Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3401 | 22.524 | rwa-attestmcp · other | Provides cryptographically verifiable RWA trust attestations and multi-chain DeFi data (TVL, top protocols, positioning scorecards) via MCP tools for… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | den-indance-google-trendsmcp · other | Google Trends MCP with proxy rotation and auto-retry to work around Google anti-bot measures. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | clauxel-cli-anything-hubmcp · other | Exposes CLI tools to AI assistants with tool listing, command execution, schema validation, and result receipts. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | goww7-acttracemcp · other | Classify AI systems under the EU AI Act and generate Article 50 transparency notices. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | gh-rengon0x-noesismcp · other | Analyzes Solana blockchain tokens, wallets, and on-chain activity with 19 intelligence tools. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | selfpy-science-aimcp · other | Academic peer-review, research gap analysis, journal recommendations, and article writing tools. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | mobileshop9991-clipwisemcp · other | Access Clipwise tools for short-form video creators, including TikTok trend research, platform guidance, and viral content analysis. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | zippmcp · other | Multi-language crypto news aggregator with editorial sentiment and importance scoring. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | qso-graph-lotwmcp · other | Query ARRL LoTW confirmations, uploaded QSOs, DXCC credits, and user activity. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | qso-graph-sotamcp · other | Live spots, activation alerts, summit info, and nearby summits for SOTA operations. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | qso-graph-potamcp · other | Live activator spots, park info, activator/hunter stats, and scheduled activations. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | tpjnorton-swiss-public-transportmcp · other | Journey planning, live station boards, delays, and SBB ticket links for Swiss public transport. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | tlaplus-mcpmcp · other | Exposes the TLA+ toolchain (TLC, SANY, PlusCal, TLATeX) as structured JSON tools via the Model Context Protocol, enabling AI assistants to parse… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | olaola-supplement-mcpmcp · other | Connects a model to OlaOla supplement store data for personalized supplement recommendations, order history, and cart planning. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | apogeoapimcp · other | Geographic data MCP providing country info, states, cities, IP geolocation, and live currency rates. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | eightymcp · otheralso listed as eighty-mcp | Gamified personal development app where users complete real-world quests, build character stats, and progress through skill trees. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | sonic-boommcp · other | Encodes a TypeScript/JavaScript codebase into a deterministic PNG heatmap that vision-capable AI models can read to bypass token limits for… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | vitrine3d-mcpmcp · other | 3D product viewer platform with a visual editor. Upload GLB models, style scenes with lighting, camera, and backgrounds, and embed on any website… | 1 star | armory install vitrine3d-mcp --cli claude | |
| 3401 | 22.524 | gpavan1992-globalpulsemcp · other | Provides real-world macroeconomic, climate, disaster, trade, aviation, and country data from institutional sources. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | dontsovcmc-yandex-market-sellermcp · other | Manage Yandex Market seller listings, orders, and catalog data. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | filingfirehosemcp · other | Access parsed SEC EDGAR filings including 8-Ks, Schedule 13D/G activist filings, and ATM offerings directly from AI clients. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | arjanvandermeer-thai-transliteratemcp · other | Converts Thai text to Roman script with ranked transliteration variants, word-level processing, and fuzzy English matching. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | britus-eofmcp · other | Qt-based source code management providing file operations and metadata extraction for local development workflows | 1 star | No one-command install · Source | |
| 3401 | 22.524 | samarth-23-eng-india-rtomcp · other | Indian vehicle RTO services: number plate decoding, road tax, and office lookup. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | living-hi-one-person-company-osmcp · other | Visual operating cockpit for AI-native solo founders to build and update their company operating system. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | gh-fr1sk-tmuxmcp · other | Provides visibility into tmux terminal sessions with tools to list sessions, capture output, and send commands. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | drboria-md-todomcp · other | Task management and approval workflows with 6 tools for creating, managing, approving, and delegating todo items. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | seanlok-tcg-mcpmcp · other | Pokemon TCG tools: PSA grading lookups, collection management, and multi-provider card pricing. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | gh-ricklentz-x3dmcp · other | Generate, validate, and convert ISO-standard X3D (Extensible 3D) content with full scene graph control. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | gregario-tft-oraclemcp · other | Provides accurate Teamfight Tactics champion, trait, item, augment, and rolling odds data sourced from CommunityDragon. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | mcp-working-context-optimizermcp · other | Prevents context bloat and the 'Lost in the Middle' phenomenon by distilling action histories into concise summaries while maintaining a clear core… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | sterion66-godotmcp · other | Comprehensive Godot 4 integration with 40+ tools for project management, scripting, assets, and runtime control. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | meltingpixelsai-harvey-intelmcp · other | Token safety analysis, trading signals, and social intelligence for crypto markets. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | prizmadmcp · other | Generate AI UGC video ads from any product URL. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | dadang11-cryptoizmcp · other | Provides Solana DEX smart money signals including whale accumulation, divergence, and alpha scanning. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | fabric-protocol-fabricmcp · other | Decentralized data fabric protocol for cross-chain asset management and verification. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | canuckeatsmcp · other | Order food delivery from UberEats and DoorDash across 89 Canadian cities. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | gh-dbsectrainer-legal-doc-analyzermcp · other | Extract clauses from contracts, flag risky provisions, check compliance against configurable templates, and compare document versions at the clause… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | writesdavid-open-primitivemcp · other | Access 13 US federal data domains including flights, vehicles, food safety, drugs, hospitals, nutrition, jobs, demographics, and SEC filings with… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | morocco-open-data-mcpmcp · other | Provides unified access to Moroccan government data, financial markets, geographic information, and more via natural language queries. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | slimamcp · otheralso listed as slima-mcp | Connect Slima AI Writing IDE books to any MCP-compatible tool for reading, editing, and AI beta reader feedback. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | unphurlmcp · other | URL intelligence service that analyzes links across security, brand safety, and data quality dimensions, returning structured signals. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | the13fmcp · other | Institutional 13F filing intelligence with data on 8,600+ fund managers and their holdings. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | lightrag-mcpmcp · other | Bridges AI assistants with LightRAG's knowledge graph capabilities, enabling document management and multi-mode queries through the Model Context… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | daedalus-z3-provermcp · other | Exposes the Z3 theorem prover for constraint solving, satisfiability checking, and optimization with support for Boolean, integer, and real variable… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | volta-notesmcp · other | Burn-after-read encrypted notes with E2E encryption on the Internet Computer. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | quanticsoul4772-grafanamcp · other | Integrates with Grafana instances to provide dashboard management, data source operations, Prometheus/Loki querying, alerting configuration, and… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | gh-daedalus-delonghi-ecammcp · other | Control DeLonghi ECAM espresso machines via local network. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | shopify-forecast-mcpmcp · other | Enables AI assistants to forecast revenue and demand for Shopify stores using Google's TimesFM model. Provides tools for revenue forecasting, demand… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | convomcp · other | Access Convo meeting transcripts, summaries, action items, and coaching feedback from any MCP-compatible AI assistant. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | eigencharlie-pdf-toolkitmcp · other | Unofficial PDF toolkit for merging, splitting, compressing, OCR, converting, watermarking, and protecting documents via iLoveAPI. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | gh-pijusz-sanity-imagesmcp · other | Upload local images to Sanity CMS as assets with support for single uploads, batch operations, document field patching, and GROQ queries. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | gh-shan-zhu-shuck-convertmcp · other | Converts documents between DOCX, PDF, and Markdown formats with formatting preservation using Pandoc. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | darylerivers-nicheiqsmcp · other | Scores market niches using Reddit discussions, Google Trends data, and competition analysis to identify business opportunities. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | ykshah1309-live-audio-intelligencemcp · other | Provides real-time transcription and vocal stress analysis of live financial webcasts and earnings calls, detecting speaker hesitation and pitch… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | alanse-clickup-multi-workspacemcp · other | Integrates with ClickUp workspaces to provide task management, project organization, time tracking, and team collaboration across multiple workspaces… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | nexusfeedmcp · other | Real-time LTL fuel surcharge rates for 10 US carriers and ABC liquor license compliance data with verifiable provenance. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | gh-jacksun911-megalaunchmcp · other | Community wrapper for launching meme tokens on Solana via the MegaLaunch platform, with bundled buys and Jito speed optimization. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | emanuele94-simbrief-mcpservermcp · other | Access your SimBrief flight plans. 14 tools covering flight summary, weather (METAR/TAF/ATIS), fuel plan, weights, times, ATC flight plan, navlog… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | nexustrader-mcpmcp · other | Exposes NexusTrader's account, positions, market data, and trading capabilities to AI assistants via natural language. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | stockmarketscanmcp · other | 18 tools for US stock screeners, chart patterns, options flow signals, and equities research. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | telitaskmcp · other | Manage contacts, tasks, and calls from AI assistants. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | basicopsmcp · other | Project management with tasks, notes, messages, and team collaboration via BasicOps. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | aleatoric-systemsmcp · other | Generates deterministic synthetic market data for backtesting, stress testing, and model validation across major exchanges. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | alpine-mcpmcp · other | Provides the complete Alpine.js documentation as resources, enabling AI assistants to accurately reference directives, magics, globals, and plugins. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | coordinalomcp · other | Connects to Coordinalo's scheduling and booking platform for managing appointments, clients, providers, and services. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | thegridwork-licensemcp · other | Scan project dependencies for license compliance: copyleft conflicts, unknown licenses, and risk. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | thegridwork-privacymcp · other | Checks websites and codebases for privacy compliance issues and data handling violations. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | wheremcp · other | CRUD operations for the Where location data service. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | shell-as-mcpmcp · other | Maps shell commands to standard MCP tools using single-file YAML specs. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | achilliesbot-delphi-oraclemcp · other | Real-time AI intelligence signals covering security events, market data, and ecosystem developments. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | puppo-math-utilitiesmcp · other | Provides mathematical utility tools for calculating Fibonacci numbers at given indices and summing comma-separated lists of numbers. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | world-weather-onlinemcp · other | Real-time weather, forecasts, historical data, marine, ski, and astronomy from World Weather Online. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | igot-ai-catalogmcp · other | Integrates with Catalog's data management platform at studio.igot.ai for natural language operations across data catalog discovery, master data… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | lkysyzxz-unity-editormcp · other | Pure C# Unity Editor integration providing 80 built-in tools for scene management, GameObject operations, asset management, and build processes. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | inspectramcp · other | Enables hybrid code audits using MCP tools across 12 domains, producing structured, scored, and actionable code quality reports. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | jasoncbraatz-fintablemcp · other | Manages Fintable.io financial categories, transaction rules, and spending data. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | lukaris-framedeck-mcpmcp · other | [Framedeck](https://framedeck.app) is a Kanban content production manager for YouTube, Instagram, TikTok and Podcast creators. 32 tools for managing… | 1 star | armory install lukaris-framedeck-mcp --cli claude | |
| 3401 | 22.524 | dcc-mcp-ipcmcp · other | Multi-protocol IPC adapter layer for integrating DCC software (Maya, Houdini, Blender, Unreal, Unity) with MCP, enabling tool registration and remote… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | recipe-commerce-intelligence-mcpmcp · otheralso listed as teamsincetoday-recipe-commerce | Extracts branded ingredients and kitchen tools from recipes, matches them to affiliate products, and generates shoppable ingredient lists to turn… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | razz-gamesmcp · other | Enables wagering on provably fair casino games and multiplayer strategy games on the Razz platform using SOL cryptocurrency. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | pymcuprog-mcpmcp · other | Enables AI tools to program Microchip AVR microcontrollers via natural language by wrapping pymcuprog, supporting USB HID debuggers and serial UART… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | webmoleai-vibe-checkermcp · other | Analyzes code with humorous personality type assignments, energy ratings, and aesthetic naming suggestions. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | kimkun07-k-visual-studiomcp · other | Controls Visual Studio 2022 through COM/DTE automation for file operations, building, and debugging. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | pageguardmcp · other | Scans websites for privacy compliance issues, detecting tracking technologies, cookie problems, and data gaps that could create regulatory risk. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | majimboo-rexd-fridamcp · other | Enables runtime instrumentation and reverse engineering using Frida with 21 tools. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | mayankjanmejay-bopmarketmcp · other | Automates buying, selling, and product tracking across Amazon, eBay, AliExpress, and other e-commerce platforms. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | harinarayn-adf-cost-intelligencemcp · other | Azure Data Factory FinOps intelligence for pipeline cost ranking, waste detection, and optimization. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | farraskuy-godotmcp · other | 168 AI-powered tools for Godot 4 Editor enabling game development through natural language commands. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | flrngel-local-shellmcp · other | Executes shell commands and uploads files within a specified local directory. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | donghch-remote-exec-gatewaymcp · other | Provides a secure remote execution gateway for running commands on remote systems via MCP. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | thelongevityvault-decoder-3am-mcpmcp · other | Sleep disruption cause classifier using The Longevity Vault's 5-cause framework. Identifies the biological mechanism behind 3am wakeups from symptom… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | dailyhotmcp · other | Aggregates hot trending data from 55+ platforms (e.g., Bilibili, Weibo, Zhihu) via MCP, enabling AI assistants to fetch real-time popular content. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | debatetalkmcp · other | Structured multi-model AI debates that synthesize findings into agreement points, disagreements, blind spots, and actionable questions. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | awesome-well-structure-mcpmcp · other | Automatically generates borehole structure diagrams from well data, supporting multiple well types and returning simplified image paths to reduce… | 1 star | No one-command install · Source | |
| 3401 | 22.524 | gh-cocaxcode-ai-context-inspectormcp · other | Comprehensive scanner for AI ecosystem configuration across 19 tools. | 1 star | No one-command install · Source | |
| 3401 | 22.524 | veritasacta-actamcp · other | Contribute, challenge, verify, and query contestable public records on the Veritas Acta platform. | 1 star | 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.