Leaderboard
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4901 | Unranked | mcp-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 yet | Manual · Source | |
| 4902 | Unranked | mcp-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 yet | Manual · Source | |
| 4903 | Unranked | sleeper-caffeine-mcpmcp · other | Provides read-only access to Sleeper fantasy football leagues, enabling team snapshots, available players… | No signals yet | Manual · Source | |
| 4904 | Unranked | beachfinder-mcpmcp · other | Provides AI assistants read-only access to discover and compare 184,900+ beaches, lakes, and swimming spots… | No signals yet | Manual · Source | |
| 4905 | Unranked | calculadora-mcpmcp · other | Provides a basic calculator tool for arithmetic operations (addition, subtraction, multiplication, division)… | No signals yet | Manual · Source | |
| 4906 | Unranked | circlfi-mcpmcp · other | Enables AI assistants to fetch intrinsic valuations and screen US equities using CirclFi's institutional-grade… | No signals yet | Manual · Source | |
| 4907 | Unranked | microsoft-todo-safe-mcpmcp · other | Enables safe AI-assisted cleanup of Microsoft To Do tasks with backup, preview, confirmation, and audit… | No signals yet | Manual · Source | |
| 4908 | Unranked | eco2mix-mcpmcp · other | Connects to real-time French power grid data (carbon intensity, consumption, generation mix) to make Kiro… | No signals yet | Manual · Source | |
| 4909 | Unranked | kitchen-mcpmcp · other | Your digital kitchen, powered by AI. Track what you have, discover what you can cook, and get guided through… | No signals yet | Manual · Source | |
| 4910 | Unranked | luallm-mcpmcp · other | Enables safe model management via leases for luaLLM, allowing users to acquire, release, and manage model… | No signals yet | Manual · Source | |
| 4911 | Unranked | n8n-workflow-security-scannermcp · other | Statically analyzes exported n8n automation workflows for security issues and returns structured findings. | No signals yet | Manual · Source | |
| 4912 | Unranked | perfscale-mcpmcp · other | Enables local load testing with k6/locust/native tools and cloud-based test management through the perfscale… | No signals yet | Manual · Source | |
| 4913 | Unranked | pelapelamcp · other | Model response tuning for translation work — naturalness, tone, and script guidance, parameterized by language… | No signals yet | Manual · Source | |
| 4914 | Unranked | contract-information-extractormcp · other | Enables extracting explicitly stated contract metadata, clauses, and obligations from user-supplied contract… | No signals yet | Manual · Source | |
| 4915 | Unranked | investment-intelligence-mcpmcp · other | Enables aggregated investment research by combining data from Yahoo/SEC EDGAR, Finnhub, and GDELT with… | No signals yet | Manual · Source | |
| 4916 | Unranked | lunanode-mcpmcp · other | Enables management of LunaNode VPS resources including VMs, images, volumes, floating IPs, SSH keys through… | No signals yet | Manual · Source | |
| 4917 | Unranked | hrms-snaplogic-mcpmcp · other | Enables integration between HRMS systems and Snaplogic through the Model Context Protocol, allowing AI… | No signals yet | Manual · Source | |
| 4918 | Unranked | confluence-downloadermcp · other | Downloads Confluence Cloud pages as Markdown with images, preserving folder hierarchy and providing YAML… | No signals yet | Manual · Source | |
| 4919 | Unranked | helios-calcom-mcpmcp · other | Secure MCP wrapper for Cal.com integration, exposing calendar booking tools to Hermes/Helios. | No signals yet | Manual · Source | |
| 4920 | Unranked | container-tracking-mcpmcp · other | Track ocean containers across 200+ shipping lines by container, bill of lading, or booking number — live… | No signals yet | Manual · Source | |
| 4921 | Unranked | mcp-md-convertermcp · other | Converts Markdown files to PDF or Google Docs via headless Chromium and Google Drive import. | No signals yet | Manual · Source | |
| 4922 | Unranked | openproject-codexmcp · other | Enables Codex to interact with OpenProject for project management, work packages, and reporting. | No signals yet | Manual · Source | |
| 4923 | Unranked | talk-safeguard-mcpmcp · other | Analyzes suspicious KakaoTalk messages and links using public data samples and rule-based risk scoring to… | No signals yet | Manual · Source | |
| 4924 | Unranked | procurement-toolsmcp · other | Connects Hermes to procurement pricing tools for BOM review, mock market data, cost calculations, and Excel… | No signals yet | Manual · Source | |
| 4925 | Unranked | songsterr-mcpmcp · other | Fetch Songsterr tabs and transpose them between tunings and string counts, outputting ASCII or Guitar Pro… | No signals yet | Manual · Source | |
| 4926 | Unranked | mcp-video-recognition-bilibilimcp · other | Analyzes images, audio, and video using Google's Gemini AI, with support for downloading videos from URLs such… | No signals yet | Manual · Source | |
| 4927 | Unranked | mcp-contract-auditormcp · other | Fetches verified EVM smart contract source code, scans for vulnerabilities, analyzes token holder… | No signals yet | Manual · Source | |
| 4928 | Unranked | thermomix-mcpmcp · other | Converts recipes from any source (web, YouTube, Instagram, etc.) into Thermomix format with guided cooking… | No signals yet | Manual · Source | |
| 4929 | Unranked | machineprofile-mcpmcp · other | Enables AI assistants to retrieve structured information about the local Windows machine, including system… | No signals yet | Manual · Source | |
| 4930 | Unranked | cityflo-on-time-performance-mcpmcp · other | Answers operational questions about route on-time performance, such as lateness rates and trip evidence, using… | No signals yet | Manual · Source | |
| 4931 | Unranked | reelmint-local-mcpmcp · other | Downloads and analyzes videos from platforms like Instagram, YouTube, and TikTok locally, returning keyframes… | No signals yet | Manual · Source | |
| 4932 | Unranked | plain-englishmcp · other | Enables users to paste contracts, leases, terms of service, and other documents to receive a plain-English… | No signals yet | Manual · Source | |
| 4933 | Unranked | citation-guardmcp · other | Verifies citations in reference lists by checking DOIs against public registries to catch AI-hallucinated or… | No signals yet | Manual · Source | |
| 4934 | Unranked | mdx-mcpmcp · other | Enables natural language querying of OLAP/SSAS cubes with verified MDX generation, self-consistency checks… | No signals yet | Manual · Source | |
| 4935 | Unranked | leanote-mcpmcp · other | Enables interaction with a self-hosted Leanote note service, allowing users to list notebooks and create… | No signals yet | Manual · Source | |
| 4936 | Unranked | bagwatcher-bearingbrainmcp · other | Bearing lookup, fitment analysis, and quote review for industrial parts sourcing. | No signals yet | Manual · Source | |
| 4937 | Unranked | blade-computer-usemcp · other | Enables MCP clients to control macOS via accessibility and screen recording, providing tools to list apps… | No signals yet | Manual · Source | |
| 4938 | Unranked | pages-mcpmcp · other | Enables uploading and serving static websites via MCP tools, with automatic path prefix injection for… | No signals yet | Manual · Source | |
| 4939 | Unranked | summit53mcp · other | Revenue intelligence platform with tools for pipeline management, forecasting, and outreach. | No signals yet | Manual · Source | |
| 4940 | Unranked | publer-gateway-mcpmcp · other | One safe MCP doorway into every Publer workspace you manage. It provides workspace-aware social scheduling… | No signals yet | Manual · Source | |
| 4941 | Unranked | transcode-mcpmcp · other | A media transcoding proxy with an MCP control surface for generating optimized media URLs, primarily for… | No signals yet | Manual · Source | |
| 4942 | Unranked | steam-library-mcpmcp · other | Provides Steam library intelligence including ownership, store briefs, deals, discovery, wishlist updates… | No signals yet | Manual · Source | |
| 4943 | Unranked | pokemon-world-mcpmcp · other | Enables exploring a small map, battling and catching real-named Pokémon via MCP tools. Players start with a… | No signals yet | Manual · Source | |
| 4944 | Unranked | pokemon-champions-battle-assistantmcp · other | Enables live battle statistics queries and precise damage calculations for Pokemon Champions, supporting… | No signals yet | Manual · Source | |
| 4945 | Unranked | personal-brand-mcpmcp · other | Provides positioning frameworks, bio audits, content pillars, and platform strategies to help creators build… | No signals yet | Manual · Source | |
| 4946 | Unranked | creator-deals-mcpmcp · other | Provides deal mechanics for creators to understand and negotiate pricing models, usage rights, and negotiation… | No signals yet | Manual · Source | |
| 4947 | Unranked | content-repurposing-mcpmcp · other | Maps any source asset (e.g., long video, podcast, blog) to all platform formats (TikTok, Reels, Shorts, etc.)… | No signals yet | Manual · Source | |
| 4948 | Unranked | ugc-brief-mcpmcp · other | Helps UGC creators interpret brand briefs, generate shot lists and deliverables, and identify red flags before… | No signals yet | Manual · Source | |
| 4949 | Unranked | ziplife-navimcp · other | AI assistant for Korean youth and newlyweds navigating rental housing, moving, and government support… | No signals yet | Manual · Source | |
| 4950 | Unranked | pointcloud-mcpmcp · other | Enables querying 3D point cloud files (PLY/PCD) using natural language. Provides tools for point cloud… | No signals yet | Manual · Source | |
| 4951 | Unranked | career-mcpmcp · other | Enables recruiters to query a person's career, projects, and impact using natural language, acting as a living… | No signals yet | Manual · Source | |
| 4952 | Unranked | linkitmcp · other | Structures communication profiles for people with hearing difficulties and provides situational guides… | No signals yet | Manual · Source | |
| 4953 | Unranked | batonmcp · other | Connect any AI session to any other across models, machines, and people with one code. Enables relay, handoff… | No signals yet | Manual · Source | |
| 4954 | Unranked | lead-enrichment-mcpmcp · other | Enriches B2B company profiles with structured data including firmographic, technographic, and intent signals. | No signals yet | Manual · Source | |
| 4955 | Unranked | fridge-mcpmcp · other | Enables users to manage their fridge inventory by listing, adding, removing, checking items, and identifying… | No signals yet | Manual · Source | |
| 4956 | Unranked | packzoomcp · other | Compare parcel and letter delivery prices across 60+ carriers in 27 European countries. | No signals yet | Manual · Source | |
| 4957 | Unranked | travel-city-planner-mcpmcp · other | Converts natural language travel requests into customizable multi-city itineraries, with tools for planning… | No signals yet | Manual · Source | |
| 4958 | Unranked | moneyfitmcp · other | Analyzes government support program announcements and business profiles to determine eligibility, identify… | No signals yet | Manual · Source | |
| 4959 | Unranked | arcadia-mcp-2mcp · other | Connects to 7,000+ utilities to surface bill data, interval meter readings, and carbon calculations via the… | No signals yet | Manual · Source | |
| 4960 | Unranked | arcadia-mcpmcp · other | Connects to 7,000+ utilities to surface bill data, interval meter readings, and carbon calculations via the… | No signals yet | Manual · Source | |
| 4961 | Unranked | costkits-mcpmcp · other | Provides live US healthcare cost data including procedure cost estimates, provider pricing, insurance coverage… | No signals yet | Manual · Source | |
| 4962 | Unranked | vmware-mcpmcp · other | Enables managing VMware Workstation Pro VMs via MCP tools, including power operations, snapshots, guest… | No signals yet | Manual · Source | |
| 4963 | Unranked | loadingmcp-mcpmcp · other | Plan optimal container & truck loads: 3D layouts, right-size the container mix, and check utilization, centre… | No signals yet | Manual · Source | |
| 4964 | Unranked | mcp-dev-to-linkedin-integrationmcp · other | Automates posting articles to Dev.to and sharing posts on LinkedIn via command-line, cron jobs, or Copilot… | No signals yet | Manual · Source | |
| 4965 | Unranked | shift-makermcp · other | Generates legally-compliant weekly shift schedules for Korean workplaces through conversation, using OR-Tools… | No signals yet | Manual · Source | |
| 4966 | Unranked | astromock-mcpmcp · other | Exposes Vedic astrology tools for birth chart, dasha, transit calculations, and question context analysis. | No signals yet | Manual · Source | |
| 4967 | Unranked | parking-recommendationmcp · other | Provides destination-based public parking lot recommendations in Seoul. It converts destinations to… | No signals yet | Manual · Source | |
| 4968 | Unranked | aribot-mcpmcp · other | Enables security work such as threat modeling, scanning, compliance checks, and remediation through AI… | No signals yet | Manual · Source | |
| 4969 | Unranked | statetakehome-mcpmcp · other | Enables AI assistants to compute US take-home pay, self-employment taxes, and capital gains taxes for the 2026… | No signals yet | Manual · Source | |
| 4970 | Unranked | omv-mcpmcp · other | Exposes tools to manage and inspect an OpenMediaVault NAS, running on the NAS and communicating over SSH with… | No signals yet | Manual · Source | |
| 4971 | Unranked | ai-video-mcpmcp · other | Turns text scripts into complete videos with stock footage, AI narration, and subtitles via MCP tools for AI… | No signals yet | Manual · Source | |
| 4972 | Unranked | ypotheto-compchem-mcpmcp · other | Enables natural language interaction with computational chemistry tools including molecule building… | No signals yet | Manual · Source | |
| 4973 | Unranked | stockermcp · other | Enables NSE stock market research with screening, quotes, peer comparison, watchlists, alerts, and strategies… | No signals yet | Manual · Source | |
| 4974 | Unranked | omnicommandermcpmcp · other | Enables full local computer control from MCP clients, including terminal commands, file system operations… | No signals yet | Manual · Source | |
| 4975 | Unranked | rosgraph-mcpmcp · other | Provides ROS2 workspace graph knowledge including package dependencies, message/service/action definitions… | No signals yet | Manual · Source | |
| 4976 | Unranked | a0nexus-bitcoin-mcpmcp · other | Provides live Bitcoin network data (fees, mempool, hashrate) and AI-powered price/fee forecasts via MCP tools… | No signals yet | Manual · Source | |
| 4977 | Unranked | mcp-kicad-climcp · other | Enables KiCad CLI automation via MCP, providing tools for ERC, DRC, BOM export, netlist export, Gerbers, drill… | No signals yet | Manual · Source | |
| 4978 | Unranked | ax-mcpmcp · other | Enables HTTP requests and web data extraction via natural language, acting as an AI-era curl. | No signals yet | Manual · Source | |
| 4979 | Unranked | bh-pdfdoc-readermcp · other | Enables AI-powered IDEs to read PDF and DOCX files directly, supporting structured output in Markdown, JSON… | No signals yet | Manual · Source | |
| 4980 | Unranked | product-pilot-mcpmcp · other | Provides secure PDF template analysis and layout extraction for AI assistants, enabling generation of styled… | No signals yet | Manual · Source | |
| 4981 | Unranked | pregnancy-official-source-navigatormcp · other | Enables users to access curated official Korean pregnancy and childbirth sources and find hospitals using HIRA… | No signals yet | Manual · Source | |
| 4982 | Unranked | customer-info-validatormcp · other | Validates customer information completeness by checking caller-provided data against required fields… | No signals yet | Manual · Source | |
| 4983 | Unranked | wordpress-seo-mcpmcp · other | Connects AI assistants to WordPress sites, enabling automated SEO analysis and fixes for meta tags, schema… | No signals yet | Manual · Source | |
| 4984 | Unranked | antigravity-mcp-2mcp · other | Bridges Google Antigravity CLI with MCP clients, enabling 13 specialized tools for AI-assisted coding… | No signals yet | Manual · Source | |
| 4985 | Unranked | presentationmcpservermcp · other | Autonomously generates university-level educational presentations as interactive Reveal.js decks with… | No signals yet | Manual · Source | |
| 4986 | Unranked | insurance-mcp-demomcp · other | Provides an AI-powered insurance assistant with tools for customer, policy, claim, premium, fraud detection… | No signals yet | Manual · Source | |
| 4987 | Unranked | subscribe-mcpmcp · other | Exposes subscription insights to AI clients, including platform statistics and subscription plan information. | No signals yet | Manual · Source | |
| 4988 | Unranked | runninghub-image-gen-mcp-pluginmcp · other | Enables text-to-image generation via RunningHub's seedream-v5-lite model, with support for submitting tasks… | No signals yet | Manual · Source | |
| 4989 | Unranked | novel-mcpmcp · other | Enables AI tools to collaboratively write novels by managing chapters, characters, and story state through… | No signals yet | Manual · Source | |
| 4990 | Unranked | mcp-local-translatemcp · other | Provides offline translation across 200+ languages using a local NLLB-200 model, with no data leaving your… | No signals yet | Manual · Source | |
| 4991 | Unranked | godot-project-doctormcp · other | Analyzes Godot GDScript files for code quality and provides refactoring plans. Includes tools for script… | No signals yet | Manual · Source | |
| 4992 | Unranked | sar-train-mcpmcp · other | Provides access to Saudi passenger rail schedules and fares, including Haramain High-Speed Railway and… | No signals yet | Manual · Source | |
| 4993 | Unranked | media-gen-mcp-2mcp · other | Enables AI image and video generation using Google Nano Banana and Veo 3.1 via a LiteLLM gateway, providing… | No signals yet | Manual · Source | |
| 4994 | Unranked | vaporcheckmcp · other | Blocks AI coding assistants from installing non-existent packages and accessing non-existent files. | No signals yet | Manual · Source | |
| 4995 | Unranked | zeroforgemcp · other | Enables adaptive binary 0day research with persistent knowledge graph and adaptive planning, automating… | No signals yet | Manual · Source | |
| 4996 | Unranked | trustpipemcp · other | Grounds AI answers about a business in real, verified data sourced live when needed or cached for reliability… | No signals yet | Manual · Source | |
| 4997 | Unranked | denaria-action-handoff-mcpmcp · other | Prepares unsigned App/PWA handoffs for creating positions in Denaria markets, returning QR codes for user… | No signals yet | Manual · Source | |
| 4998 | Unranked | support-ticket-validatormcp · other | Validates support ticket data by checking required fields and returning a structured completeness status. | No signals yet | Manual · Source | |
| 4999 | Unranked | apple-forme-mcpmcp · other | Exposes tools for weekly fitness summaries and acute:chronic workload ratio from Apple Watch data via Health… | No signals yet | Manual · Source | |
| 5000 | Unranked | digital-twinmcp · other | Enables natural language control of a digital twin simulation pipeline for phone drop tests, converting… | No signals yet | Manual · Source |
Score colour 3+ signals · 2 · 1Tie order: signals, last commit, starsGitHub data: or later