Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | 32.223 | gh-pbuff07-openclaw-scannermcp · other | Discover OpenClaw gateway services on a network by scanning specified IP addresses or ranges via HTTP and mDNS probes. | 2 stars | No one-command install · Source | |
| 1002 | 32.223 | da24-movingmcp · other | Calculates Korean moving estimates and submits inquiries through the Da24/WeMatch relocation platform. | 2 stars | No one-command install · Source | |
| 1003 | 32.223 | vincario-vehicle-datamcp · other | Vehicle data for AI: VIN decoding, automotive specs, stolen checks, and valuations. | 2 stars | No one-command install · Source | |
| 1004 | 32.223 | paulfilkin-trados-powershellmcp · other | Manages Trados Studio, GroupShare, and Language Cloud translation projects through PowerShell toolkits. | 2 stars | No one-command install · Source | |
| 1005 | 32.223 | mcp-new-caledoniamcp · other | Enables querying New Caledonia public open datasets from data.gouv.nc across 10 domains and 29 tools, including holidays, companies, employment… | 2 stars | No one-command install · Source | |
| 1006 | 32.223 | lacausecrypto-new-caledoniamcp · other | Access to New Caledonia government open data from data.gouv.nc, covering administration, employment, environment, and more. | 2 stars | No one-command install · Source | |
| 1007 | 32.223 | stayce-partdmcp · other | CMS Medicare Part D drug spending and prescriber data. | 2 stars | No one-command install · Source | |
| 1008 | 32.223 | bellekou-mcp-viral-transformermcp · other | Turn URLs into viral posts via "remake" command. | 2 stars | No one-command install · Source | |
| 1009 | 32.223 | gabry848-mytasklymcp · other | Task management with voice commands and AI categorization. | 2 stars | No one-command install · Source | |
| 1010 | 32.223 | tealfabric-lovablemcp · other | Lovable Desktop integration for managing Tealfabric webapps, ProcessFlow workflows, and connectors. | 2 stars | No one-command install · Source | |
| 1011 | 32.223 | tredictmcp · other | Analyze training activities, build training plans, and sync workouts to sports watches. | 2 stars | No one-command install · Source | |
| 1012 | 32.223 | waromiv-omorimcp · other | Control and interact with the OMORI game via an in-game MCP bridge proxy. | 2 stars | No one-command install · Source | |
| 1013 | 32.223 | adhirajhangal-vapimcp · other | Manage Vapi voice assistants, outbound calls, transcripts, and phone numbers through AI coding tools. | 2 stars | No one-command install · Source | |
| 1014 | 32.223 | cartapenabark-dotnet-analyzermcp · other | Deep C# code analysis using Microsoft's Roslyn compiler platform. | 2 stars | No one-command install · Source | |
| 1015 | 32.223 | sm-sayem-hossain-orbitalmcp · other | Run quantum algorithm simulations and submit jobs to IBM Quantum hardware using QAOA, VQE, and resource estimation tools. | 2 stars | No one-command install · Source | |
| 1016 | 32.223 | learners-mcpmcp · other | Turns any source material into a guided learning experience with learning maps, notes, four-phase study loop, spaced repetition flashcards, and… | 2 stars | No one-command install · Source | |
| 1017 | 32.223 | bfxr2-music-generatormcp · other | Generates music and sound effects using Bfxr2, with preset or custom parameter control. | 2 stars | No one-command install · Source | |
| 1018 | 32.223 | r00tkit77-nessusmcp · other | Transforms Nessus vulnerability scan data into prioritized remediation tasks by correlating CVEs with NVD, CISA KEV, and asset ownership data. | 2 stars | No one-command install · Source | |
| 1019 | 32.223 | afterpathsmcp · other | Location-based content discovery for finding nearby places, events, and activities. | 2 stars | No one-command install · Source | |
| 1020 | 32.223 | veldica-publishreadymcp · other | Analyzes writing quality and transforms AI-generated drafts into publication-ready prose using deterministic local analysis. | 2 stars | No one-command install · Source | |
| 1021 | 32.223 | ktanino10-fusion360mcp · other | Enables natural language 3D CAD modeling in Autodesk Fusion 360 from the terminal via approximately 80 parametric tools and a TCP socket interface on… | 2 stars | No one-command install · Source | |
| 1022 | 32.223 | idamcpmcp · other | Enables AI tools to execute IDA Python code inside IDA Pro for reverse engineering tasks via MCP over SSE. | 2 stars | No one-command install · Source | |
| 1023 | 32.223 | benzsevern-goldencheckmcp · other | Data validation that discovers rules from data with scanning, profiling, and health scoring. | 2 stars | No one-command install · Source | |
| 1024 | 32.223 | huayinghuo-unreal-editormcp · other | Control Unreal Engine 5.3 editor via 58 MCP operations for actors, Blueprints, and widgets. | 2 stars | No one-command install · Source | |
| 1025 | 32.223 | zengzzhao-feishu-mdmcp · other | Uploads local Markdown files to Feishu cloud documents by converting Markdown to Feishu block format. | 2 stars | No one-command install · Source | |
| 1026 | 32.223 | renderdoc-mcp-2mcp · other | Exposes RenderDoc capture analysis to AI clients via MCP, enabling offline analysis of .rdc files (action tree, pipeline state, textures, shaders) and… | 2 stars | No one-command install · Source | |
| 1027 | 32.223 | vitaltrendsmcp · other | Query personal health data from WHOOP, Withings, and Apple Health using natural language through the Vitaltrends platform. | 2 stars | No one-command install · Source | |
| 1028 | 32.223 | contextbridge-2mcp · other | Enables compressing an in-progress AI conversation into a structured context block preserving user goal, decisions, and state, then formats it for… | 2 stars | No one-command install · Source | |
| 1029 | 32.223 | notasandy-code-sanitizermcp · other | Strict AI code reviewer powered by Groq that detects bugs and security vulnerabilities in code. | 2 stars | No one-command install · Source | |
| 1030 | 32.223 | horustechltd-horus-flow-mcpmcp · other | Institutional-grade crypto and US equity orderflow engine for real-time liquidity analysis and institutional alpha. | 2 stars | No one-command install · Source | |
| 1031 | 32.223 | ongjin-security-scannermcp · other | Detects security vulnerabilities in code including OWASP Top 10 threats and hardcoded secrets | 2 stars | No one-command install · Source | |
| 1032 | 32.223 | freshservice-mcpmcp · other | Enables AI models to perform IT service management operations on Freshservice, including managing tickets, changes, problems, releases, assets… | 2 stars | No one-command install · Source | |
| 1033 | 32.223 | ultraprobemcp · other | UltraProbe | 2 stars | No one-command install · Source | |
| 1034 | 32.223 | noblabs-lit-forgemcp · other | Financial planning tools for Japanese investors with NISA, retirement, and compound interest calculators. | 2 stars | No one-command install · Source | |
| 1035 | 32.223 | devcsar-cdmxmcp · other | Mexico City open data covering crime statistics, 911 calls, air quality, bike-sharing, and business locations. | 2 stars | No one-command install · Source | |
| 1036 | 32.223 | filearchitect-blankfilesmcp · other | List and retrieve minimal valid blank files in various formats from blankfiles.com. | 2 stars | No one-command install · Source | |
| 1037 | 32.223 | flowchart-mcpmcp · other | Enables AI assistants to create, edit, and export flowcharts through a local web-based editor with visual drag-and-drop, real-time sync, and 14 MCP… | 2 stars | No one-command install · Source | |
| 1038 | 32.223 | sourceharbor-mcpmcp · other | AI knowledge control tower for YouTube, Bilibili, RSSHub, and RSS content sources. | 2 stars | No one-command install · Source | |
| 1039 | 32.223 | smythmyke-markitupmcp · other | AI image annotation and marketing visual generator with variations, outpainting, and background removal tools. | 2 stars | No one-command install · Source | |
| 1040 | 32.223 | rpg-maker-mv-content-bridgemcp · other | A local, file-based bridge that lets an AI client read, draft, validate, and safely write content into an RPG Maker MV project. | 2 stars | No one-command install · Source | |
| 1041 | 32.223 | tempus-mcpmcp · other | Enables AI assistants to manage Toggl Track time entries, projects, and workspaces through natural language, supporting CRUD operations and past date… | 2 stars | No one-command install · Source | |
| 1042 | 32.223 | draw-io-mcpmcp · other | Enables local Draw.io diagram creation, editing, and export via MCP tools, using the desktop app. | 2 stars | No one-command install · Source | |
| 1043 | 32.223 | t-invest-mcpmcp · other | Enables natural language interaction with your T-Invest brokerage account for portfolio analysis, dividend tracking, and optional trading with safety… | 2 stars | No one-command install · Source | |
| 1044 | 32.223 | crompton-networkmcp · other | Machine-native listening platform for C.W.A.'s Straight Outta Crompton - the first album released to machines before humans. The Crompton Network… | 2 stars | No one-command install · Source | |
| 1045 | 32.223 | ai-governance-controlsmcp · other | AI governance controls as MCP tools for safety screening, risk classification, and red teaming. | 2 stars | No one-command install · Source | |
| 1046 | 32.223 | andru-intelligencemcp · other | Revenue intelligence for SaaS founders: ICP scoring, persona profiling, competitive positioning. | 2 stars | No one-command install · Source | |
| 1047 | 32.223 | tixuz-openemis-promcp · other | Query and modify OpenEMIS v5 education management data via natural language with read and write tools. | 2 stars | No one-command install · Source | |
| 1048 | 32.223 | jc-mcpmcp · other | Provides live Chinese sports lottery (竞彩) odds for World Cup 2026 matches, including 5 betting markets, and integrates with AI predictions and betting… | 2 stars | No one-command install · Source | |
| 1049 | 32.223 | gainiummcp · other | Read and manage Gainium DCA/Combo/Grid bots, deals, balances, backtests, the crypto screener, and curated strategy presets via MCP. | 2 stars | No one-command install · Source | |
| 1050 | 32.223 | autowiki-mcpmcp · other | Automatically generates comprehensive wiki documentation from any codebase, including Mermaid diagrams, source code citations, and automated quality… | 2 stars | No one-command install · Source | |
| 1051 | 32.223 | kernalmcp · other | Auto-extracts entities and relationships from natural conversations to build a personal knowledge graph. Provides MCP tools for storing and querying… | 2 stars | No one-command install · Source | |
| 1052 | 32.223 | mindnode-mcpmcp · other | Enables reading and writing MindNode mind maps directly by parsing their on-disk format, without AppleScript or Shortcuts. | 2 stars | No one-command install · Source | |
| 1053 | 32.223 | secondbrain-mcpmcp · other | Provides a read-only semantic layer over an Obsidian vault, enabling queries about projects, decisions, tasks, and related notes. | 2 stars | No one-command install · Source | |
| 1054 | 32.223 | visual-understand-mcpmcp · other | Provides image understanding capabilities to coding models without vision support by automatically invoking a vision model and returning text… | 2 stars | No one-command install · Source | |
| 1055 | 32.223 | pdf-card-mcpmcp · other | Converts dense PDFs into soft, minimal, card-based HTML readers with preserved source text, rendered pages, and cropped tables/figures as images, all… | 2 stars | No one-command install · Source | |
| 1056 | 32.223 | cityparitymcp · other | Cost-of-living and quality-of-life comparison across ~165 cities: take-home pay, the equivalent salary you'd need, and the safety-net deltas… | 2 stars | No one-command install · Source | |
| 1057 | 32.223 | klayout-draw-mcpmcp · other | Enables AI assistants to create, edit, and view GDS layout files using KLayout, with tools for basic shapes and scripting. | 2 stars | No one-command install · Source | |
| 1058 | 32.223 | brandkitymcp · other | Manage brand kits, assets, workspaces, and content through the BrandKity platform. | 2 stars | No one-command install · Source | |
| 1059 | 32.223 | media-context-mcpmcp · other | Give your AI assistant eyes and ears — analyze any video, audio, or image, entirely on your machine. | 2 stars | No one-command install · Source | |
| 1060 | 32.223 | miracorhan-vertex-ai-imagesmcp · other | Generates and analyzes images using Google Cloud Vertex AI's Imagen 3 model. | 2 stars | No one-command install · Source | |
| 1061 | 32.223 | wingter562-heavymcp-toolsetsmcp · other | MCP tools with intentional response delays for testing how MCP clients handle slow or heavy operations. | 2 stars | No one-command install · Source | |
| 1062 | 32.223 | bcs-mcpmcp · other | Enables AI assistants to interact with BCS brokerage accounts for portfolio viewing, quotes, order book, candles, position analysis, and rebalancing… | 2 stars | No one-command install · Source | |
| 1063 | 32.223 | luxembourg-law-mcpmcp · other | Enables AI-powered legal research across 4,551 Luxembourg statutes, 260 case law decisions, and EU law integrations through natural language queries… | 2 stars | No one-command install · Source | |
| 1064 | 32.223 | vaquill-courtlistenermcp · other | Access US federal and state court opinions, dockets, judges, oral arguments, and eCFR regulations via CourtListener. | 2 stars | No one-command install · Source | |
| 1065 | 32.223 | clappiamcp · other | Integrates with Clappia's no-code platform to manage form submissions, app configurations, and workflow automation with advanced filtering, data… | 2 stars | No one-command install · Source | |
| 1066 | 32.223 | atensecurity-thothmcp · other | Runtime governance proxy that enforces enterprise security policies on MCP tool calls with sub-100ms enforcement and compliance policy packs. | 2 stars | No one-command install · Source | |
| 1067 | 32.223 | leedoughty-omnifocusmcp · other | OmniFocus task management integration through JXA and AppleScript on macOS. | 2 stars | No one-command install · Source | |
| 1068 | 32.223 | spooolermcp · other | Enables local-first Instagram reel production entirely over MCP, turning raw footage, URLs, or topics into finished reels with script generation… | 2 stars | No one-command install · Source | |
| 1069 | 32.223 | paraloncloud-rentalsmcp · other | Enables MCP clients to rent GPUs from ParalonCloud using natural language, including browsing available GPUs, starting and stopping rentals, and… | 2 stars | No one-command install · Source | |
| 1070 | 32.223 | tonresistor-zkresistor-climcp · other | Self-hosted CLI and MCP interface for ZKResistor privacy pools on TON, enabling local Groth16 proof generation and pool operations. | 2 stars | No one-command install · Source | |
| 1071 | 32.223 | nia194-shipsmartmcp · other | Shipping tools for address validation and rate quote previews with pluggable provider support for UPS, FedEx, DHL, and USPS. | 2 stars | No one-command install · Source | |
| 1072 | 32.223 | cinderfimcp · other | Retirement planning for Canada and the US with CPP, OAS, Social Security, and Monte Carlo simulations. | 2 stars | No one-command install · Source | |
| 1073 | 32.223 | ghaithalhallak8-moodlermcp · other | Interact with Moodle LMS through natural language to browse courses, track deadlines, and manage assignments. | 2 stars | No one-command install · Source | |
| 1074 | 32.223 | daimonmcp · other | A local daemon for macOS that gives any MCP-capable AI client eyes, hands, and a face — screen capture, accessibility tree, mouse/keyboard actions… | 2 stars | No one-command install · Source | |
| 1075 | 32.223 | meican-mcpmcp · other | 美餐MCP服务器，支持查询餐次、餐厅、菜单和订单，以及下单和取消订单操作。 | 2 stars | No one-command install · Source | |
| 1076 | 32.223 | coinrule-mcp-ai-tradingmcp · other | Enables AI assistants to manage crypto trading through Coinrule via natural language, including portfolio inspection, strategy creation, backtesting… | 2 stars | No one-command install · Source | |
| 1077 | 32.223 | brahe-mcpmcp · other | Exposes the astrodynamics capabilities of the Brahe library enabling language models to perform space situational awareness and astrodynamics… | 2 stars | No one-command install · Source | |
| 1078 | 32.223 | pycharm-code-quality-mcpmcp · other | Connects AI coding assistants to PyCharm's code quality inspections and optionally SonarQube for IDE, providing unified, de-duplicated code analysis… | 2 stars | No one-command install · Source | |
| 1079 | 32.223 | ewalid-rosettamcp · other | Translates Excel files to different languages while preserving formatting, formulas, and data integrity. | 2 stars | No one-command install · Source | |
| 1080 | 32.223 | briefcasemcp · other | Enables AI tools to retrieve codebase context, summaries, decision notes, and file details via MCP, avoiding re-explaining the project. | 2 stars | No one-command install · Source | |
| 1081 | 32.223 | k-lotterymcp · other | Enables checking lottery status, results, and purchasing tickets for the Korean Lotto 6/45 through natural language. Includes safety features like… | 2 stars | No one-command install · Source | |
| 1082 | 32.223 | crocodilemcp · other | Enables querying and replaying deterministic market data for crypto and US equities from a local Parquet lake via natural language. | 2 stars | No one-command install · Source | |
| 1083 | 32.223 | phantom-mcpmcp · other | Exposes all PHANTOM security testing capabilities as MCP tools, enabling reconnaissance, vulnerability scanning, red teaming, and report generation… | 2 stars | No one-command install · Source | |
| 1084 | 32.223 | mcp-feamcp · other | Enables real finite element analysis from natural language: accepts STEP geometry and plain-English questions, validates setups deterministically… | 2 stars | No one-command install · Source | |
| 1085 | 32.223 | halal-terminalmcp · other | Screen stocks and ETFs for Shariah compliance across AAOIFI, DJIM, FTSE, MSCI, and S&P standards from any MCP-compatible AI client. | 2 stars | No one-command install · Source | |
| 1086 | 32.223 | soumyacodes007-minecraftmcp · other | Controls Minecraft bots via 30+ MCP tools for movement, building, inventory, crafting, and schematic-based construction. | 2 stars | No one-command install · Source | |
| 1087 | 32.223 | freeplane-mcpmcp · other | Local-first MCP integration for Freeplane on Apple Silicon macOS, currently exposing status and capabilities over STDIO. | 2 stars | No one-command install · Source | |
| 1088 | 32.223 | sabnzbd-mcpmcp · other | Enables managing a SABnzbd Usenet downloader through natural language, including queue control, history browsing, adding downloads, and speed… | 2 stars | No one-command install · Source | |
| 1089 | 32.223 | midas-mcpmcp · other | Enables AI assistants to read portfolio and place orders on BIST and US markets via Midas brokerage. | 2 stars | No one-command install · Source | |
| 1090 | 32.223 | gh-fasuizu-br-speech-aimcp · other | Pronunciation scoring, speech-to-text, and text-to-speech for language learning. | 2 stars | No one-command install · Source | |
| 1091 | 32.223 | bmccarn-garmin-connectmcp · other | Garmin Connect health and fitness data access with 34 tools. | 2 stars | No one-command install · Source | |
| 1092 | 32.223 | lemon-iomcp · other | Generate tailored job descriptions, hire senior developers and pull technical interview questions without leaving the conversation. | 2 stars | No one-command install · Source | |
| 1093 | 32.223 | abdoosalomov-jiramcp · other | Connects to self-hosted Jira instances for issue management and project tracking. | 2 stars | No one-command install · Source | |
| 1094 | 32.223 | szhygulin-vaultpilotmcp · other | Self-custodial crypto portfolio management across EVM chains with Ledger signing via WalletConnect. | 2 stars | No one-command install · Source | |
| 1095 | 32.223 | onepunchtechnology-tinify-aimcp · other | Image optimization tools powered by Tinify compression algorithms. | 2 stars | No one-command install · Source | |
| 1096 | 32.223 | yourtechtribe-labs-konceptmcp · other | Queries a YAML semantic concept graph for codebase invariants and cross-cutting architectural facts. | 2 stars | No one-command install · Source | |
| 1097 | 32.223 | inspectrummcp · other | Turn ad-hoc second opinions into a repeatable plan-review checkpoint. One local MCP tool returns attributed findings and one structured verdict on… | 2 stars | No one-command install · Source | |
| 1098 | 32.223 | bylinemcp · other | Enables AI tools to research, write, and publish finished blog posts to Ghost and WordPress in the user's voice, supporting multiple author personas… | 2 stars | No one-command install · Source | |
| 1099 | 32.223 | skills-over-mcpmcp · other | Enables multi-step, opinionated workflows (skills) as MCP resources with lazy loading, encoding team knowledge like branch naming and test procedures… | 2 stars | No one-command install · Source | |
| 1100 | 32.223 | shippomcp · other | AI-powered shipping integrations with Shippo: shipping labels, rates, address validation, tracking and more for USPS, UPS, FedEx, DHL and other… | 2 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.