Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2301 | 41.082 | moyu6027-deepseek-r1-reasoningmcp · other | Integrates with DeepSeek's R1 reasoning engine to enable advanced cognitive modeling and multi-step reasoning capabilities for complex problem-solving… | 1 star · 2 forks | No one-command install · Source | |
| 2301 | 41.082 | squirrelogic-feature-discussionmcp · other | Integrates AI-powered lead developer interface with project context to guide teams through feature discussions, architectural decisions, and best… | 1 star · 2 forks | No one-command install · Source | |
| 2301 | 41.082 | 5ajaki-ens-dao-operationsmcp · other | Integrates with local Ethereum nodes to simplify ENS DAO operations like domain management and governance participation. | 1 star · 2 forks | No one-command install · Source | |
| 2301 | 41.082 | sarunasdaujotis-vilnius-transportmcp · other | Integrates with Vilnius public transport data sources to provide real-time transit information, enabling accurate responses about local… | 1 star · 2 forks | No one-command install · Source | |
| 2301 | 41.082 | seido-npm-command-runnermcp · other | Execute npm and npx commands. | 1 star · 2 forks | No one-command install · Source | |
| 2301 | 41.082 | funwarioisii-cosensemcp · other | Integrates Cosense to enable access and interaction with project data for enhanced project management and collaboration workflows. | 1 star · 2 forks | No one-command install · Source | |
| 2307 | 40.634 | nws-weather-aviationmcp · other | Access real-time US weather forecasts, alerts, radar, and station observations from the National Weather Service. Retrieve aviation products including… | 1,119 installs | No commit datelisted | No one-command install · Source |
| 2308 | 40.000 | drawing-tool-for-ai-assistantsmcp · other | Create and manipulate drawings with a simple canvas interface. Enhance your AI assistants by enabling them to draw filled shapes and export images… | 1,091 installs | No commit datelisted | No one-command install · Source |
| 2309 | 39.183 | sickslip-verifymcp · other | Verify the authenticity of a SickSlip doctor's note from your AI assistant. SickSlip is a U.S. asynchronous telehealth service operated by SickSlip… | 2,264 installs | No commit datelisted | No one-command install · Source |
| 2310 | 38.412 | clearmarketmcp · other | Reference data layer for prediction markets: resolution-clarity grades (A/B/C), named resolution sources with provenance, cross-venue linking, and… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | shashwatgtm-icp-intelligencemcp · other | Provides deep Ideal Customer Profile analysis with pattern detection, scoring models, gap analysis, and market sizing for B2B targeting. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | jordanburke-ssh-clientmcp · other | Execute shell commands on remote hosts via SSH. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | 4pda-mcpmcp · other | Enables browsing the 4PDA forum through MCP tools for listing forums, topics, and posts using the lightweight lofi text version, with built-in… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | live2d-mcpmcp · other | An interactive desktop companion with a Live2D model that can be controlled via MCP protocol, featuring TTS, music playback, alarms, and more. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | ambient-context-mcpmcp · otheralso listed as nassie256-ambient-context | Windows tray process that exposes local ambient context (presence, foreground app, battery, etc.) as MCP tools with privacy classification and opt-in… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | edithatogo-mchsmcp · other | Australian healthcare funding calculator for NWAU microcosting and hospital service reimbursement. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | gh-downatthebottomofthemolehole-megalintermcp · other | Run Ox Security MegaLinter code analysis via mega-linter-runner for multi-language linting. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | danmaku-slidesmcp · other | Enables to present PDF slides with live bullet comments from audience, and to fetch comments from a Google Sheets form. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | ableton-auto-mix-mcpmcp · other | Style-aware auto-mixing and mastering for Ableton Live, providing tools for analysis, preview rendering, and release checks. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | mikimatsub-swsdmcp · other | SolarWinds Service Desk integration — manage tickets, knowledge base, and service catalog via MCP. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | zw008-vmware-hardenmcp · other | VMware vSphere compliance scanning against CIS, vSphere SCG, GB/T 22239, and PCI-DSS with drift detection. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | gleanermcp · other | Enables academic literature collection and full-text downloading from multiple sources (CNKI, Elsevier, OpenAlex, etc.) via natural language commands. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | orieg-yaml-workflowmcp · other | A lightweight, powerful, and flexible workflow engine that executes tasks defined in YAML configuration files. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | ssumcpmcp · other | 숭실대학교의 모든 정보 제공과 자동화 에이전트 기능을 MCP 표준 도구로 제공하는 공개 서버 지속적으로 업데이트 및 기능 추가 중입니다 공개 도구 •학식 - 학생식당·도담식당·기숙사(레지던스홀)등 모든 식당 메뉴 및 식당정보 •시설 - 캠퍼스 내 카페·편의점·복사 등… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | oracle-forms-mcpmcp · other | Enables AI assistants to inspect and query Oracle Forms modules (blocks, triggers, program units, etc.) without Forms Builder, supporting reverse… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | d24yk4r4-bbmcp · other | Privacy-first bug bounty hunting toolkit providing recon, web testing, and vulnerability scanning tools with a sanitization layer. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | justinbeckwith-linkinatormcp · other | Comprehensive link checking and validation across websites and local files | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | abapilotmcp · other | AI access to SAP ECC and on-premise S/4HANA: natural-language table queries, ABAP source reads, where-used lookups, syntax checks, dumps and… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | artifact-intelligencemcp · other | Turns your intent and source facts into approval-ready Korean public-sector documents — reports, official letters, regulations, press releases, and… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | cyanheads-worldbankmcp · other | Query 29,500+ World Bank development indicators for 200+ countries across 60+ years. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | ellmos-codecommandermcp · other | Code analysis, JSON repair, encoding fix, format conversion, diff, and regex tools. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | ai-readme-managermcp · other | A smart documentation system that helps AI assistants understand and follow your project's conventions by automatically discovering, routing, and… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | jalakoo-lettria-perseusmcp · other | Wraps Lettria's Perseus text-to-graph engine to ingest documents, run ontology-driven extraction, and build knowledge graphs exportable to Neo4j and… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | alcastaro-datos-gob-domcp · other | Access 1,053 datasets from the Dominican Republic open government data portal. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | openhonest-umbramcp · other | Audits a module against its test suite and reports the cases the tests are structurally unable to see, then proves each gap with a real failing test… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | domdomegg-filesystemmcp · other | Read, create, and edit files | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | woffu-mcpmcp · other | Enables clocking in/out, viewing work status, and managing time entries on Woffu via MCP tools. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | zandronum-mcpmcp · other | Enables AI assistants to interact with the Zandronum game engine for development, including running commands, spawning actors, and loading maps. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | jueshan-paipan-mcpmcp · other | Provides precise Chinese metaphysics chart calculation (Bazi, Ziwei, Qimen) with true solar time correction, outputting structured JSON and Markdown… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | cturkieh-france-datamcp · other | Cross-references French public health, business, and geographic registries including INSEE SIRENE, FINESS, RPPS, Ameli, IGN, and DINUM. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | seaworthy-insurancemcp · other | Disability insurance quote intake and coverage guidance for high-income professionals. Provides a quote_request action that files a lead with a… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | anatomy-enginemcp · other | Provides a 3D full-body anatomy and biomechanics engine with 22 MCP tools for querying anatomical structures, connections, and clinical information… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | kaltrader-mcpmcp · other | Enables AI assistants to trade on Kalshi through natural language, including placing orders, market data access, portfolio management, and paper… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | shotcut-mcpmcp · other | Enables AI clients to create, edit, validate, preview, and render Shotcut projects (saved as MLT XML) without operating the GUI, using structured… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | livemcpmcp · other | Turns Ableton Live into an MCP-accessible control surface, providing tools for controlling transport, tracks, clips, and devices, as well as resources… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | pairoamcp · other | Enables private, AI-driven matching of needs and offers (e.g., cofounders, jobs, roommates) without public listings. Intents are matched by AI and… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | theminji-supertonic-ttsmcp · other | Generates speech from text locally using Supertone's Supertonic-2 model for fast offline audio synthesis. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | zwcad-mcpmcp · other | Enables AI clients to drive ZWCAD drawing, modification, query, and plotting via natural language. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | lexapi-mcpmcp · other | Enables querying EU legal documents, case law, and citation graphs through natural language using the LexAPI. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | calintzy-evmscopemcp · other | EVM blockchain intelligence toolkit with on-chain analysis tools. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | maximo-enterprise-mcpmcp · other | A production-focused integration that brings IBM Maximo Asset Management into AI workflows, enabling natural language interaction with assets, work… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | aedilemcp · other | Enables AI coding assistants to analyze codebases locally before generating code, reducing duplication and enforcing architecture boundaries. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | gamma-watermark-remover-mcpmcp · other | Removes the 'Made with Gamma' watermark from PDF and PowerPoint files exported from Gamma.app using structural and lossless object deletion. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | wps-office-mcpmcp · other | Integrates AI assistants with WPS Office to automate operations across Writer, Spreadsheets, and Presentations via the MCP protocol. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | com-getwpagent-wordpressmcp · other | Enables managing self-hosted WordPress sites via AI assistants, providing 69 tools for content creation, SEO, media, comments, and site management… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | neurynae-toolcairnmcp · other | Discover, compare, and verify tools across 35+ registries from your MCP host. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | zju-mcpmcp · other | Enables interaction with Zhejiang University's learning platform (学在浙大 / 智云课堂) via MCP tools, allowing natural language commands to check todos, view… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | praveensehgal-remarkablemcp · other | Access reMarkable tablet library with full document browsing, typed text extraction, handwriting OCR, and PDF/EPUB support. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | funplay-mcp-for-unrealmcp · other | Enables AI assistants to directly control and interact with the Unreal Editor through natural language, allowing tasks such as spawning actors… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | yunwen-doc-ai-platformmcp · other | 提供文档智能问答的MCP服务器，支持查询知识库、获取会话历史和清理会话历史。 | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | koboxmcp · other | Enables controlling a Teenage Engineering EP-133 K.O. II via natural language, converting plain language into MIDI commands for triggering pads… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | alihsh0-video-url-analyzermcp · other | Analyzes YouTube, TikTok, and Instagram videos through Gemini-powered transcription, content analysis, Q&A, and tutorial step extraction. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | byteoverdev-diagramsmcp · otheralso listed as diagrams-mcp | Generate cloud architecture diagrams, flowcharts, and sequence diagrams programmatically. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | json-schema-validator-mcpmcp · other | Validates JSON payloads against JSON Schema deterministically, providing precise validation results and error paths. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | evidai-xstocksmcp · other | Buy tokenized US stocks on Solana via Jupiter DEX in USDC with daily cap and dry-run mode. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | baidu-netdisk-knowledge-mcpmcp · other | Connects Baidu Netdisk to MCP-compatible AI clients, enabling AI to safely read selected files and generate summaries, key points, to-dos, tags, and… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | skydeckai-aiddmcp · other | Integrates file system, code analysis, Git, and execution capabilities to enable AI-driven development workflows across multiple programming… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | magnus919-shlinkmcp · other | Integrates with a self-hosted Shlink instance to create, list, retrieve, and delete shortened URLs and manage tags. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | fluent-research-mcpmcp · other | Automates Ansys Fluent simulation workflows, enabling environment checks, case execution, UDF management, and result export through MCP tools. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | saminkhan1-context-compressionmcp · other | Lossless structured-context compression for JSON, CSV, and other formats achieving ~13% token savings via a stdio MCP adapter. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | ghostsecuritymcp · other | Provides programmatic access to Ghost Security's application security platform | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | codex-mcp-abaqusmcp · other | Enables to interact with Abaqus FEA software through an MCP bridge, supporting connection checks, script execution, model queries, job submission, and… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | qubic-mcpmcp · other | Qubic blockchain tools for balances, prices, transfers, and wallets. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | gh-ondrejlapes-gretlmcp · other | Control the Gretl econometrics software via natural language commands. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | webex-bot-mcpmcp · other | Enables automated messaging, room management, and team collaboration through the Webex platform using a bot. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | pabalmcp · other | Manages App Store Connect and Google Play Console workflows for app store optimization | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | vernonstinebaker-webdavmcp · other | Zero-dependency WebDAV integration as a single static binary with no runtime requirements. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | mrdainami-ffmpegmcp · other | Wraps ffmpeg for video and audio editing operations through AI-driven shell commands. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | mahmoud-nb-thread-mindmcp · otheralso listed as thread-mind-mcp | Organizes AI conversations into hierarchical threads with compact summaries to reduce token consumption, with solo and team modes. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | chicogong-ffvoicemcp · other | Offline speech-to-text and speaker diarization using on-device Whisper processing. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | vehicle-mcpmcp · other | Enables AI assistants to control vehicles by checking battery status, managing climate, and locking/unlocking doors via Skoda Connect integration. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | syscadmcp · other | Official MCP wrapper for SysCAD, a geometric CAD prototyping environment from Suzhou Tongyuan. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | paimonchan-paimon-fetchmcp · other | Fetches web pages and converts them to clean readable markdown using readability algorithms, with SSRF protection, caching, and rate limiting. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | fabsbags-sbbmcp · other | Swiss Federal Railways train schedules, pricing, and ticket links via the SBB SMAPI. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | bnovik0v-moltdjmcp · other | Molecular dynamics simulation toolkit for protein-ligand docking and analysis. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | m-pineapple-texteditmcp · other | Integrates with macOS TextEdit to enable rich text document creation, editing, and formatting operations through RTF manipulation without manual… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | catrinmdonnelly-royalmail-mcpmcp · other | Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes… | 3 stars | armory install catrinmdonnelly-royalmail-mcp --cli claude | |
| 2310 | 38.412 | karellen-rr-reverse-debuggermcp · other | Integrates Mozilla's rr record-and-replay debugging tool with GDB for bidirectional debugging with breakpoint management, state inspection, and… | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | rockyale-zerionmcp · other | Access Zerion crypto portfolio data including wallets, transactions, NFTs, and swaps across EVM, Solana, and Bitcoin. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | n1snt-reduxmcp · otheralso listed as redux-mcp | Bridge AI tools to Redux state management for reading state, observing actions, and dispatching to stores via WebSocket. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | meshledger-meshledgermcp · other | AI-to-AI marketplace with on-chain escrow | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | xjtlumedia-markdown-formattermcp · other | Convert Markdown to PDF, DOCX, HTML, and 7 other formats locally. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | rss-newsmcp · other | Enables AI to manage RSS subscriptions, fetch and summarize news, and organize results into tools like Notion. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | yifanyifan897645-webcheckmcp · other | Analyzes website health across SEO, accessibility, performance, and security dimensions with broken link detection and page comparison. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | torchv-aismcp · other | Read, write, and admin access to TorchV AIS enterprise knowledge base systems. | 3 stars | No one-command install · Source | |
| 2310 | 38.412 | gh-mabaam-vfx-parsersmcp · other | Parse and generate professional VFX file formats including Nuke scripts, MaterialX shading networks, and USD ASCII scene descriptions. | 3 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.