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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
350122.524recipe-commerce-intelligence-mcpmcp · otheralso listed as teamsincetoday-recipe-commerceExtracts 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
350122.524razz-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
350122.524pymcuprog-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
350122.524webmoleai-vibe-checkermcp · otherAnalyzes code with humorous personality type assignments, energy ratings, and aesthetic naming suggestions.1 starNo one-command install · Source
350122.524kimkun07-k-visual-studiomcp · otherControls Visual Studio 2022 through COM/DTE automation for file operations, building, and debugging.1 starNo one-command install · Source
350122.524pageguardmcp · 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
350122.524majimboo-rexd-fridamcp · otherEnables runtime instrumentation and reverse engineering using Frida with 21 tools.1 starNo one-command install · Source
350122.524mayankjanmejay-bopmarketmcp · otherAutomates buying, selling, and product tracking across Amazon, eBay, AliExpress, and other e-commerce platforms.1 starNo one-command install · Source
350122.524harinarayn-adf-cost-intelligencemcp · otherAzure Data Factory FinOps intelligence for pipeline cost ranking, waste detection, and optimization.1 starNo one-command install · Source
350122.524farraskuy-godotmcp · other168 AI-powered tools for Godot 4 Editor enabling game development through natural language commands.1 starNo one-command install · Source
350122.524flrngel-local-shellmcp · otherExecutes shell commands and uploads files within a specified local directory.1 starNo one-command install · Source
350122.524donghch-remote-exec-gatewaymcp · otherProvides a secure remote execution gateway for running commands on remote systems via MCP.1 starNo one-command install · Source
350122.524thelongevityvault-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
350122.524dailyhotmcp · 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
350122.524debatetalkmcp · otherStructured multi-model AI debates that synthesize findings into agreement points, disagreements, blind spots, and actionable questions.1 starNo one-command install · Source
350122.524awesome-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
350122.524gh-cocaxcode-ai-context-inspectormcp · otherComprehensive scanner for AI ecosystem configuration across 19 tools.1 starNo one-command install · Source
350122.524veritasacta-actamcp · otherContribute, challenge, verify, and query contestable public records on the Veritas Acta platform.1 starNo one-command install · Source
350122.524apple-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
350122.524jumpsellermcp · otherManage Jumpseller e-commerce stores with tools for products, orders, and customers.1 starNo one-command install · Source
350122.524mcp-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
350122.524tikz-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
350122.524mcp-codebase-oraclemcp · otherAnalyzes software projects to extract architecture, build dependency graphs, and predict the impact of code changes.1 starNo one-command install · Source
350122.524hi-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
350122.524jonnyblankinship-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
350122.524mcp-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
350122.524cavendo-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
350122.524cpp-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
350122.524bps-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
350122.524short-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
350122.524devcrumbmcp · 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
350122.524gh-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
350122.524rog0x-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
350122.524youtube-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
350122.524cardogmcp · otherAccess vehicle listings, market analysis, VIN decoding, safety recalls, and EV charging station data across Canada.1 starNo one-command install · Source
350122.524fantasy-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
350122.524telekash-oraclemcp · otherAggregates prediction market probabilities from Kalshi, Polymarket, and Metaculus across 500+ markets.1 starNo one-command install · Source
350122.524jira-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
350122.524johnfire-notesnookmcp · otherBidirectional note sync with the Notesnook note-taking app via filesystem-based export and import.1 starNo one-command install · Source
350122.524namecheap-mcpmcp · otherEnables checking domain availability across 600+ TLDs on Namecheap with purchase links.1 starNo one-command install · Source
350122.524avanger2512-echarts-docsmcp · otherProvides ECharts documentation and knowledge resources for chart configuration assistance.1 starNo one-command install · Source
350122.524cantripmcp · otherGTM engine helping solo founders find their first customers through structured workflows.1 starNo one-command install · Source
350122.524bespoke34-tableshotmcp · otherExtracts tables from PDFs into structured Markdown, CSV, JSON, or HTML output with sub-100ms performance.1 starNo one-command install · Source
350122.524speechpulsemcp · otherAnalyzes speech audio to detect emotions, urgency, and sarcasm using prosodic features.1 starNo one-command install · Source
350122.524gh-toolwright-adk-linear-bootstrapmcp · otherBootstrap Linear projects from natural language with milestones, epics, issues, and dependency graphs.1 starNo one-command install · Source
350122.524gh-theduodecim-ascii-artmcp · otherGenerates ASCII and Unicode art with various styles and formatting options.1 starNo one-command install · Source
350122.524finance-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
350122.524korean-public-data-mcpmcp · otheralso listed as songt-50-korean-public-dataEnables 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
350122.524lordbasilaiassistant-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
350122.524lordbasilaiassistant-sudo-base-token-snipermcp · otherDiscover and trade new token launches on Base chain through the OBSD LaunchPad.1 starNo one-command install · Source
350122.524j0hanz-cortex-mcpmcp · otherMulti-level reasoning with configurable depth.1 starNo one-command install · Source
350122.524rsmdt-multimodalmcp · otherMulti-provider media generation for images, video, audio, and transcription via a unified interface.1 starNo one-command install · Source
350122.524urltomarkdown-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
350122.524resume-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
350122.524franzferdinan51-finance-datamcp · otherRead-only financial market data from Yahoo Finance, Coinbase, and Polymarket for stock quotes, cryptocurrency prices, and prediction markets.1 starNo one-command install · Source
350122.524gaelic-ghost-cardhopmcp · otherIntegrates with Cardhop contacts app on macOS using AppleScript and URL schemes to parse natural language contact information, add new contacts, and…1 starNo one-command install · Source
350122.524grabinsurance-mcpmcp · otherEnables contextual insurance recommendation and quoting for e-commerce deals through natural language, with tools to classify deal intents, retrieve…1 starNo one-command install · Source
350122.524jiansen-proxy-doctormcp · otheralso listed as proxy-doctorDiagnose proxy misconfigurations that break AI coding tools on macOS.1 starNo one-command install · Source
350122.524gh-geniuskey-excel-xlwings-commcp · otherExcel automation via xlwings COM with support for DRM-protected files, live sessions, and VBA macros.1 starNo one-command install · Source
350122.524johnie-traktamentemcp · otherSwedish travel expense rates from Skatteverket for per diem calculations and tax compliance1 starNo one-command install · Source
350122.524hrizzle-hr-assistmcp · otherMCP-based HR automation tool that streamlines employee onboarding, leave management, and equipment requests via natural language conversations.1 starNo one-command install · Source
350122.524dawdler-g-atomic-computermcp · otherProvides low-level desktop automation with screen capture, window inspection, and mouse/keyboard input.1 starNo one-command install · Source
350122.524synthetic-health-datamcp · otherPrivacy-preserving synthetic health data generation. FHIR R4/R5 compliant.1 starNo one-command install · Source
350122.524bybloom-ai-saft-portugalmcp · otherParses and validates Portuguese SAF-T XML tax audit files with schema validation, business rule compliance, and executive reporting for Portuguese tax…1 starNo one-command install · Source
350122.524chord-synthmcp · otherGenerates chord progression WAV files with 28 presets, 22 arpeggio patterns, 7 instruments, and drum tracks via MCP tools like generate_wav and…1 starNo one-command install · Source
350122.524upxill-math-operationsmcp · otherProvides basic arithmetic operations including addition, subtraction, multiplication, and division for mathematical calculations.1 starNo one-command install · Source
350122.524wangicheng-online-judgemcp · otherConnects to Online Judge platforms for competitive programming practice.1 starNo one-command install · Source
350122.524gh-stucchi-italy-opendatamcp · otherItalian open data for municipalities, provinces, regions, postal codes, and coordinates.1 starNo one-command install · Source
350122.524epfl-enac-it4r-datashieldmcp · otherProvides PICO methodology guidance for systematic reviews in health research.1 starNo one-command install · Source
350122.524luogu-mcpmcp · otherFetches and structures programming problem data from Luogu, enabling AI tools to query problem details such as title, difficulty, tags, samples, and…1 starNo one-command install · Source
350122.524gh-ramraaj25-swaitchmcp · otherBridges AI conversations across coding assistants, preserving context when switching IDEs.1 starNo one-command install · Source
350122.524rainu-system-controlmcp · otherProvides cross-platform system control with command execution, filesystem access, and system information gathering through individually configurable…1 starNo one-command install · Source
350122.524milsonson-rdkit-3d-molecular-viewermcp · otherGenerates interactive 3D molecular structures from SMILES or InChI inputs with RDKit conformer generation, 3Dmol.js visualization, multiple rendering…1 starNo one-command install · Source
350122.524mcp-sofascoremcp · otherProvides live football match data from Sofascore, including formations, injuries, betting odds, and league positions, enabling natural language…1 starNo one-command install · Source
350122.524xkelxmc-uraniummcp · otherNFT management tools for minting, listing, and managing digital assets on the permaweb1 starNo one-command install · Source
350122.524gh-nguyenanhducs-fantasy-premier-leaguemcp · otherFantasy Premier League analysis and strategy tools.1 starNo one-command install · Source
350122.524jordan112-skinny-jeansmcp · otherOptimizes token usage when reading files by compressing JSON, markdown, and code using TOON encoding, with tools for file reading, token estimation…1 starNo one-command install · Source
350122.524andreajrubino-expense-trackermcp · otherParses natural language expense descriptions to extract amounts, currencies, and dates, storing transactions in a local Excel file.1 starNo one-command install · Source
350122.524lgpd-mcpmcp · otheralso listed as lordmendes-lgpdAssists organizations and developers with LGPD compliance by providing tools for legal basis validation, consent management, document templates, and…1 starNo one-command install · Source
350122.524counterpartymcp · otherToken protocol on Bitcoin - query, compose, sign.1 starNo one-command install · Source
350122.524cawb07-ue5-blueprintmcp · otherBridges Unreal Engine 5 Blueprint visual scripting with natural language for programmatic creation and manipulation of Blueprints, widgets, and input…1 starNo one-command install · Source
350122.524gowtham3105-wiz-smart-lightsmcp · otherControls Wiz smart light bulbs directly via UDP protocol on port 38899, enabling RGB color changes, brightness control, and access to 33+ predefined…1 starNo one-command install · Source
350122.524jonnybottles-m365-roadmapmcp · otherQuery the Microsoft 365 Roadmap programmatically, filtering by product, status, cloud instance, release phase, and platform.1 starNo one-command install · Source
350122.524python-runnermcp · otherExecute Python code via subprocess with timeout and error handling, returning stdout, stderr, and exit code.1 starNo one-command install · Source
350122.524brownbrawh-gongmcp · otherIntegrates with Gong's sales intelligence platform to analyze call recordings, retrieve transcripts with speaker identification, track conversation…1 starNo one-command install · Source
350122.524zeughaus-mcpmcp · otherExecute commands in ephemeral containers with any combination of Nix packages.1 starNo one-command install · Source
350122.524imessage-kit-mcpmcp · otherEnables reading, sending, and managing iMessage conversations on macOS through MCP.1 starNo one-command install · Source
350122.524tigerwebmcp · otherEnables access to US Census Bureau TIGERweb geographic boundary data, returning GeoJSON for states, counties, census tracts, places, ZCTAs, and…1 starNo one-command install · Source
350122.524oss-gr-graph-visualizationmcp · otherTransforms chart configurations into interactive, accessible visualizations supporting 10+ chart types with advanced features like multi-chart…1 starNo one-command install · Source
350122.524bowman-prospects-mcpmcp · otherClassifies Bowman Prospects baseball cards using image recognition, provides player statistics and market pricing data to determine card value.1 starNo one-command install · Source
350122.524justhappened-stock-movesmcp · otherExplains why stocks moved. Query real-time stock price movements for S&P 500, NASDAQ, and Dow.1 starNo one-command install · Source
350122.524robdel12-doc-fetchermcp · otherFetches documentation from local Dash docsets or any URL and converts it to clean markdown for quick lookups and reference.1 starNo one-command install · Source
350122.524egoughnour-massive-contextmcp · otherHandles massive token contexts with intelligent chunking, sub-queries, and local Ollama inference.1 starNo one-command install · Source
350122.524gongrzhe-office-wordmcp · otherIntegrates with Microsoft Word documents to create, read, manipulate content including headings, paragraphs, tables, images, apply rich formatting…1 starNo one-command install · Source
350122.524gh-shashwatgtm-revenue-enablementmcp · otherDeal strategy and sales enablement with 12 revenue acceleration tools.1 starNo one-command install · Source
350122.524impact-mcpmcp · otherA hypothesis-driven B2B positioning engine with 8 tools for strategic positioning, competitive analysis, and go-to-market messaging.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