Armory
Source

Leaderboard

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
Sort
ScoreUsageTestedMentionsStarsName
Highest FirstRows50100250Export

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

8,617 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
320122.524barcoding-mcpmcp · otherEnables encoding 100+ barcode symbologies and decoding common 1D/2D formats, plus terminal QR codes.1 starNo one-command install · Source
320122.524system-command-mcpmcp · otherEnables AI to execute registered system commands across platforms using a stable program + args interface, without requiring shell-specific syntax or…1 starNo one-command install · Source
320122.524doxamcp · otheralso listed as doxa-mcpBible lookup and Christian encouragement tools from the Doxa app.1 starNo one-command install · Source
320122.524tailscale-compute-mcpmcp · otherRuns builds, tests, and benchmarks on a remote compute node via Tailscale and SSH, syncing projects with rsync.1 starNo one-command install · Source
320122.524exam-sheet-mcpmcp · otherGenerates timed exams on any topic with an interactive exam sheet in MCP hosts; supports true/false, multiple-choice, and open questions with instant…1 starNo one-command install · Source
320122.524vatnode-mcpmcp · otherValidate EU VAT numbers via VIES, check VAT rates, and perform format validation for EU member states.1 starNo one-command install · Source
320122.524bidda-mcpmcp · otherSource-verified regulatory and compliance intelligence: 10,000+ obligations across 39 pillars, each grounded in a primary legal source with a content…1 starNo one-command install · Source
320122.524ollama-vision-mcp-2mcp · otherA minimal local vision bridge for text-only VS Code Copilot, enabling it to see images by sending them to a local Ollama vision model and returning…1 starNo one-command install · Source
320122.524google-cal-mcpmcp · otherList, create, update, and manage calendar events1 starNo one-command install · Source
320122.524tool-compassmcp · otherSemantic navigator for MCP tools that finds relevant tools by natural language intent, reducing token usage by 95%.1 starNo one-command install · Source
320122.524domdomegg-barcode-scannermcp · otherScan and generate barcodes and QR codes.1 starNo one-command install · Source
320122.524cloudscopemcp · otherAzure cloud cost management with spending analysis, forecasts, anomalies, and budgets.1 starNo one-command install · Source
320122.524quillpdf-mcpmcp · otherA local-first PDF tool for merging, splitting, rotating, watermarking, Bates-numbering, cleaning metadata, and counting pages — all operations happen…1 starNo one-command install · Source
320122.524regon-mcpmcp · otherProvides clean, typed access to the Polish REGON business register (GUS BIR1), enabling AI assistants to look up companies by NIP, REGON, or KRS and…1 starNo one-command install · Source
320122.524win-cli-mcp-tmyymcp · otherEnables AI clients to execute Windows commands, manage files, query system information, and perform code checks via MCP protocol.1 starNo one-command install · Source
320122.524carhaix-proxvantamcp · otherManage your ProxVanta AI workspace including teams, contexts, workflows, and tools.1 starNo one-command install · Source
320122.524autods-copilotmcp · otherEnables any MCP client to run a complete data-science pipeline on a CSV: exploration, cleaning, model comparison, training, tuning, and plain-language…1 starNo one-command install · Source
320122.524achriommcp · otherPersonal media library for tracking books, movies, music, shows, and anime.1 starNo one-command install · Source
320122.524loudcheckmcp · otherLoudness compliance verdicts against formal broadcast standards (EBU R128, ATSC A/85). Measures audio/video with ffmpeg and returns a pass/fail…1 starNo one-command install · Source
320122.524bschonbrun-pipedream-gatewaymcp · otherConsolidates Pipedream's 10,000+ app integrations into 16 curated tools for workflow management and app action execution.1 starNo one-command install · Source
320122.524clinic-frontdesk-mcpmcp · otherEnables MCP-compatible clients to act as an AI receptionist for a small medical clinic, handling appointment booking and rescheduling, patient…1 starNo one-command install · Source
320122.524ssyubix-pixelart-mcpmcp · otherGenerate Pixel Art and Tilemap/Tileset1 starNo one-command install · Source
320122.524korone-mcpmcp · otherAn MCP bridge that lets AI assistants control Roblox Studio 2021 in real time, offering tools for workspace inspection, instance creation, and Lua…1 starNo one-command install · Source
320122.524mcp4rs-open-earth-explorermcp · otherEnables discovery, analysis, and explanation of open satellite data through MCP, with support for STAC catalogs and NASA GIBS.1 starNo one-command install · Source
320122.524localprodev-local-servicesmcp · otherVerified US local service provider data across contractor trades, with ratings, services, and pricing.1 starNo one-command install · Source
320122.524patent-precheckmcp · otherPatentability pre-check for code — USPTO pillar scores, filing-readiness, and prior-art signals.1 starNo one-command install · Source
320122.524br0ski777-hl-portfoliomcp · otherAnalyze Hyperliquid account positions, PnL, fills, orders, and funding.1 starNo one-command install · Source
320122.524br0ski777-diff-checkermcp · otherCompare two texts line-by-line showing additions, deletions, and unchanged lines.1 starNo one-command install · Source
320122.524jadx-mcp-multisessionmcp · otherEnables AI clients to autonomously manage multiple jadx-gui sessions, opening, switching, and closing windows, with automatic startup and plugin…1 starNo one-command install · Source
320122.524har-forensics-mcpmcp · otherAudits HAR captures locally with MCP tools for triage, findings, vendor blast radius, CSP generation, and sanitization—no network calls, redacted by…1 starNo one-command install · Source
320122.524fisher521-burnmcp · otherAI-powered reading triage with 26 tools and a 24h burn timer to read less and absorb more.1 starNo one-command install · Source
320122.524grupo-avispa-dsrmcp · otherProvides tools for interacting with Deep State Representation graphs used in robotics1 starNo one-command install · Source
320122.524nausikamcp · otherMediterranean marine forecasts, tides, anchorages, and sea routes for AI sailing assistants.1 starNo one-command install · Source
320122.524andonmcp · otherDeterministic verification for AI-generated analysis. Reconciliation, consistency and Excel-integrity checks that stop the line when the numbers don't…1 starNo one-command install · Source
320122.524mcp-nacosmcp · otherEnables AI assistants to query and manage Nacos configurations, supporting Nacos 1.x/2.x/3.x with multiple transport protocols.1 starNo one-command install · Source
320122.524meertrackmcp · otherCompetitive intelligence platform that tracks competitor changes and delivers filtered signals.1 starNo one-command install · Source
320122.524dpxmcp · otherAI-native stablecoin settlement rail for institutional cross-border transactions with adaptive oracle and autonomous execution.1 starNo one-command install · Source
320122.524research-desk-mcpmcp · otherEnables AI assistants to manage structured research ideas and retrieve recent arXiv papers by idea ID, automatically generating Markdown reports.1 starNo one-command install · Source
320122.524it-helpdesk-mcpmcp · otherEnables IT helpdesk automation by classifying support tickets, estimating priority, generating troubleshooting steps, and predicting resolution times…1 starNo one-command install · Source
320122.524jocarrd-aemetmcp · otherSpanish weather data from AEMET OpenData: forecasts, CAP warnings, and station observations.1 starNo one-command install · Source
320122.524arc-world-engine-mcpmcp · otherEnables interaction with an explicit ARC-AGI-3 world model through typed operations for actor/rule editing, deterministic simulation, rendering, and…1 starNo one-command install · Source
320122.524helm-protocol-opentttmcp · otherProof-of-Time transaction ordering verification for blockchain DeFi operations.1 starNo one-command install · Source
320122.524rxrelaymcp · otherEnables consent-first voice coordination for prescription access with a deterministic proof gate, exposing MCP tools to manage cases, attestations…1 starNo one-command install · Source
320122.524freemodel-mcpmcp · otherRoutes tasks to the optimal AI model based on task type and benchmark scores across 25+ platforms. Automatically selects the best model for coding…1 starNo one-command install · Source
320122.524mcp-gadsmcp · otherEnables querying and managing Google Ads campaigns, keywords, assets, and more via natural language, with support for multiple MCP clients.1 starNo one-command install · Source
320122.524soroban-diagnosemcp · otherDeterministic failure diagnosis for Soroban transactions and simulations, providing a normalized diagnosis with ranked causes, evidence, and fixes via…1 starNo one-command install · Source
320122.524tokonomix-council-mcpmcp · otherEnables multi-model consensus decision-making for high-stakes AI decisions, using independent expert models and a judge to surface disagreements and…1 starNo one-command install · Source
320122.524zentaomcp · otherEnables full CRUD operations on Zentao entities like requirements, bugs, tasks, test cases, projects, and products through natural language.1 starNo one-command install · Source
320122.524toshi-mcpmcp · otherEnables a side-panel companion that watches your coding session and provides context-aware answers about your codebase and session state through a…1 starNo one-command install · Source
320122.524minerva-mcpmcp · otherEnables AI assistants to administer Microsoft 365 and Azure, including PowerShell-only areas like Exchange, SharePoint, Teams, and Purview, with risk…1 starNo one-command install · Source
320122.524mcp-oneheartesimmcp · other一心eSIM商品目錄查詢與下單服務：查詢各國eSIM上網方案的即時價格與庫存、依旅遊天數與用量推薦方案、協助建立訂單並取得LinePay或ECPay付款連結。1 starNo one-command install · Source
320122.524persona-motion-studiomcp · otherEnables AI assistants to show, animate, and control a VRM character on the desktop, including posing and motion installation via MCP tools.1 starNo one-command install · Source
320122.524enpass-mcpmcp · otherProvides local, secure access to Enpass password vaults via MCP. Enables unlocking vaults, listing entries, retrieving passwords, TOTP codes, and…1 starNo one-command install · Source
320122.5243d-cad-baseplate-generator-mcpmcp · otherGenerates printable 3D CAD models (e.g., bottle caps) from photos by combining client-side dimension extraction with CadQuery precision modeling, mesh…1 starNo one-command install · Source
320122.524netease-music-mcpmcp · other非官方MCP服务，允许通过统一的工具接口操作网易云音乐，包括搜索歌曲、创建与管理歌单、查看听歌记录、收藏歌曲及获取每日推荐。1 starNo one-command install · Source
320122.524lunargarden-mcpmcp · otherProvides astrology-aware garden care planning by combining lunar phase, Vedic panchang, weather, and soil forecasts into structured care plans with…1 starNo one-command install · Source
320122.524fd-commercial-property-financemcp · otherUK property finance calculators: bridging costs, development appraisal, BTL stress test, and stamp duty.1 starNo one-command install · Source
320122.524csoai-org-blockchain-verification-mcpmcp · otherVerification tools for blockchain transactions and smart contract states.1 starNo one-command install · Source
320122.524groupdocs-metadatamcp · otherRead and remove metadata from documents and media files using the GroupDocs.Metadata library.1 starNo one-command install · Source
320122.524klawsmcp · otherScans source code for possible Korean compliance risks (PIPA, Network Act, Credit Information Act, E-Commerce Act) and maps findings to specific legal…1 starNo one-command install · Source
320122.524spacedatamcp · otherAggregated public space data — satellite orbits, catalogs and launches — as a single AI-friendly CLI.1 starNo one-command install · Source
320122.524preflight-mcpmcp · otherEnables pilots to assemble a preflight briefing per 14 CFR §91.103 by fetching weather, airport info, aircraft performance, fuel estimates…1 starNo one-command install · Source
320122.524videocontext-mcpmcp · otherTurns a YouTube video or allowlisted local video into a timestamped transcript, chronological timeline, and retrievable image resources for…1 starNo one-command install · Source
320122.524stellifymcp · otherBuild Laravel apps through conversation with code stored as structured JSON for surgical AI edits.1 starNo one-command install · Source
320122.524sandeepmallareddy-whatsappmcp · otherWhatsApp messaging integration with 16 tools for sending, receiving, and media handling.1 starNo one-command install · Source
320122.524painel-sint-tico-concordemcp · otherEnables AI assistants to explore a panel of 787 synthetic Brazilian banking consumer personas for product discovery, with deterministic filtering and…1 starNo one-command install · Source
320122.524sapiens-mcpmcp · otherEnables users to generate images, articles, voice, music, and more from their Sapiens Sintéticos account using natural language, spending credits and…1 starNo one-command install · Source
320122.524sdar-mcp-tasks-provider-runtimemcp · otherA language-neutral runtime for the SEP-2663 task lifecycle and io.sdar/taskExecution Provider Profile, delegating resource facts and side effects to…1 starNo one-command install · Source
320122.524pdf-edit-mcpmcp · otherEnables editing text in existing PDFs by modifying content stream operators, preserving original fonts and positions. Provides fidelity reports on…1 starNo one-command install · Source
320122.524investsights-indian-stock-research-mcpmcp · otherEnables AI assistants to perform deep Indian stock research with fundamentals, forensic scores, DCF valuation, screening, and news for 6000+ NSE/BSE…1 starNo one-command install · Source
320122.524infinihash-kytmcp · otherBlockchain compliance tools for wallet screening, OFAC sanctions, and SAR draft generation.1 starNo one-command install · Source
320122.524data-science-mcpmcp · otherEnables time-series analysis and forecasting through a structured tool catalogue, including data loading, quality repair, diagnostics, and forecasting…1 starNo one-command install · Source
320122.524robot-tool-mcpmcp · otherProvides an MCP interface to the ROBOT command-line tool for OWL ontology editing, enabling operations like merging, reasoning, and conversion via…1 starNo one-command install · Source
320122.524rubric-protocolmcp · otherAI compliance attestation with post-quantum cryptography and blockchain anchoring — generate signed records of AI decisions for EU AI Act, HIPAA, and…1 starNo one-command install · Source
320122.524golf-coachmcp · otherAnalyzes your Trackman golf data to diagnose weaknesses and generate personalized practice plans with drills and progress tracking, acting as a…1 starNo one-command install · Source
320122.524console-censorcheckermcp · otherBatch tcping probe & Censor checker1 starNo one-command install · Source
320122.524t-rush-mcpmcp · otherExposes technical debt management to AI coding assistants, enabling them to find, prioritize, and resolve TODO/FIXME/BUG comments across codebases via…1 starNo one-command install · Source
320122.524community-toolkitmcp · otherProvides tools for event countdown, generating meetup announcements, and drafting contributor appreciation notes, enabling community builders to…1 starNo one-command install · Source
320122.524coartmcp · otherEnables an infinite canvas for Codex using tldraw, with tools for canvas state, assets, images, HTML, and slide containers, all saved locally.1 starNo one-command install · Source
320122.524fotmocpmcp · otherEnables MCP clients to access live football data from FotMob, including match stats, team form, injuries, and player workload, without making…1 starNo one-command install · Source
320122.524civic-superagentsmcp · otherEnables querying a comprehensive data lake of Italian civic open data, returning cited facts about Italian municipalities across domains like…1 starNo one-command install · Source
320122.524cia-diagnosemcp · otheralso listed as univercityExpert business diagnosis engine that analyzes companies across 11 dimensions and returns a Revenue Leak Score with prioritized, triple-option…1 starNo one-command install · Source
320122.524nutrition-dbmcp · otherGenerates personalized 7-day meal plans based on user profile and goals, and provides daily calorie catch-up suggestions when intake falls short.1 starNo one-command install · Source
320122.524seismo-mcpmcp · otherBridges AI assistants to seismology software (ObsPy, CWP/SU, SAC, PyGMT), allowing users to process seismic waveforms and perform analysis through…1 starNo one-command install · Source
320122.524mealforgemcp · otherEnables AI-driven weekly meal planning with structured recipes, cooking steps, and grocery lists.1 starNo one-command install · Source
320122.524mood-transit-mcpmcp · otherEnables music curation that gently transitions a user's mood through three stages (Mirror, Bridge, Arrive), incorporating weather, activity, time, and…1 starNo one-command install · Source
320122.524remote-ssh-mcpmcp · otherConnects an MCP client to a remote Linux/Unix host over SSH, enabling remote shell commands, file access, port forwarding, and VS Code Remote-SSH URI…1 starNo one-command install · Source
320122.524agu-mcpmcp · other查询和分析A股数据的MCP服务器，支持实时行情、K线、技术指标、基本面和AI选股等功能。1 starNo one-command install · Source
320122.524programinglive-dev-workflowmcp · otherEnforces development workflow discipline through structured stages1 starNo one-command install · Source
320122.524anki-mcp-addonmcp · otherEnables to interact with your Anki collection through natural language, allowing you to study, edit, and analyze flashcards without external…1 starNo one-command install · Source
320122.524figjam-context-mcpmcp · otherExposes tools to ingest FigJam boards, retrieve context summaries, and answer free-form questions about the board content.1 starNo one-command install · Source
320122.524smart-gym-mcpmcp · otherConnects AI assistants to SmartGym on Mac, enabling users to review workouts, tweak routines, and build training programs in plain English, with…1 starNo one-command install · Source
320122.524linesightmcp · otherEnables AI assistants to analyze plant-floor data using OEE, Pareto, SPC, and yield-loss calculations, providing continuous-improvement insights from…1 starNo one-command install · Source
320122.524ros-2-workspace-inspector-mcpmcp · otherProvides static analysis of ROS 2 workspaces, enabling inspection of packages, dependencies, interfaces, launch files, and robot descriptions without…1 starNo one-command install · Source
320122.524rundidamcp · otherProvides running calculators, marathon data, pace calculations, race predictions, and heart rate training zones from the RunDida platform.1 starNo one-command install · Source
320122.524wquestions-mcpmcp · otherLets you model any domain (spa, barbershop, clinic, etc.) using 7 fixed axes and query it via natural language, with no per-domain schema required.1 starNo one-command install · Source
320122.524macrofactor-mcp-2mcp · otherMacroFactor MCP is a local Fueling & Recovery Decision Engine. Give your MCP client a MacroFactor export, optionally add Garmin, and ask for a…1 starNo one-command install · Source
320122.524tradingcalcmcp · otherCrypto perpetual futures calculator with 19 deterministic tools for liquidation, PnL, and position sizing across 7 exchanges.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