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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
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ScoreUsageTestedMentionsStarsName
Highest FirstRows50100250Export

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
300123.374hiveagentiq-simpson-strong-tiemcp · otherLook up Simpson Strong-Tie structural products, specifications, and construction catalog data.1 forkNo one-command install · Source
300123.374utilifymcp · otherTexas utility plan comparison and enrollment for electricity, internet, natural gas, water, and trash across 4,844 ZIP codes.1 forkNo one-command install · Source
300123.374stefen-taime-donneesqcmcp · otherQuery open datasets from Données Québec, Ville de Montréal, and Quebec geospatial services (IGO) using natural language.1 forkNo one-command install · Source
300123.374flyte-mcpmcp · otherExposes Flyte V2 knowledge, patterns, plugins, and runtime to AI coding assistants via the Model Context Protocol.1 forkNo one-command install · Source
300123.374docminus-decimermcp · otherConvert chemical structure images to SMILES notation using the DECIMER recognition engine.1 forkNo one-command install · Source
300123.374navifaremcp · otherFlight price comparison across multiple booking sources1 forkNo one-command install · Source
300123.374storylensesmcp · otherAI cover letter generation with job analysis, profile matching, and narrative writing.1 forkNo one-command install · Source
300123.374vastai-host-mcpmcp · otherEnables Vast.ai providers to manage hosted machines, update pricing, run self-tests, and automate host operations through natural language.1 forkNo one-command install · Source
300123.374a-001-byte-eyeshot-cadmcp · otherEnables AI-driven CAD operations in applications built on the Eyeshot SDK.1 forkNo one-command install · Source
300123.374agenson-tools-structured-data-validatormcp · otherValidates structured data against schemas for AI workflow quality assurance.1 forkNo one-command install · Source
300123.374yourbright-jp-jpyc-managermcp · otherManages JPYC stablecoin wallets and transfers on Polygon.1 forkNo one-command install · Source
300123.374dashformmcp · otherBuild and manage AI-powered forms, funnels, quizzes, and lead qualification workflows.1 forkNo one-command install · Source
300123.374k1xme-schwabmcp · otherCharles Schwab brokerage integration with 18 tools for quotes, orders, accounts, and market data.1 forkNo one-command install · Source
300123.374trunkmcp · otherCI Autopilot tools for fixing failing tests1 forkNo one-command install · Source
300123.374igorpdev-databrmcp · otherBrazilian open data from IBGE, BCB, and INEP for demographics, economics, and education statistics.1 forkNo one-command install · Source
300123.374shippingratesmcp · otherContainer shipping intelligence with demurrage, detention, and local charge data from verified carrier tariffs.1 forkNo one-command install · Source
300123.374staruml-controller-infoflow-mcpmcp · otherEnables AI assistants to programmatically create and manage information flow diagrams — information items and information flows in StarUML.1 forkNo one-command install · Source
300123.374quantaroute-geocodermcp · otherGeocode addresses, look up administrative boundaries, and process DigiPin codes for India.1 forkNo one-command install · Source
300123.374gh-pramodbhatofficial-databricksmcp · otherProvides comprehensive Databricks workspace access through the official Python SDK for data pipelines, ML workflows, Unity Catalog, and more.1 forkNo one-command install · Source
300123.374loom-advisormcp · otherProvides tools to list, retrieve, edit, and merge Loom screen recordings.1 forkNo one-command install · Source
300123.374bmorphism-vibespace-ternarymcp · otherEnables real-time streaming of contextual information through NATS with ternary data representation, featuring configurable privacy controls and…1 forkNo one-command install · Source
300123.374billychl1-footballbinmcp · otherAI match predictions for Premier League and Champions League including scores, goal scorers, and corners.1 forkNo one-command install · Source
300123.374asklokesh-freshbooksmcp · otherIntegrates with FreshBooks accounting software for invoicing, expenses, and financial management.1 forkNo one-command install · Source
300123.374sungminwoo0612-toolbartendermcp · otherTransforms goals into executable step-by-step plans.1 forkNo one-command install · Source
300123.374statesetmcp · otherIntegrates with StateSet's issue operations system, enabling management of returns, orders, warranties, shipments, and manufacturing processes through…1 forkNo one-command install · Source
300123.374geolibra-3d-asset-processingmcp · otherProcesses and optimizes 3D glTF/GLB models with analysis, validation, format conversion, compression, and geometry simplification tools for web…1 forkNo one-command install · Source
300123.374boxes-mcpmcp · otherEnables management of GNOME Boxes virtual machines through libvirt/virsh with lifecycle and snapshot operations.1 forkNo one-command install · Source
300123.374shutter-network-timelockmcp · otherEncrypts messages using Shutter Network's decentralized timelock encryption system where messages can only be decrypted after a specified future time…1 forkNo one-command install · Source
300123.374circuit-sim-mcpmcp · otherProvides circuit simulation capabilities via MCP, enabling creation, simulation (DC, AC, transient), and analysis of electronic circuits using…1 forkNo one-command install · Source
300123.374mcp-alphafoldmcp · otherProvides programmatic access to AlphaFold protein structure predictions and UniProt data, enabling users to retrieve protein structures, summaries…1 forkNo one-command install · Source
300123.374sirusb-samtoolsmcp · otherProvides a standardized interface for working with SAM/BAM/CRAM files.1 forkNo one-command install · Source
300123.374abutbul-gatherings-expense-sharingmcp · otherProvides a robust expense-sharing solution for social gatherings, enabling creation of events, member management, expense tracking, and automated…1 forkNo one-command install · Source
300123.374sweetmantech-recoupablemcp · otherRetrieves and aggregates social media insights for artists by fetching comprehensive fan and post data across multiple platforms, enabling developers…1 forkNo one-command install · Source
300123.374monochromegane-bigquerymcp · otherIntegrates with BigQuery to enable querying and retrieving table schemas from specified datasets for data analysis and reporting1 forkNo one-command install · Source
300123.374remote-commandmcp · otherEnables direct execution of shell commands on the host machine with cross-platform compatibility, automatically handling OS-specific differences for…1 forkNo one-command install · Source
300123.374youtube-transcriptionmcp · otherExtracts transcriptions from YouTube videos by accepting a video URL and returning the full transcript text using the youtube-transcript library1 forkNo one-command install · Source
300123.374taweili-rss-to-markdownmcp · otherConverts RSS feeds into structured Markdown documents with feed titles, descriptions, and clickable item links for content aggregation and news…1 forkNo one-command install · Source
300123.374airjlee-stock-yahoo-financemcp · otherIntegrates with Yahoo Finance to provide real-time stock market data, financial statements, company information, earnings reports, and news for…1 forkNo one-command install · Source
300123.374igordias2-unity-editormcp · otherIntegrates with Unity Editor to provide real-time access to scene hierarchies, project structures, and GameObject manipulation for AI-assisted game…1 forkNo one-command install · Source
300123.374francesliang-transaction-categorizermcp · otherProcesses and categorizes financial transaction data into predefined expense and income categories, outputting organized CSV files for personal…1 forkNo one-command install · Source
300123.374datalayer-jupyter-notebook-bridgemcp · otherProvides a bridge between Jupyter notebooks and AI systems, enabling code execution, markdown creation, and Earth data interaction through specialized…1 forkNo one-command install · Source
300123.374gdamitha-pymolmcp · otherIntegrates with PyMOL molecular visualization software to enable interactive protein structure analysis, manipulation, and high-quality image…1 forkNo one-command install · Source
300123.374rhitune2-mock-datamcp · otherProvides tools for generating realistic mock data including personal information, company details, and custom fields using TypeScript and Faker.js for…1 forkNo one-command install · Source
300123.374diegofornalha-secure-shellmcp · otherProvides a secure way to execute shell commands with robust validation, whitelisting, and timeout handling through an asyncio-powered Python…1 forkNo one-command install · Source
300123.374blue7wings-jiramcp · otherIntegrates with JIRA to retrieve issue descriptions and custom field data for use with language models1 forkNo one-command install · Source
300123.374wricardo-gomcp · otherExposes Go documentation and package listing capabilities through 'go doc' and 'go list' commands, enabling efficient querying of official Go…1 forkNo one-command install · Source
300123.374madebynando-linearmcp · otherIntegrates with Linear to enable AI-driven task automation and project tracking, offering functionality for creating and managing issues within…1 forkNo one-command install · Source
300123.374zplannermcp · otherEnables creation and management of hierarchical project plans with task tracking, progress calculation, and visual reporting through a file-based…1 forkNo one-command install · Source
300123.374owayo-src-treemcp · otherGenerates source code directory trees using Python and pathspec for flexible path matching, enabling code analysis and project structure…1 forkNo one-command install · Source
300123.374shashwat001-langchain-integrationmcp · otherIntegrates Langchain with MCP tools.1 forkNo one-command install · Source
300123.374samsel-mac-volume-controllermcp · otherEnables macOS volume control via osascript, providing mute and unmute functionality for system audio management.1 forkNo one-command install · Source
300123.374worldnine-textwell-write-toolmcp · otherIntegrates with Textwell on macOS to enable writing text in replace, insert, or append modes via a simple, focused interface.1 forkNo one-command install · Source
300123.374kevinlin-weathermcp · otherIntegrates with OpenWeather to retrieve and provide weather data.1 forkNo one-command install · Source
300123.374alexmhoward3-supernotes-to-obsidianmcp · otherAutomates importing Supernotes exports into Obsidian daily notes, formatting content and adding wikilinks for seamless note migration.1 forkNo one-command install · Source
300123.374joshuatanderson-factbookmcp · otherFetch information about a country from the CIA World Factbook1 forkNo one-command install · Source
300123.374leobuskin-jetbrains-idemcp · otherBridges Large Language Models with JetBrains IDEs to enable intelligent code completion, automated refactoring, and context-aware documentation…1 forkNo one-command install · Source
300123.374sunwood-ai-labs-documindmcp · otherParses through README documentation/project files on your local filesystem to guide development workflows.1 forkNo one-command install · Source
305822.557piers-fawkes-foddamcp · otherExpert-curated knowledge graphs for retail, beauty, and sports.1 starNo one-command install · Source
305822.557dcc-mcp-shogunmcp · otherA local-first MCP adapter for Vicon Shogun Post that provides read-only inspection of motion-capture scenes, including subject markers and trajectory…1 starNo one-command install · Source
305822.557pm-minecraftmcp · otherEnables MCP clients to control a Minecraft survival character via Mineflayer, with a web UI, viewer, and custom TypeScript script execution.1 starNo one-command install · Source
305822.557mcp-rncpmcp · otherEnables querying French national directories of professional certifications (RNCP/RS) for certification details, validity, competence blocks, and…1 starNo one-command install · Source
305822.557cyanheads-nhtsa-vehicle-safetymcp · otherVehicle safety data from NHTSA — recalls, complaints, crash ratings, investigations, and VIN decoding.1 starNo one-command install · Source
305822.557sourcerightmcp · otherreference and citation validation, verification, enrichment, replacement and improvement1 starNo one-command install · Source
305822.557potassium-mcpmcp · otherA local MCP bridge between AI applications and the Potassium Roblox client.1 starNo one-command install · Source
305822.557expertvagabond-suimcp · otherComprehensive Sui blockchain integration with wallet management, transactions, DeFi operations, staking, validator queries, and network utilities.1 starNo one-command install · Source
305822.557samsung-reminder-mcpmcp · otherEnables reading and writing Samsung Reminder data locally, providing tools to list, create, update, delete, and manage reminders and categories via…1 starNo one-command install · Source
305822.5570rkz-byte-protocolmcp · otherByte Protocol data marketplace on Arbitrum — query publishers, subscriptions, and network stats via 10 tools.1 starNo one-command install · Source
305822.557eosl-mcpmcp · otherSource-backed hardware end-of-life (EOL/EOSL) lookups by part number for enterprise gear — support status, end-of-sale and end-of-support dates, with…1 starNo one-command install · Source
305822.557missive-mcpmcp · otherConnects AI assistants to your Missive team inbox with 36 tools for managing contacts, conversations, drafts, tasks, and more, while ensuring safety…1 starNo one-command install · Source
305822.557rfingadam-remote-accessmcp · otherProvides SSH and UART/serial remote access tools for executing commands on remote hosts, transferring files through SFTP, and communicating with…1 starNo one-command install · Source
305822.557gemina-filetagmcp · otherTag, rename, and enrich PDFs and images with structured metadata and embedded file enrichment.1 starNo one-command install · Source
305822.557mcp-vs-codemcp · otherEmbeds a self-hosted VS Code workbench in an MCP App, enabling collaborative editing, terminals, diagnostics, and commands in a shared workspace.1 starNo one-command install · Source
305822.557br0ski777-lorem-ipsummcp · otherGenerate placeholder text as paragraphs, sentences, or words.1 starNo one-command install · Source
305822.557isaacsim-mcpmcp · otherEnables AI assistants to control NVIDIA Isaac Sim by building scenes, loading assets, operating robots and humans, reading sensors, managing…1 starNo one-command install · Source
305822.557simple-languagemcp · otherCode intelligence, debugging, build, test, and VCS tools for the Simple programming language.1 starNo one-command install · Source
305822.557traders-edge-mcpmcp · otherProvides a consolidated 0DTE options cockpit for SPX/SPXW, including chain, Greeks, dealer exposure, volatility term structure, and economic events…1 starNo one-command install · Source
305822.557horizon-shield-kiramcp · otherAudits Japanese construction and renovation estimates for overcharge. Fair price ranges by work type, red flag checks for sales tactics, and signed…1 starNo one-command install · Source
305822.557dart-risk-mcpmcp · otherAnalyzes Korean DART (Financial Supervisory Service) public disclosures to detect unfair trading risk signals, enabling users to query and evaluate…1 starNo one-command install · Source
305822.557littleblakew-msds-chainmcp · otherProvides chemical safety intelligence including compatibility checks, hazard info, PPE, and compliance data.1 starNo one-command install · Source
305822.557fyi-mcpmcp · otherFYI request management with tools for requests, authorities, correspondence, sync, and health.1 starNo one-command install · Source
305822.557draftomcp · otherManages notes and notebooks in Drafto, a cross-platform note-taking app with offline-first sync.1 starNo one-command install · Source
305822.557handys11-projgraphmcp · otherProject dependency visualization with graph generation and analysis tools.1 starNo one-command install · Source
305822.557mcp-fns-calcmcp · otherMCP-сервер налоговых/бухгалтерских калькуляторов ФНС + публичные фискальные статусы (самозанятый, ИП/ОКВЭД, дисквалификация, блокировки счетов). Волна…1 starNo one-command install · Source
305822.557jeffaf-kivvmcp · otherAutomates academic paper discovery from arXiv with daily collection, relevance scoring, and summarization, providing personalized research feeds and…1 starNo one-command install · Source
305822.557katto-mcpmcp · otherEnables creating and managing Katto video clipping jobs from any MCP client, turning long videos into scored, captioned 9:16 clips.1 starNo one-command install · Source
305822.557hirmcp · otherCompiler introspection for the Hirð language (typed actors and effect rows on the BEAM): type inference, definition lookup, effect-row explanation, IR…1 starNo one-command install · Source
305822.557t-rk-hukuku-mevzuat-mcpmcp · otherStatute & article text (mevzuat.gov.tr) and court decisions (UYAP Emsal, Council of State, Constitutional Court), with their citation, source, live…1 starNo one-command install · Source
305822.557postfadermcp · otherPostfader is an AI copilot for FL Studio. It lets MCP clients inspect running projects, measure bounces, and make verified mixer and plug-in changes…1 starNo one-command install · Source
305822.557nvlang-versomcp · otherRead Verso-generated documentation sites such as the Lean Language Reference via MCP.1 starNo one-command install · Source
305822.557ellmos-blender-use-mcpmcp · otherEnables headless Blender asset QA and FBX reimport verification for game and 3D asset pipelines, checking mesh count, material count, and naming…1 starNo one-command install · Source
305822.557pqc-khepra-mcpmcp · otherA sovereign compliance engine with 36,195 STIG/CCI/NIST/CMMC mappings and 76 tools, enabling AI assistants to scan systems, generate risk reports, and…1 starNo one-command install · Source
305822.557corpusfmmcp · otherEnables AI assistants and automation to inspect, compare, and manage FileMaker schema artifacts via MCP, including exploring objects, tracing…1 starNo one-command install · Source
305822.557rfingadam-emc-regulationsmcp · otherProvides EMC/RF regulatory compliance data including FCC Part 15/18, CISPR standards, automotive EMC limits, immunity testing requirements, and…1 starNo one-command install · Source
305822.557weavatrix-refactormcp · otherProvides read-only code analysis and safe, reversible code refactoring with proven edit plans, previews, and rollback.1 starNo one-command install · Source
305822.557japan-real-estate-intelmcp · other| 地価トレンド予測 | 新宿区の5年後地価をAI予測。CAGR・投資シグナル付き | | 企業立地需要分析 | 名古屋市中区のオフィス・工場需要スコアを算出 | | ファミリー向け適性評価 | 横浜市西区の教育・安全・医療スコアを総合評価 | | ポートフォリオ最適化 |…1 starNo one-command install · Source
305822.557blzvi-asanamcp · otherFull-featured Asana integration with 80 tools covering tasks, projects, portfolios, goals, custom fields, and team management.1 starNo one-command install · Source
305822.557vk0dev-code-impactmcp · otherAnalyze TypeScript/JavaScript code dependencies and blast radius for proposed changes.1 starNo one-command install · Source
305822.557b-shields-cmxflowmcp · otherComposable cheminformatics pipelines for ligand preparation, clustering, virtual screening, and Bayesian optimization.1 starNo one-command install · Source
305822.557baby-daybookmcp · otherEnables interaction with Baby Daybook data through Firebase, allowing users to manage babies, activities, growth, sleep predictions, and more via…1 starNo one-command install · Source
305822.557proplinemcp · otherReal-time sports betting player props odds from 16 books with cross-book value and prop resolution.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