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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

65,239 results
RankScoreComponentDescriptionEvidenceLast commitInstall
80122.557mcp-travel-plannermcp · ai-agentsA unified MCP server providing a single entry point to comprehensive travel planning services, including flights, hotels, weather, geocoding, events…1 starNo one-command install · Source
80222.557mcp-travismcp · observabilityEnables users to manage Travis CI builds, view logs, compare builds, and get insights through natural language.1 starNo one-command install · Source
80322.557264gaurav-national-weather-servicemcp · back-endIntegrates with the National Weather Service API to retrieve active weather alerts by US state with proper error handling and timeout management for…1 starNo one-command install · Source
80422.557dev-toolbox-mcp-servermcp · back-endProvides various developer utilities such as UUID generation, timestamp conversion, Base64 encoding, color conversion, password generation, hash…1 starNo one-command install · Source
80522.557tilde-x402-mcp-servermcp · paymentsEnables AI agents to discover and pay for x402-enabled services using natural language, with multi-chain support for Solana and EVM payments.1 starNo one-command install · Source
80622.557autofixture-mcp-servermcp · back-endA Model Context Protocol (MCP) server that provides comprehensive documentation and usage examples for the AutoFixture testing library.1 starNo one-command install · Source
80722.557pacemaker-mcpmcp · back-endMCP server that enables safe, SSH-based interaction with a Pacemaker cluster, offering guarded pcs commands for status queries and controlled…1 starNo one-command install · Source
80822.557narrator-mcpmcp · browserCaptures screenshots, analyzes changes with Gemini, generates humorous narrations with sound effects, and plays them as speech via ElevenLabs…1 starNo one-command install · Source
80922.557ankaleshsarma-leave-managementmcp · otherProvides comprehensive leave management functionality including request submission, approval workflows, balance tracking, and HR reporting for…1 starNo one-command install · Source
81022.557wtfregia-magic-the-gatheringmcp · databaseComprehensive Magic: The Gathering card database with rules, combos, and Commander deck generation1 starNo one-command install · Source
81122.557mtg-mcpmcp · back-endA comprehensive Model Context Protocol server that provides AI assistants with rich Magic: The Gathering information, including card data…1 starNo one-command install · Source
81222.557lyw405-code-intelligencemcp · front-endAnalyzes private codebases and libraries to recommend relevant UI components and utility functions based on user requirements, while redesigning…1 starNo one-command install · Source
81322.557gaku52-web-to-iosmcp · front-endAutomates web application conversion to iOS apps using Capacitor by analyzing project frameworks, detecting build configurations, and generating…1 starNo one-command install · Source
81422.557code-alchemist01-development-toolsmcp · browserCombines code analysis tools like ESLint and security scanners with web scraping capabilities using Cheerio and Playwright for automated code reviews…1 starNo one-command install · Source
81522.557mcp-api-toolkitmcp · back-endComprehensive API development and testing MCP server for Claude Code. Integrates OpenAPI parsing, testing, SDK generation, and documentation…1 starNo one-command install · Source
81622.557iec-62304-requirements-mcp-servermcp · back-endEnables management of software requirements in compliance with IEC 62304 Class C medical device standards, including requirement creation, versioning…1 starNo one-command install · Source
81722.557naveenveeramreddy-multi-servermcp · searchProvides weather alerts, stock portfolio data via Kite Connect, MongoDB operations for customer and conversation management, and Elasticsearch…1 starNo one-command install · Source
81822.557nothans-weights-and-measuresmcp · observabilityProvides accurate unit conversions and reference tables across weight, length, and volume measurement systems including Avoirdupois, Troy…1 starNo one-command install · Source
81922.557aliazam2012-agentic-ai-feature-managementmcp · commsAutomates feature management by processing Jira webhook tickets to extract structured requests from natural language descriptions and execute feature…1 starNo one-command install · Source
82022.557markitdown-mcp-servermcp · back-endConverts documents (PDF, DOCX, images, etc.) to Markdown using Microsoft's Markitdown library, with no local setup required. Integrates with AI agents…1 starNo one-command install · Source
82122.557cryptocurrency-mcp-servermcp · back-endPython-based MCP server that provides real-time and historical cryptocurrency data from 100+ exchanges via CCXT, with tools for tickers, OHLCV…1 starNo one-command install · Source
82222.557my-first-mcpmcp · front-endA basic MCP server implementing a weather tool using Next.js and the Vercel MCP adapter.1 starNo one-command install · Source
82322.557sncf-mcp-servermcp · back-endEnables querying SNCF train schedules and stations in France using the official Navitia API, with support for flexible date parsing and real-time…1 starNo one-command install · Source
82422.557kalistudent-enterprise-printer-databasemcp · databaseProvides enterprise printer information and tools for sales teams conducting product research, service technicians performing diagnostics, and IT…1 starNo one-command install · Source
82522.557elinsky-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
82622.557fl0p-philips-huemcp · back-endProvides direct control over Philips Hue smart lighting systems through automatic bridge discovery and API key management, enabling brightness, color…1 starNo one-command install · Source
82722.557search-contextmcp · searchEnables semantic search across documentation stored in Gemini FileSearchStores, returning AI-generated answers with source citations.1 starNo one-command install · Source
82822.557win10ogod-windows-driver-inputmcp · back-endDriver-level keyboard and mouse automation bypassing standard Windows APIs for games and protected applications1 starNo one-command install · Source
82922.557expenselm-mcp-servermcp · ai-agentsMCP server for ExpenseLM, a GenAI powered expense management application. Enables AI agents to access expense data for recording, insights, and…1 starNo one-command install · Source
83022.557expenselmmcp · searchAI-powered expense management with receipt extraction and semantic search1 starNo one-command install · Source
83122.557lanyard-mcp-servermcp · back-endProvides Discord user presence information through the Lanyard API, enabling AI assistants to retrieve real-time presence data like online status…1 starNo one-command install · Source
83222.557mcp-ai-assistant-irismcp · searchProvides web search and code execution capabilities using OpenAI models, with optional code interpreter and conversation continuity via response IDs.1 starNo one-command install · Source
83322.557crbatista-github-integration-hubmcp · back-endProvides GitHub OAuth authentication and API access through REST endpoints, CLI tools, and MCP server capabilities with SQLite-based token storage.1 starNo one-command install · Source
83422.557return0mcp · front-endDebug production Node.js and Next.js applications in real-time by extracting live variable values1 starNo one-command install · Source
83522.557peterpan-mu-testmcp · back-endTesting framework for MCP servers that provides connection verification, capability discovery, and tool execution validation through TypeScript-based…1 starNo one-command install · Source
83622.557cortexsynapsemcp · back-endA robust MCP server that bridges AI development tools with Palo Alto Cortex platforms (XSOAR/XSIAM), enabling natural language-driven development…1 starNo one-command install · Source
83722.557schwaizer-bfs-mcp-servermcp · back-endAn unofficial MCP server for accessing Swiss Federal Statistical Office (BFS) data.1 starNo one-command install · Source
83822.557yfinancemcp · back-endA Model Context Protocol (MCP) server that provides comprehensive access to Yahoo Finance data through 18 specialized tools for pricing, financials…1 starNo one-command install · Source
83922.557ambari-mcp-servermcp · back-endEnables AI assistants to manage Apache Ambari clusters, including services, hosts, alerts, and configurations via the MCP protocol.1 starNo one-command install · Source
84022.557utcp-documentation-mcp-servermcp · back-endAssists AI coding agents in understanding and implementing UTCP by providing documentation search, manual validation, code generation, OpenAPI…1 starNo one-command install · Source
84122.557phate45-obsidian-vaultmcp · back-endIntegrates with Obsidian vaults through filesystem access and Local REST API plugin to enable file moving/renaming while preserving backlinks, extract…1 starNo one-command install · Source
84222.557dynamodb-mcp-servermcp · back-endA Model Context Protocol server for managing Amazon DynamoDB resources, providing tools for table management, capacity management, and data…1 starNo one-command install · Source
84322.557ai-analystmcp · observabilityEnables natural language data queries with statistical rigor and a semantic layer, supporting 23+ analytical tools for product analytics.1 starNo one-command install · Source
84422.557reaper-mcp-servermcp · back-endAn MCP server that lets language models interact with the Reaper DAW1 starNo one-command install · Source
84522.557root-mcp-servermcp · back-endEnables LLMs and MCP clients to execute Python and C++ code using ROOT's PyROOT interface, with support for graphics and error detection.1 starNo one-command install · Source
84622.557omazapa-rootmcp · otherExecute Python and C++ code using CERN's ROOT data analysis framework1 starNo one-command install · Source
84722.557ufo23005-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
84822.557llm-gatewaymcp · ai-agentsCentralized gateway for multiple AWS Bedrock models through the Model Context Protocol (MCP), enabling AI agents to interact with 15+ Bedrock models…1 starNo one-command install · Source
84922.557catalyst-mcp-servermcp · back-endAn MCP server that loads and serves Knowledge Packs to connect AI assistants with business systems like databases, DevOps tools, and APIs.1 starNo one-command install · Source
85022.557mcp-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
85122.557clarify-mcp-servermcp · back-endEnables AI agents to ask clarification questions and receive structured user input through a Human-in-the-Loop interface.1 starNo one-command install · Source
85222.557croakingtoad-jina-supabase-ragmcp · searchCrawls and indexes documentation websites using Jina AI Reader API and Crawl4AI for intelligent content extraction, automatically discovering URLs…1 starNo one-command install · Source
85322.557daiduo2-tashan-scisparkmcp · ai-agentsAutomates scientific research workflows by integrating arXiv and Google Scholar for paper discovery, employing collaborative AI analysis through…1 starNo one-command install · Source
85422.557kalvisan-guardianmcp · databaseProactively scans project dependencies for security vulnerabilities using the OSV database with configurable severity filtering, automated detection…1 starNo one-command install · Source
85522.557ga4-automation-mcp-servermcp · back-endThis project is a Google Analytics 4 (GA4) automation server implemented as a Model Context Protocol (MCP) tool. It lets AI agents query GA4 data…1 starNo one-command install · Source
85622.557tradepilot-mcp-servermcp · back-endA production-grade MCP server that integrates Polygon.io market data with an 18-layer technical analysis engine to generate actionable options trading…1 starNo one-command install · Source
85722.557zgagnon-run-typescript-skillsmcp · ai-agentsExecutes TypeScript code in isolated temporary workspaces with automatic cleanup, supporting imports from ~/.claude/skills and capturing console…1 starNo one-command install · Source
85822.557rawan-77-sales-insights-agentmcp · ai-agentsExposes dataset preview functionality through the Model Context Protocol, enabling LLM-based analysis workflows to access and analyze CSV sales data.1 starNo one-command install · Source
85922.557mcp-code-modemcp · ai-agentsUniversal Python code execution MCP server that lets LLMs write and run Python for any task, with auto-install packages, streaming output, and…1 starNo one-command install · Source
86022.557anyiba-spec-kitmcp · github-vcsIntegrates with GitHub's Spec Kit templates and specify-cli tool to guide specification lifecycle including constitution establishment, requirement…1 starNo one-command install · Source
86122.557phaset-manifest-generator-mcpmcp · ai-agentsGenerates Phaset manifest files by analyzing your repository with Claude's AI, automatically inferring fields from code, configs, and documentation.1 starNo one-command install · Source
86222.557tuankiet1708-github-pr-notionmcp · github-vcsFetches GitHub pull request changes and creates structured analysis reports in Notion pages for automated PR documentation workflows.1 starNo one-command install · Source
86322.557domaindetails-mcp-servermcp · back-endProvides comprehensive domain research tools including RDAP, WHOIS, and DNS lookup capabilities, with automatic fallback and support for 50+ TLDs.1 starNo one-command install · Source
86422.557witwicki-miniragmcp · databaseProvides efficient retrieval-augmented generation through naive vector database querying and smart graph-based retrieval using entity relationships…1 starNo one-command install · Source
86522.557curl-mcp-servermcp · back-endA comprehensive HTTP/HTTPS tool server using curl, supporting various authentication methods, file uploads, downloads, and custom curl commands.1 starNo one-command install · Source
86622.557electricity-shutdowns-mcp-servermcp · back-endMonitors electricity outage schedules in Ukraine's Dnipropetrovsk region, enabling users to check outages, receive notifications, and calculate…1 starNo one-command install · Source
86722.557v-rmcp · ai-agentsProvides LLM-friendly weather tools and Norwegian place name resolution via MCP, enabling weather forecasts, air quality, marine conditions, and…1 starNo one-command install · Source
86822.557calvin-francis-memorymcp · databasePersistent conversational memory with semantic search using PostgreSQL and pgvector, combining traditional memory storage with confidence scoring and…1 starNo one-command install · Source
86922.557opengathyrmcp · back-endAn MCP server that enables managing and searching RSS feeds using tools like list, add, remove, get-feed, and search-feeds.1 starNo one-command install · Source
87022.557ngandugilbert-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
87122.557langgraph4j-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
87222.557rpg-maker-mz-mcp-servermcp · back-endEnables creating RPG Maker MZ games using natural language through AI assistance, with tools for project management, map creation, event systems, and…1 starNo one-command install · Source
87322.557evanslr-spotifymcp · authIntegrates with Spotify's Web API using OAuth 2.0 authentication to enable playback control, playlist management, music discovery, and listening…1 starNo one-command install · Source
87422.557mcp-mail-servermcp · back-endAutomates email handling for a hardware store, enabling classification, response generation, and escalation using AI.1 starNo one-command install · Source
87522.557andytango-puppeteermcp · browserProvides browser automation capabilities through Puppeteer, enabling web page interaction, content extraction, screenshot capture, PDF generation, and…1 starNo one-command install · Source
87622.557arc-mcpmcp · browserEnables semantic browser automation for the Arc browser, allowing users to perform web tasks like searching, shopping, and data extraction through…1 starNo one-command install · Source
87722.557openfda-drug-label-mcp-servermcp · front-endEnables querying FDA drug label information including adverse reactions, warnings, and indications via natural language.1 starNo one-command install · Source
87822.557simple-memory-mcp-servermcp · ai-agentsA lightweight MCP server that provides persistent knowledge graph storage for AI assistants, enabling memory across sessions through…1 starNo one-command install · Source
87922.557kadinsayani-lxdmcp · back-endManages LXD containers and virtual machines with complete lifecycle operations including creation, deletion, start/stop/restart, freezing…1 starNo one-command install · Source
88022.557yeongbin-hwang-imply-druidmcp · databaseRead-only interface for Imply Cloud and Apache Druid databases1 starNo one-command install · Source
88122.557imply-druid-mcpmcp · databaseA read-only MCP server for Imply Cloud/Druid databases, enabling AI assistants to execute SQL queries, list tables, and explore dashboards and data…1 starNo one-command install · Source
88222.557sigsci-mcp-servermcp · back-endMCP server for Signal Sciences (Fastly NGWAF) API, providing progressive disclosure and 40+ read-only tools for managing corporations and sites.1 starNo one-command install · Source
88322.557smart-ai-memory-memdocsmcp · ai-agentsGit-native project memory system with enterprise audit compliance1 starNo one-command install · Source
88422.557io-github-silversurfer562-memdocsmcp · ai-agentsProvides persistent, project-specific memory to AI assistants via the Model Context Protocol, enabling context-aware collaboration across sessions…1 starNo one-command install · Source
88522.557eficode-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
88622.557cursor-ide-development-toolsmcp · databaseProvides Cursor IDE with domain-specific tools for accessing Jira, GitHub, and PostgreSQL databases through standalone TypeScript servers that enable…1 starNo one-command install · Source
88722.557mcp-oracle-servermcp · back-endA production-grade Node.js MCP server for Oracle Database with HTTP transport, enabling SQL query execution, table listing, schema retrieval, and…1 starNo one-command install · Source
88822.557genetic-mcpmcp · ai-agentsEnables evolutionary idea generation using genetic algorithms with LLM workers, multi-objective fitness evaluation, and advanced genetic operations.1 starNo one-command install · Source
88922.557byteplant-validator-mcp-servermcp · back-endProvides email, phone, and address validation using Byteplant's APIs. Enables real-time live validation in any MCP-compatible client.1 starNo one-command install · Source
89022.557byteplantmcp · commsEmail, phone, and address validation services for 240+ countries1 starNo one-command install · Source
89122.557mcp-databasemcp · databaseMCP server for connecting to databases (PostgreSQL, MySQL, SQL Server, Redis) enabling SQL queries, table exploration, and Redis key-value operations.1 starNo one-command install · Source
89222.557anarkitty1-semantic-framemcp · otherToken-efficient semantic compression for numerical data1 starNo one-command install · Source
89322.557skald-mcp-servermcp · back-endChat with your Skald knowledge base, add and update new knowledge, and search through memos.1 starNo one-command install · Source
89422.557skald-labs-knowledge-basemcp · searchIntegrates with Skald Labs' knowledge base platform to enable AI-generated responses with inline citations, semantic search for memos, and automated…1 starNo one-command install · Source
89522.557devidasjadhav-redfishmcp · back-endIntegrates with Redfish server management APIs to enable natural language control of BMCs and server hardware through endpoint discovery, resource…1 starNo one-command install · Source
89622.557deveyesmcp · back-endDevEyes is a Model Context Protocol (MCP) server that captures screenshots from your local development environment and automatically optimizes them…1 starNo one-command install · Source
89722.557journald-mcp-servermcp · back-endAn MCP server for accessing systemd journal logs.1 starNo one-command install · Source
89822.557james116blue-journaldmcp · observabilityQuery systemd journal logs with natural language datetime support1 starNo one-command install · Source
89922.5578agana-autonomemcp · ai-agentsAutonomous wake/sleep cycle management and cross-agent federation with scheduled messaging and async task coordination1 starNo one-command install · Source
90022.557cardea-web-searchmcp · searchProvides web search capabilities through the Tavily API, returning structured results with titles, URLs, content snippets, and relevance scores for…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