnables KiCad CLI automation via MCP, providing tools for ERC, DRC, BOM export, netlist export, Gerbers, drill…No signals yetManual · Source
4978Unrankedax-mcpmcp · otherEnables HTTP requests and web data extraction via natural language, acting as an AI-era curl.No signals yetManual · Source
4979Unrankedbh-pdfdoc-readermcp · otherEnables AI-powered IDEs to read PDF and DOCX files directly, supporting structured output in Markdown, JSON…No signals yetManual · Source
4980Unrankedproduct-pilot-mcpmcp · otherProvides secure PDF template analysis and layout extraction for AI assistants, enabling generation of styled…No signals yetManual · Source
4981Unrankedpregnancy-official-source-navigatormcp · otherEnables users to access curated official Korean pregnancy and childbirth sources and find hospitals using HIRA…No signals yetManual · Source
4982Unrankedcustomer-info-validatormcp · otherValidates customer information completeness by checking caller-provided data against required fields…No signals yetManual · Source
4983Unrankedwordpress-seo-mcpmcp · otherConnects AI assistants to WordPress sites, enabling automated SEO analysis and fixes for meta tags, schema…No signals yetManual · Source
4984Unrankedantigravity-mcp-2mcp · otherBridges Google Antigravity CLI with MCP clients, enabling 13 specialized tools for AI-assisted coding…No signals yetManual · Source
4985Unrankedpresentationmcpservermcp · otherAutonomously generates university-level educational presentations as interactive Reveal.js decks with…No signals yetManual · Source
4986Unrankedinsurance-mcp-demomcp · otherProvides an AI-powered insurance assistant with tools for customer, policy, claim, premium, fraud detection…No signals yetManual · Source
4987Unrankedsubscribe-mcpmcp · otherExposes subscription insights to AI clients, including platform statistics and subscription plan information.No signals yetManual · Source
4988Unrankedrunninghub-image-gen-mcp-pluginmcp · otherEnables text-to-image generation via RunningHub's seedream-v5-lite model, with support for submitting tasks…No signals yetManual · Source
4989Unrankednovel-mcpmcp · otherEnables AI tools to collaboratively write novels by managing chapters, characters, and story state through…No signals yetManual · Source
4990Unrankedmcp-local-translatemcp · otherProvides offline translation across 200+ languages using a local NLLB-200 model, with no data leaving your…No signals yetManual · Source
4991Unrankedgodot-project-doctormcp · otherAnalyzes Godot GDScript files for code quality and provides refactoring plans. Includes tools for script…No signals yetManual · Source
4992Unrankedsar-train-mcpmcp · otherProvides access to Saudi passenger rail schedules and fares, including Haramain High-Speed Railway and…No signals yetManual · Source
4993Unrankedmedia-gen-mcp-2mcp · otherEnables AI image and video generation using Google Nano Banana and Veo 3.1 via a LiteLLM gateway, providing…No signals yetManual · Source
4994Unrankedvaporcheckmcp · otherBlocks AI coding assistants from installing non-existent packages and accessing non-existent files.No signals yetManual · Source
4995Unrankedzeroforgemcp · otherEnables adaptive binary 0day research with persistent knowledge graph and adaptive planning, automating…No signals yetManual · Source
4996Unrankedtrustpipemcp · otherGrounds AI answers about a business in real, verified data sourced live when needed or cached for reliability…No signals yetManual · Source
4997Unrankeddenaria-action-handoff-mcpmcp · otherPrepares unsigned App/PWA handoffs for creating positions in Denaria markets, returning QR codes for user…No signals yetManual · Source
4998Unrankedsupport-ticket-validatormcp · otherValidates support ticket data by checking required fields and returning a structured completeness status.No signals yetManual · Source
4999Unrankedapple-forme-mcpmcp · otherExposes tools for weekly fitness summaries and acute:chronic workload ratio from Apple Watch data via Health…No signals yetManual · Source
5000Unrankeddigital-twinmcp · otherEnables natural language control of a digital twin simulation pipeline for phone drop tests, converting…No signals yetManual · Source

Score colour 3+ signals · 2 · 1Tie order: signals, last commit, starsGitHub data: or later

Leaderboard · Armory