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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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ScoreUsageTestedMentionsStarsName
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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
20122.557resume-news-mcpmcp · otherEnables fetching daily news summaries from multiple RSS feeds, with tools to add, remove, and list news sources.1 starNo one-command install · Source
20222.557urltomarkdown-mcpmcp · otherConverts URLs and raw HTML to clean Markdown, enabling AI assistants to read web pages for summarization, analysis, or ingestion.1 starNo one-command install · Source
20322.557rsmdt-multimodalmcp · otherMulti-provider media generation for images, video, audio, and transcription via a unified interface.1 starNo one-command install · Source
20422.557j0hanz-cortex-mcpmcp · otherMulti-level reasoning with configurable depth.1 starNo one-command install · Source
20522.557lordbasilaiassistant-sudo-base-token-snipermcp · otherDiscover and trade new token launches on Base chain through the OBSD LaunchPad.1 starNo one-command install · Source
20622.557lordbasilaiassistant-sudo-base-security-scannermcp · otherScans smart contracts on Base for honeypots, rug pulls, hidden mints, and proxy patterns with read-only bytecode analysis.1 starNo one-command install · Source
20722.557songt-50-korean-public-datamcp · otherKorean government open data for weather, real estate prices, air quality, economic statistics, and business registration via data.go.kr.1 starNo one-command install · Source
20822.557korean-public-data-mcpmcp · otherEnables AI to query real-time Korean public data including weather, real estate prices, air quality, economic indicators, and business registration…1 starNo one-command install · Source
20922.557finance-data-mcpmcp · otherUnified financial data access for US, A-share, HK stocks, and FX rates with automatic fallback across multiple data sources.1 starNo one-command install · Source
21022.557gh-theduodecim-ascii-artmcp · otherGenerates ASCII and Unicode art with various styles and formatting options.1 starNo one-command install · Source
21122.557gh-toolwright-adk-linear-bootstrapmcp · otherBootstrap Linear projects from natural language with milestones, epics, issues, and dependency graphs.1 starNo one-command install · Source
21222.557speechpulsemcp · otherAnalyzes speech audio to detect emotions, urgency, and sarcasm using prosodic features.1 starNo one-command install · Source
21322.557bespoke34-tableshotmcp · otherExtracts tables from PDFs into structured Markdown, CSV, JSON, or HTML output with sub-100ms performance.1 starNo one-command install · Source
21422.557cantripmcp · otherGTM engine helping solo founders find their first customers through structured workflows.1 starNo one-command install · Source
21522.557avanger2512-echarts-docsmcp · otherProvides ECharts documentation and knowledge resources for chart configuration assistance.1 starNo one-command install · Source
21622.557namecheap-mcpmcp · otherEnables checking domain availability across 600+ TLDs on Namecheap with purchase links.1 starNo one-command install · Source
21722.557johnfire-notesnookmcp · otherBidirectional note sync with the Notesnook note-taking app via filesystem-based export and import.1 starNo one-command install · Source
21822.557jira-service-desk-mcpmcp · otherConnects AI assistants to Jira Service Management instances, providing 40 tools for managing service desks, requests, comments, customers…1 starNo one-command install · Source
21922.557telekash-oraclemcp · otherAggregates prediction market probabilities from Kalshi, Polymarket, and Metaculus across 500+ markets.1 starNo one-command install · Source
22022.557fantasy-world-mcp-simulatormcp · otherGenerates and evolves fantasy worlds procedurally, simulating centuries of history, geography, and culture from a simple starting event.1 starNo one-command install · Source
22122.557cardogmcp · otherAccess vehicle listings, market analysis, VIN decoding, safety recalls, and EV charging station data across Canada.1 starNo one-command install · Source
22222.557youtube-gemini-mcpmcp · otherEnables conversational analysis of YouTube videos using Gemini 2.5 Pro, supporting multi-turn sessions, direct URL processing, and local video…1 starNo one-command install · Source
22322.557rog0x-seo-toolsmcp · otherSEO analysis suite for meta tags, heading hierarchy, broken links, keyword density, page speed, and sitemap validation.1 starNo one-command install · Source
22422.557gh-samlev-2004-power-bi-adminmcp · otherFull Power BI administration with 43 tools covering workspaces, reports, datasets, DAX queries, and governance.1 starNo one-command install · Source
22522.557devcrumbmcp · otherProvides AI coding tools with a shared knowledge base of real-world fixes and gotchas, verified by usage, to stop debugging errors others already…1 starNo one-command install · Source
22622.557short-video-mcpmcp · otherGenerates TikTok-style short videos narrated by Peter and Stewie Griffin from any content, using ElevenLabs for voice and FFmpeg for video assembly.1 starNo one-command install · Source
22722.557bps-webapi-mcpmcp · otherEnables AI assistants to access official Indonesian statistical data (BPS) through MCP, providing tools for dynamic data queries, foreign trade…1 starNo one-command install · Source
22822.557cpp-debug-mcpmcp · otherProvides GDB and clangd-based tools for debugging C++ programs, enabling step execution, variable inspection, diagnostics, and combined runtime-static…1 starNo one-command install · Source
22922.557cavendo-vantagemcp · otherPersonal signal store for AI-native work: capture and query insights from posts, articles, and conversations across all your AI tools.1 starNo one-command install · Source
23022.557mcp-clint-crmmcp · otherServidor MCP para integração com o Clint CRM. Gerencie contatos, negócios, tags, organizações e toda a configuração do seu CRM diretamente através de…1 starNo one-command install · Source
23122.557jonnyblankinship-philips-hue-blemcp · otherControls Philips Hue smart lights directly via Bluetooth Low Energy without requiring a Hue Bridge or internet connection.1 starNo one-command install · Source
23222.557hi-jin-obsidian-pdf-evidencemcp · otherObsidian plugin exposing PDF evidence and vault context through an MCP bridge, enabling text extraction, fuzzy matching for precise citation…1 starNo one-command install · Source
23322.557mcp-codebase-oraclemcp · otherAnalyzes software projects to extract architecture, build dependency graphs, and predict the impact of code changes.1 starNo one-command install · Source
23422.557tikz-mcpmcp · otherCompiles TikZ code into high-resolution PNG images, enabling AI assistants to render and preview LaTeX/TikZ diagrams during conversations.1 starNo one-command install · Source
23522.557mcp-domain-radarmcp · otherEnables AI assistants to check domain availability in real-time during brand naming conversations, using DNS and WHOIS queries to suggest available…1 starNo one-command install · Source
23622.557jumpsellermcp · otherManage Jumpseller e-commerce stores with tools for products, orders, and customers.1 starNo one-command install · Source
23722.557apple-shortcut-maker-mcpmcp · otherEnables AI assistants to create, duplicate, list, and run Apple Shortcuts using Cherri code via the Model Context Protocol.1 starNo one-command install · Source
23822.557veritasacta-actamcp · otherContribute, challenge, verify, and query contestable public records on the Veritas Acta platform.1 starNo one-command install · Source
23922.557gh-cocaxcode-ai-context-inspectormcp · otherComprehensive scanner for AI ecosystem configuration across 19 tools.1 starNo one-command install · Source
24022.557awesome-well-structure-mcpmcp · otherAutomatically generates borehole structure diagrams from well data, supporting multiple well types and returning simplified image paths to reduce…1 starNo one-command install · Source
24122.557debatetalkmcp · otherStructured multi-model AI debates that synthesize findings into agreement points, disagreements, blind spots, and actionable questions.1 starNo one-command install · Source
24222.557dailyhotmcp · otherAggregates hot trending data from 55+ platforms (e.g., Bilibili, Weibo, Zhihu) via MCP, enabling AI assistants to fetch real-time popular content.1 starNo one-command install · Source
24322.557thelongevityvault-decoder-3am-mcpmcp · otherSleep disruption cause classifier using The Longevity Vault's 5-cause framework. Identifies the biological mechanism behind 3am wakeups from symptom…1 starNo one-command install · Source
24422.557donghch-remote-exec-gatewaymcp · otherProvides a secure remote execution gateway for running commands on remote systems via MCP.1 starNo one-command install · Source
24522.557flrngel-local-shellmcp · otherExecutes shell commands and uploads files within a specified local directory.1 starNo one-command install · Source
24622.557farraskuy-godotmcp · other168 AI-powered tools for Godot 4 Editor enabling game development through natural language commands.1 starNo one-command install · Source
24722.557harinarayn-adf-cost-intelligencemcp · otherAzure Data Factory FinOps intelligence for pipeline cost ranking, waste detection, and optimization.1 starNo one-command install · Source
24822.557mayankjanmejay-bopmarketmcp · otherAutomates buying, selling, and product tracking across Amazon, eBay, AliExpress, and other e-commerce platforms.1 starNo one-command install · Source
24922.557majimboo-rexd-fridamcp · otherEnables runtime instrumentation and reverse engineering using Frida with 21 tools.1 starNo one-command install · Source
25022.557pageguardmcp · otherScans websites for privacy compliance issues, detecting tracking technologies, cookie problems, and data gaps that could create regulatory risk.1 starNo one-command install · Source
25122.557kimkun07-k-visual-studiomcp · otherControls Visual Studio 2022 through COM/DTE automation for file operations, building, and debugging.1 starNo one-command install · Source
25222.557webmoleai-vibe-checkermcp · otherAnalyzes code with humorous personality type assignments, energy ratings, and aesthetic naming suggestions.1 starNo one-command install · Source
25322.557pymcuprog-mcpmcp · otherEnables AI tools to program Microchip AVR microcontrollers via natural language by wrapping pymcuprog, supporting USB HID debuggers and serial UART…1 starNo one-command install · Source
25422.557razz-gamesmcp · otherEnables wagering on provably fair casino games and multiplayer strategy games on the Razz platform using SOL cryptocurrency.1 starNo one-command install · Source
25522.557teamsincetoday-recipe-commercemcp · otherExtracts recipes, ingredients, and affiliate product links from food content.1 starNo one-command install · Source
25622.557recipe-commerce-intelligence-mcpmcp · otherExtracts branded ingredients and kitchen tools from recipes, matches them to affiliate products, and generates shoppable ingredient lists to turn…1 starNo one-command install · Source
25722.557dcc-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
25822.557lukaris-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
25922.557jasoncbraatz-fintablemcp · otherManages Fintable.io financial categories, transaction rules, and spending data.1 starNo one-command install · Source
26022.557inspectramcp · otherEnables hybrid code audits using MCP tools across 12 domains, producing structured, scored, and actionable code quality reports.1 starNo one-command install · Source
26122.557lkysyzxz-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
26222.557igot-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
26322.557world-weather-onlinemcp · otherReal-time weather, forecasts, historical data, marine, ski, and astronomy from World Weather Online.1 starNo one-command install · Source
26422.557puppo-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
26522.557achilliesbot-delphi-oraclemcp · otherReal-time AI intelligence signals covering security events, market data, and ecosystem developments.1 starNo one-command install · Source
26622.557shell-as-mcpmcp · otherMaps shell commands to standard MCP tools using single-file YAML specs.1 starNo one-command install · Source
26722.557wheremcp · otherCRUD operations for the Where location data service.1 starNo one-command install · Source
26822.557thegridwork-privacymcp · otherChecks websites and codebases for privacy compliance issues and data handling violations.1 starNo one-command install · Source
26922.557thegridwork-licensemcp · otherScan project dependencies for license compliance: copyleft conflicts, unknown licenses, and risk.1 starNo one-command install · Source
27022.557coordinalomcp · otherConnects to Coordinalo's scheduling and booking platform for managing appointments, clients, providers, and services.1 starNo one-command install · Source
27122.557alpine-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
27222.557aleatoric-systemsmcp · otherGenerates deterministic synthetic market data for backtesting, stress testing, and model validation across major exchanges.1 starNo one-command install · Source
27322.557basicopsmcp · otherProject management with tasks, notes, messages, and team collaboration via BasicOps.1 starNo one-command install · Source
27422.557telitaskmcp · otherManage contacts, tasks, and calls from AI assistants.1 starNo one-command install · Source
27522.557stockmarketscanmcp · other18 tools for US stock screeners, chart patterns, options flow signals, and equities research.1 starNo one-command install · Source
27622.557nexustrader-mcpmcp · otherExposes NexusTrader's account, positions, market data, and trading capabilities to AI assistants via natural language.1 starNo one-command install · Source
27722.557emanuele94-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
27822.557gh-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
27922.557nexusfeedmcp · 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
28022.557alanse-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
28122.557ykshah1309-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
28222.557darylerivers-nicheiqsmcp · otherScores market niches using Reddit discussions, Google Trends data, and competition analysis to identify business opportunities.1 starNo one-command install · Source
28322.557gh-shan-zhu-shuck-convertmcp · otherConverts documents between DOCX, PDF, and Markdown formats with formatting preservation using Pandoc.1 starNo one-command install · Source
28422.557gh-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
28522.557eigencharlie-pdf-toolkitmcp · otherUnofficial PDF toolkit for merging, splitting, compressing, OCR, converting, watermarking, and protecting documents via iLoveAPI.1 starNo one-command install · Source
28622.557convomcp · otherAccess Convo meeting transcripts, summaries, action items, and coaching feedback from any MCP-compatible AI assistant.1 starNo one-command install · Source
28722.557shopify-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
28822.557gh-daedalus-delonghi-ecammcp · otherControl DeLonghi ECAM espresso machines via local network.1 starNo one-command install · Source
28922.557quanticsoul4772-grafanamcp · otherIntegrates with Grafana instances to provide dashboard management, data source operations, Prometheus/Loki querying, alerting configuration, and…1 starNo one-command install · Source
29022.557volta-notesmcp · otherBurn-after-read encrypted notes with E2E encryption on the Internet Computer.1 starNo one-command install · Source
29122.557daedalus-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
29222.557lightrag-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
29322.557the13fmcp · otherInstitutional 13F filing intelligence with data on 8,600+ fund managers and their holdings.1 starNo one-command install · Source
29422.557unphurlmcp · otherURL intelligence service that analyzes links across security, brand safety, and data quality dimensions, returning structured signals.1 starNo one-command install · Source
29522.557slima-mcpmcp · otherConnects Slima books to any MCP-compatible AI tool, enabling book management, file operations, and AI beta reader feedback via natural language.1 starNo one-command install · Source
29622.557slimamcp · otherConnect Slima AI Writing IDE books to any MCP-compatible tool for reading, editing, and AI beta reader feedback.1 starNo one-command install · Source
29722.557morocco-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
29822.557writesdavid-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
29922.557gh-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
30022.557canuckeatsmcp · otherOrder food delivery from UberEats and DoorDash across 89 Canadian cities.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