Armory
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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
10122.557umutckem-isparta-uni-obsmcp · otherIntegrates with Isparta University's student information system using web scraping to retrieve course schedules, grades, transcripts, and academic…1 starNo one-command install · Source
10222.557zhaokang555-guozaokemcp · otherIntegrates with GuoZaoKe (果早客) Chinese technology news platform using web scraping to provide access to news feeds, topic discussions, and community…1 starNo one-command install · Source
10322.557conversation-save-loadmcp · otherProvides persistent conversation storage through local file system operations with save and load tools for maintaining dialogue context across…1 starNo one-command install · Source
10422.557korea-weather-mcpmcp · otherProvides real-time weather information for South Korea, including temperature, sky condition, precipitation type, humidity, and precipitation amount…1 starNo one-command install · Source
10522.557jsony-mcpmcp · otherEnables AI assistants to read, write, query, and manage JSON data files with automatic ID and timestamp generation.1 starNo one-command install · Source
10622.557cookwith-recipemcp · otherGenerate and transform recipes with dietary preferences and nutritional goals1 starNo one-command install · Source
10722.557xcodemcp · otherIntegrates with Apple's development ecosystem to enable Xcode project building, testing, simulator management, app installation, and dependency…1 starNo one-command install · Source
10822.557avanishd-3-mathmcp · otherProvides basic arithmetic operations and matrix multiplication with 64-bit floating point precision, handling edge cases like division by zero and…1 starNo one-command install · Source
10922.557meteo-swiss-mcpmcp · otherExposes Swiss weather forecast data as MCP tools, including rainfall, sunshine, temperature, wind, and more, with local caching.1 starNo one-command install · Source
11022.557krithika93-career-break-resiliencemcp · otherIntegrates with N8N workflows to filter and curate resume bullet points based on automated relevance scoring, enabling job seekers to quickly tailor…1 starNo one-command install · Source
11122.557mcp-gdbmimcp · otherEnables debugging of programs through GDB/MI, allowing breakpoints, stepping, and register analysis via natural language.1 starNo one-command install · Source
11222.557customer-jira-tracker-mcpmcp · otherEnables tracking customer-specific JIRA tickets with full CRUD operations, comments, and Markdown export, integrated with Cursor IDE via MCP.1 starNo one-command install · Source
11322.557therealtimex-charts-antvmcp · otherGenerate charts using AntV visualization library1 starNo one-command install · Source
11422.557mochi-mcpmcp · otherEnables creating, managing, and reviewing Mochi flashcards via the Model Context Protocol, supporting card CRUD, deck organization, and spaced…1 starNo one-command install · Source
11522.557danbooru-tagsmcp · otherExtract tags from any Danbooru post and explore categories at a glance. Analyze character-specific tag frequencies to surface top traits and clothing…1 starNo one-command install · Source
11622.557trello-task-manager-mcpmcp · otherIntegrates with Trello to manage tasks and cards with features like creating, updating, and marking tasks as in-progress or completed, as well as…1 starNo one-command install · Source
11722.557jojoslice-readme-generatormcp · otherAutomatically analyzes project directories to generate professional README.md files with badges, project structure visualization, technology…1 starNo one-command install · Source
11822.557mcp-md-pdfmcp · otherConverts Markdown files to Word (.docx) and PDF documents. Supports .dotx templates for branded styling and batch conversion.1 starNo one-command install · Source
11922.557tejascm007-remote-expense-trackermcp · otherProvides structured expense categorization through a JSON-based system covering 20 major expense types with detailed subcategories for building…1 starNo one-command install · Source
12022.557ivanrublev-keyphrasesmcp · otherExtracts meaningful keyphrases from text documents using BERT-based sentence transformers and spaCy tokenization with customizable stop word filtering…1 starNo one-command install · Source
12122.557geekshacking-mcpmcp · otherManages #TODO comments in source code files, enabling you to add and query TODOs via MCP.1 starNo one-command install · Source
12222.557asthanaji05-pokeapimcp · otherAccess comprehensive Pokémon data from PokeAPI1 starNo one-command install · Source
12322.557vaibhavanand31-zk-lighter-trading-botmcp · otherIntegrates with ZK Lighter protocol for automated cryptocurrency trading on BTC, ETH, SOL, and HYPE markets using technical analysis indicators…1 starNo one-command install · Source
12422.557golto-pylpexmcp · otherProvides code execution, tokenization, and interpreter state management for the Pylpex programming language with Python-like syntax supporting…1 starNo one-command install · Source
12522.557kaina3-python-debuggermcp · otherProvides Python debugging capabilities through breakpoint-based execution control and variable inspection, enabling controlled script execution with…1 starNo one-command install · Source
12622.557armor-cryptomcp · otherMulti-blockchain cryptocurrency portfolio management with 30+ tools for trading, DCA, staking, and cross-chain operations1 starNo one-command install · Source
12722.557jrszilard-diy-helper-building-codesmcp · otherBuilding code lookup and compliance checking for residential construction projects with National Electrical Code, International Residential Code, and…1 starNo one-command install · Source
12822.557forceinjection-markdown-tocmcp · otherParses markdown documents to extract heading structures and generate formatted table of contents with support for various markdown heading formats.1 starNo one-command install · Source
12922.557subnet-calculator-mcpmcp · otherEnables IPv4 subnet planning and validation, including CIDR prefix calculation, wildcard mask generation, and host position lookup for network…1 starNo one-command install · Source
13022.557ankaleshsarma-leave-managementmcp · otherProvides comprehensive leave management functionality including request submission, approval workflows, balance tracking, and HR reporting for…1 starNo one-command install · Source
13122.557elinsky-gtd-project-managermcp · otherAutomates GTD project management by creating structured project files with YAML frontmatter and markdown templates, validating metadata against…1 starNo one-command install · Source
13222.557omazapa-rootmcp · otherExecute Python and C++ code using CERN's ROOT data analysis framework1 starNo one-command install · Source
13322.557ufo23005-mission-controlmcp · otherEnables task automation and validation through iterative workflows with configurable success criteria, attempt tracking, and intelligent feedback…1 starNo one-command install · Source
13422.557mcp-context-mastermcp · otherAutomatically analyzes project dependencies to discover and download the most relevant documentation, enabling developers to quickly set up…1 starNo one-command install · Source
13522.557ngandugilbert-cellpilotmcp · otherProvides comprehensive Excel file manipulation using NPOI library for creating workbooks, reading and writing cells, managing sheets, and performing…1 starNo one-command install · Source
13622.557langgraph4j-plantumlmcp · otherConverts diagram images into PlantUML code through vision model analysis, structured validation, and automatic syntax generation with error correction…1 starNo one-command install · Source
13722.557eficode-agiledaymcp · otherConnects Agileday's talent and skills platform with natural language queries to find employees by competency, retrieve profiles, and explore…1 starNo one-command install · Source
13822.557anarkitty1-semantic-framemcp · otherToken-efficient semantic compression for numerical data1 starNo one-command install · Source
13922.557akkshay10-mockservermcp · otherProgrammatically control MockServer for HTTP mocking and request verification1 starNo one-command install · Source
14022.557williamnning316-binancemcp · otherProvides cryptocurrency market data from Binance including real-time prices, 24-hour statistics, candlestick data, technical indicators, and order…1 starNo one-command install · Source
14122.557vedantparmar12-azure-omni-toolmcp · otherBridges natural language requests to Azure CLI execution with plan-and-review workflows and safety validation for managing Azure resources.1 starNo one-command install · Source
14222.557parth2004124-zerodha-mock-tradingmcp · otherMock trading interface for Zerodha brokerage with realistic order execution simulation, portfolio management, and P&L tracking for safe algorithmic…1 starNo one-command install · Source
14322.557angelogiacco-harvestrmcp · otherManage customer feedback and product discoveries on Harvestr.io1 starNo one-command install · Source
14422.557atarkowska-pdftoolsmcp · otherPDF reader and text extraction1 starNo one-command install · Source
14522.557quanticsoul4772-langbase-reasoningmcp · otherStructured reasoning with Langbase Pipes integration supporting nine modes including linear, tree-based, divergent thinking, and Graph-of-Thoughts1 starNo one-command install · Source
14622.557diskcleankitmcp · otherIntegrates with DiskCleanKit to scan and clean junk files on macOS.1 starNo one-command install · Source
14722.557zcsabbagh-knowledge-graphmcp · otherKnowledge graph for student learning with spaced repetition scheduling and multi-dimensional mastery tracking.1 starNo one-command install · Source
14822.557aseprite-mcpmcp · otherEnables AI assistants to automate Aseprite tasks such as sprite sheet export, frame extraction, and Lua scripting for sprite manipulation.1 starNo one-command install · Source
14922.557wedsamuel1230-electronicsmcp · otherProvides resistor color code decoding, capacitor impedance calculations, and GPIO pin reference for ESP32, Arduino, and STM32 microcontrollers.1 starNo one-command install · Source
15022.557wmeints-media-editormcp · otherProvides FFmpeg-powered media editing tools for video trimming, audio transcription, and thumbnail generation.1 starNo one-command install · Source
15122.557disk-clean-mcpmcp · otherEnables read-only analysis of local disk usage to identify cleanup targets by size, type, recency, and duplicates.1 starNo one-command install · Source
15222.557almond-bongbong-s3-uploadermcp · otherUploads images to Amazon S3 from local files or macOS clipboard and generates presigned URLs for sharing.1 starNo one-command install · Source
15322.557ffeldhaus-angular-i18nmcp · otherAutomates Angular i18n translation workflows by extracting strings from templates, managing XLIFF translation units with pagination, and updating…1 starNo one-command install · Source
15422.557angular-i18n-mcpmcp · otherManages Angular internationalization (i18n) by extracting, listing, and updating translation strings in XLIFF format through MCP tools.1 starNo one-command install · Source
15522.557wh131462-boundarymcp · otherStructures complex decisions into analytical frameworks by exposing variables, constraints, trade-offs, and cognitive biases.1 starNo one-command install · Source
15622.557shashwatgtm-impact-v2mcp · otherHypothesis-driven B2B positioning engine with strategic tools for identifying buyer champions, mapping competitive alternatives, and crafting…1 starNo one-command install · Source
15722.557impact-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
15822.557gh-shashwatgtm-revenue-enablementmcp · otherDeal strategy and sales enablement with 12 revenue acceleration tools.1 starNo one-command install · Source
15922.557gongrzhe-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
16022.557egoughnour-massive-contextmcp · otherHandles massive token contexts with intelligent chunking, sub-queries, and local Ollama inference.1 starNo one-command install · Source
16122.557robdel12-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
16222.557justhappened-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
16322.557bowman-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
16422.557oss-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
16522.557tigerwebmcp · 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
16622.557imessage-kit-mcpmcp · otherEnables reading, sending, and managing iMessage conversations on macOS through MCP.1 starNo one-command install · Source
16722.557zeughaus-mcpmcp · otherExecute commands in ephemeral containers with any combination of Nix packages.1 starNo one-command install · Source
16822.557brownbrawh-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
16922.557python-runnermcp · otherExecute Python code via subprocess with timeout and error handling, returning stdout, stderr, and exit code.1 starNo one-command install · Source
17022.557jonnybottles-m365-roadmapmcp · otherQuery the Microsoft 365 Roadmap programmatically, filtering by product, status, cloud instance, release phase, and platform.1 starNo one-command install · Source
17122.557gowtham3105-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
17222.557cawb07-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
17322.557counterpartymcp · otherToken protocol on Bitcoin - query, compose, sign.1 starNo one-command install · Source
17422.557lordmendes-lgpdmcp · otherBrazilian LGPD data protection compliance tools for legal bases, consent, and privacy impact assessments.1 starNo one-command install · Source
17522.557lgpd-mcpmcp · otherAssists organizations and developers with LGPD compliance by providing tools for legal basis validation, consent management, document templates, and…1 starNo one-command install · Source
17622.557andreajrubino-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
17722.557jordan112-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
17822.557gh-nguyenanhducs-fantasy-premier-leaguemcp · otherFantasy Premier League analysis and strategy tools.1 starNo one-command install · Source
17922.557xkelxmc-uraniummcp · otherNFT management tools for minting, listing, and managing digital assets on the permaweb1 starNo one-command install · Source
18022.557mcp-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
18122.557milsonson-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
18222.557rainu-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
18322.557gh-ramraaj25-swaitchmcp · otherBridges AI conversations across coding assistants, preserving context when switching IDEs.1 starNo one-command install · Source
18422.557luogu-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
18522.557epfl-enac-it4r-datashieldmcp · otherProvides PICO methodology guidance for systematic reviews in health research.1 starNo one-command install · Source
18622.557gh-stucchi-italy-opendatamcp · otherItalian open data for municipalities, provinces, regions, postal codes, and coordinates.1 starNo one-command install · Source
18722.557wangicheng-online-judgemcp · otherConnects to Online Judge platforms for competitive programming practice.1 starNo one-command install · Source
18822.557upxill-math-operationsmcp · otherProvides basic arithmetic operations including addition, subtraction, multiplication, and division for mathematical calculations.1 starNo one-command install · Source
18922.557chord-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
19022.557bybloom-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
19122.557synthetic-health-datamcp · otherPrivacy-preserving synthetic health data generation. FHIR R4/R5 compliant.1 starNo one-command install · Source
19222.557dawdler-g-atomic-computermcp · otherProvides low-level desktop automation with screen capture, window inspection, and mouse/keyboard input.1 starNo one-command install · Source
19322.557hrizzle-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
19422.557johnie-traktamentemcp · otherSwedish travel expense rates from Skatteverket for per diem calculations and tax compliance1 starNo one-command install · Source
19522.557gh-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
19622.557proxy-doctormcp · otherDiagnoses proxy misconfigurations that break AI coding tools like Cursor, VS Code, and Windsurf.1 starNo one-command install · Source
19722.557jiansen-proxy-doctormcp · otherDiagnose proxy misconfigurations that break AI coding tools on macOS.1 starNo one-command install · Source
19822.557grabinsurance-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
19922.557gaelic-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
20022.557franzferdinan51-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

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