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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

9,354 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
340122.524lecka-nutrition-race-plannermcp · otherRace nutrition planning for endurance athletes. Calculates carb, sodium and fluid targets for marathons, ultras, cycling and triathlons. Returns…1 starNo one-command install · Source
340122.524opcua2mcpmcp · otherConverts OPC UA sensor data into MCP-compatible tools and exposes machine health via both HTTP and MCP.1 starNo one-command install · Source
340122.524carlamcpmcp · otherEnables natural language-driven creation and execution of autonomous-vehicle scenarios in the CARLA simulator, with validated primitives and replay…1 starNo one-command install · Source
340122.524easy8mcp · otherProject management MCP built into Easy8 for listing projects, managing issues, and automating workflow tasks.1 starNo one-command install · Source
340122.524miller-joe-comfyuimcp · otherControls a local ComfyUI instance for text-to-image generation, variations, refinement, and upscaling.1 starNo one-command install · Source
340122.524sentiment-analyzermcp · otherProvides a hello and echo tool for basic interaction.1 starNo one-command install · Source
340122.524regulated-ai-compliancemcp · otherEU AI Act · APRA · NIST AI RMF · ISO 42001 · AU AI Safety — grounded compliance citations for any MCP client.1 starNo one-command install · Source
340122.524cmr-client-healthmcp · otherEnables client success teams to get instant, natural-language health reads on client accounts with tools for overall health, low-performing courses…1 starNo one-command install · Source
340122.524fittin-mcpmcp · otherEnables startup protection checks directly from your editor, analyzing clone risk, defensibility, and patentable features in about 2 minutes.1 starNo one-command install · Source
340122.524ariroffe72-zmanimmcp · otherCalculates Jewish prayer times for any global location1 starNo one-command install · Source
340122.524arifur9993-attendance-engine-mcpmcp · otherWorkforce attendance, overtime, overnight shifts, rotating rosters, and California wage-and-hour compliance (Labor Code §§ 226.7, 512; Donohue v…1 starNo one-command install · Source
340122.524cdisc-sdtm-validator-mcpmcp · otherValidates CDISC SDTM datasets against SDTMIG 3.4 specifications, offering tools for required variables, controlled terminology, and full dataset…1 starNo one-command install · Source
340122.524chrisbusbin-pixel-prop-firm-deal-findermcp · otherEnables AI assistants to query live discount codes and compare funded trading challenges across 19+ prop firms.1 starNo one-command install · Source
340122.524gaudiolab-audio-aimcp · otherSeparate audio stems, extract dialogue from video, and sync lyrics with timestamps.1 starNo one-command install · Source
340122.524revit-convertermcp · otherConvert Revit BIM files and query building data via natural language through MCP.1 starNo one-command install · Source
340122.524dingdawg-compliancemcp · otherEU AI Act and Colorado AI Act compliance scoring in 60 seconds.1 starNo one-command install · Source
340122.524bmbrickmcp · otherConvert local images into LEGO-style brick mosaic previews with AI-powered color quantization.1 starNo one-command install · Source
340122.524den-indance-network-diagrammcp · otherAI-driven network topology editor with 44 tools: nmap/CSV import, SSH access, and multi-sheet support.1 starNo one-command install · Source
340122.524boska-voxmcp · otherNative macOS voice I/O for AI assistants using SFSpeechRecognizer and optional ElevenLabs TTS.1 starNo one-command install · Source
340122.524rwa-attestmcp · otherProvides cryptographically verifiable RWA trust attestations and multi-chain DeFi data (TVL, top protocols, positioning scorecards) via MCP tools for…1 starNo one-command install · Source
340122.524den-indance-google-trendsmcp · otherGoogle Trends MCP with proxy rotation and auto-retry to work around Google anti-bot measures.1 starNo one-command install · Source
340122.524clauxel-cli-anything-hubmcp · otherExposes CLI tools to AI assistants with tool listing, command execution, schema validation, and result receipts.1 starNo one-command install · Source
340122.524goww7-acttracemcp · otherClassify AI systems under the EU AI Act and generate Article 50 transparency notices.1 starNo one-command install · Source
340122.524gh-rengon0x-noesismcp · otherAnalyzes Solana blockchain tokens, wallets, and on-chain activity with 19 intelligence tools.1 starNo one-command install · Source
340122.524selfpy-science-aimcp · otherAcademic peer-review, research gap analysis, journal recommendations, and article writing tools.1 starNo one-command install · Source
340122.524mobileshop9991-clipwisemcp · otherAccess Clipwise tools for short-form video creators, including TikTok trend research, platform guidance, and viral content analysis.1 starNo one-command install · Source
340122.524zippmcp · otherMulti-language crypto news aggregator with editorial sentiment and importance scoring.1 starNo one-command install · Source
340122.524qso-graph-lotwmcp · otherQuery ARRL LoTW confirmations, uploaded QSOs, DXCC credits, and user activity.1 starNo one-command install · Source
340122.524qso-graph-sotamcp · otherLive spots, activation alerts, summit info, and nearby summits for SOTA operations.1 starNo one-command install · Source
340122.524qso-graph-potamcp · otherLive activator spots, park info, activator/hunter stats, and scheduled activations.1 starNo one-command install · Source
340122.524tpjnorton-swiss-public-transportmcp · otherJourney planning, live station boards, delays, and SBB ticket links for Swiss public transport.1 starNo one-command install · Source
340122.524tlaplus-mcpmcp · otherExposes the TLA+ toolchain (TLC, SANY, PlusCal, TLATeX) as structured JSON tools via the Model Context Protocol, enabling AI assistants to parse…1 starNo one-command install · Source
340122.524olaola-supplement-mcpmcp · otherConnects a model to OlaOla supplement store data for personalized supplement recommendations, order history, and cart planning.1 starNo one-command install · Source
340122.524apogeoapimcp · otherGeographic data MCP providing country info, states, cities, IP geolocation, and live currency rates.1 starNo one-command install · Source
340122.524eightymcp · otheralso listed as eighty-mcpGamified personal development app where users complete real-world quests, build character stats, and progress through skill trees.1 starNo one-command install · Source
340122.524sonic-boommcp · otherEncodes a TypeScript/JavaScript codebase into a deterministic PNG heatmap that vision-capable AI models can read to bypass token limits for…1 starNo one-command install · Source
340122.524vitrine3d-mcpmcp · other3D product viewer platform with a visual editor. Upload GLB models, style scenes with lighting, camera, and backgrounds, and embed on any website…1 stararmory install vitrine3d-mcp --cli claude
340122.524gpavan1992-globalpulsemcp · otherProvides real-world macroeconomic, climate, disaster, trade, aviation, and country data from institutional sources.1 starNo one-command install · Source
340122.524dontsovcmc-yandex-market-sellermcp · otherManage Yandex Market seller listings, orders, and catalog data.1 starNo one-command install · Source
340122.524filingfirehosemcp · otherAccess parsed SEC EDGAR filings including 8-Ks, Schedule 13D/G activist filings, and ATM offerings directly from AI clients.1 starNo one-command install · Source
340122.524arjanvandermeer-thai-transliteratemcp · otherConverts Thai text to Roman script with ranked transliteration variants, word-level processing, and fuzzy English matching.1 starNo one-command install · Source
340122.524britus-eofmcp · otherQt-based source code management providing file operations and metadata extraction for local development workflows1 starNo one-command install · Source
340122.524samarth-23-eng-india-rtomcp · otherIndian vehicle RTO services: number plate decoding, road tax, and office lookup.1 starNo one-command install · Source
340122.524living-hi-one-person-company-osmcp · otherVisual operating cockpit for AI-native solo founders to build and update their company operating system.1 starNo one-command install · Source
340122.524gh-fr1sk-tmuxmcp · otherProvides visibility into tmux terminal sessions with tools to list sessions, capture output, and send commands.1 starNo one-command install · Source
340122.524drboria-md-todomcp · otherTask management and approval workflows with 6 tools for creating, managing, approving, and delegating todo items.1 starNo one-command install · Source
340122.524seanlok-tcg-mcpmcp · otherPokemon TCG tools: PSA grading lookups, collection management, and multi-provider card pricing.1 starNo one-command install · Source
340122.524gh-ricklentz-x3dmcp · otherGenerate, validate, and convert ISO-standard X3D (Extensible 3D) content with full scene graph control.1 starNo one-command install · Source
340122.524gregario-tft-oraclemcp · otherProvides accurate Teamfight Tactics champion, trait, item, augment, and rolling odds data sourced from CommunityDragon.1 starNo one-command install · Source
340122.524mcp-working-context-optimizermcp · otherPrevents context bloat and the 'Lost in the Middle' phenomenon by distilling action histories into concise summaries while maintaining a clear core…1 starNo one-command install · Source
340122.524sterion66-godotmcp · otherComprehensive Godot 4 integration with 40+ tools for project management, scripting, assets, and runtime control.1 starNo one-command install · Source
340122.524meltingpixelsai-harvey-intelmcp · otherToken safety analysis, trading signals, and social intelligence for crypto markets.1 starNo one-command install · Source
340122.524prizmadmcp · otherGenerate AI UGC video ads from any product URL.1 starNo one-command install · Source
340122.524dadang11-cryptoizmcp · otherProvides Solana DEX smart money signals including whale accumulation, divergence, and alpha scanning.1 starNo one-command install · Source
340122.524fabric-protocol-fabricmcp · otherDecentralized data fabric protocol for cross-chain asset management and verification.1 starNo one-command install · Source
340122.524canuckeatsmcp · otherOrder food delivery from UberEats and DoorDash across 89 Canadian cities.1 starNo one-command install · Source
340122.524gh-dbsectrainer-legal-doc-analyzermcp · otherExtract clauses from contracts, flag risky provisions, check compliance against configurable templates, and compare document versions at the clause…1 starNo one-command install · Source
340122.524writesdavid-open-primitivemcp · otherAccess 13 US federal data domains including flights, vehicles, food safety, drugs, hospitals, nutrition, jobs, demographics, and SEC filings with…1 starNo one-command install · Source
340122.524morocco-open-data-mcpmcp · otherProvides unified access to Moroccan government data, financial markets, geographic information, and more via natural language queries.1 starNo one-command install · Source
340122.524slimamcp · otheralso listed as slima-mcpConnect Slima AI Writing IDE books to any MCP-compatible tool for reading, editing, and AI beta reader feedback.1 starNo one-command install · Source
340122.524unphurlmcp · otherURL intelligence service that analyzes links across security, brand safety, and data quality dimensions, returning structured signals.1 starNo one-command install · Source
340122.524the13fmcp · otherInstitutional 13F filing intelligence with data on 8,600+ fund managers and their holdings.1 starNo one-command install · Source
340122.524lightrag-mcpmcp · otherBridges AI assistants with LightRAG's knowledge graph capabilities, enabling document management and multi-mode queries through the Model Context…1 starNo one-command install · Source
340122.524daedalus-z3-provermcp · otherExposes the Z3 theorem prover for constraint solving, satisfiability checking, and optimization with support for Boolean, integer, and real variable…1 starNo one-command install · Source
340122.524volta-notesmcp · otherBurn-after-read encrypted notes with E2E encryption on the Internet Computer.1 starNo one-command install · Source
340122.524quanticsoul4772-grafanamcp · otherIntegrates with Grafana instances to provide dashboard management, data source operations, Prometheus/Loki querying, alerting configuration, and…1 starNo one-command install · Source
340122.524gh-daedalus-delonghi-ecammcp · otherControl DeLonghi ECAM espresso machines via local network.1 starNo one-command install · Source
340122.524shopify-forecast-mcpmcp · otherEnables AI assistants to forecast revenue and demand for Shopify stores using Google's TimesFM model. Provides tools for revenue forecasting, demand…1 starNo one-command install · Source
340122.524convomcp · otherAccess Convo meeting transcripts, summaries, action items, and coaching feedback from any MCP-compatible AI assistant.1 starNo one-command install · Source
340122.524eigencharlie-pdf-toolkitmcp · otherUnofficial PDF toolkit for merging, splitting, compressing, OCR, converting, watermarking, and protecting documents via iLoveAPI.1 starNo one-command install · Source
340122.524gh-pijusz-sanity-imagesmcp · otherUpload local images to Sanity CMS as assets with support for single uploads, batch operations, document field patching, and GROQ queries.1 starNo one-command install · Source
340122.524gh-shan-zhu-shuck-convertmcp · otherConverts documents between DOCX, PDF, and Markdown formats with formatting preservation using Pandoc.1 starNo one-command install · Source
340122.524darylerivers-nicheiqsmcp · otherScores market niches using Reddit discussions, Google Trends data, and competition analysis to identify business opportunities.1 starNo one-command install · Source
340122.524ykshah1309-live-audio-intelligencemcp · otherProvides real-time transcription and vocal stress analysis of live financial webcasts and earnings calls, detecting speaker hesitation and pitch…1 starNo one-command install · Source
340122.524alanse-clickup-multi-workspacemcp · otherIntegrates with ClickUp workspaces to provide task management, project organization, time tracking, and team collaboration across multiple workspaces…1 starNo one-command install · Source
340122.524nexusfeedmcp · otherReal-time LTL fuel surcharge rates for 10 US carriers and ABC liquor license compliance data with verifiable provenance.1 starNo one-command install · Source
340122.524gh-jacksun911-megalaunchmcp · otherCommunity wrapper for launching meme tokens on Solana via the MegaLaunch platform, with bundled buys and Jito speed optimization.1 starNo one-command install · Source
340122.524emanuele94-simbrief-mcpservermcp · otherAccess your SimBrief flight plans. 14 tools covering flight summary, weather (METAR/TAF/ATIS), fuel plan, weights, times, ATC flight plan, navlog…1 starNo one-command install · Source
340122.524nexustrader-mcpmcp · otherExposes NexusTrader's account, positions, market data, and trading capabilities to AI assistants via natural language.1 starNo one-command install · Source
340122.524stockmarketscanmcp · other18 tools for US stock screeners, chart patterns, options flow signals, and equities research.1 starNo one-command install · Source
340122.524telitaskmcp · otherManage contacts, tasks, and calls from AI assistants.1 starNo one-command install · Source
340122.524basicopsmcp · otherProject management with tasks, notes, messages, and team collaboration via BasicOps.1 starNo one-command install · Source
340122.524aleatoric-systemsmcp · otherGenerates deterministic synthetic market data for backtesting, stress testing, and model validation across major exchanges.1 starNo one-command install · Source
340122.524alpine-mcpmcp · otherProvides the complete Alpine.js documentation as resources, enabling AI assistants to accurately reference directives, magics, globals, and plugins.1 starNo one-command install · Source
340122.524coordinalomcp · otherConnects to Coordinalo's scheduling and booking platform for managing appointments, clients, providers, and services.1 starNo one-command install · Source
340122.524thegridwork-licensemcp · otherScan project dependencies for license compliance: copyleft conflicts, unknown licenses, and risk.1 starNo one-command install · Source
340122.524thegridwork-privacymcp · otherChecks websites and codebases for privacy compliance issues and data handling violations.1 starNo one-command install · Source
340122.524wheremcp · otherCRUD operations for the Where location data service.1 starNo one-command install · Source
340122.524shell-as-mcpmcp · otherMaps shell commands to standard MCP tools using single-file YAML specs.1 starNo one-command install · Source
340122.524achilliesbot-delphi-oraclemcp · otherReal-time AI intelligence signals covering security events, market data, and ecosystem developments.1 starNo one-command install · Source
340122.524puppo-math-utilitiesmcp · otherProvides mathematical utility tools for calculating Fibonacci numbers at given indices and summing comma-separated lists of numbers.1 starNo one-command install · Source
340122.524world-weather-onlinemcp · otherReal-time weather, forecasts, historical data, marine, ski, and astronomy from World Weather Online.1 starNo one-command install · Source
340122.524igot-ai-catalogmcp · otherIntegrates with Catalog's data management platform at studio.igot.ai for natural language operations across data catalog discovery, master data…1 starNo one-command install · Source
340122.524lkysyzxz-unity-editormcp · otherPure C# Unity Editor integration providing 80 built-in tools for scene management, GameObject operations, asset management, and build processes.1 starNo one-command install · Source
340122.524inspectramcp · otherEnables hybrid code audits using MCP tools across 12 domains, producing structured, scored, and actionable code quality reports.1 starNo one-command install · Source
340122.524jasoncbraatz-fintablemcp · otherManages Fintable.io financial categories, transaction rules, and spending data.1 starNo one-command install · Source
340122.524lukaris-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 stararmory install lukaris-framedeck-mcp --cli claude
340122.524dcc-mcp-ipcmcp · otherMulti-protocol IPC adapter layer for integrating DCC software (Maya, Houdini, Blender, Unreal, Unity) with MCP, enabling tool registration and remote…1 starNo 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.

Leaderboard · Armory