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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
90122.557krutarthchovatiya-indian-stock-marketmcp · searchProvides NSE and BSE stock data including price lookups, company search, and batch queries1 starNo one-command install · Source
90222.557frsfahd-national-weather-servicemcp · back-endRetrieves weather data from the National Weather Service API for US locations1 starNo one-command install · Source
90322.557mockserver-mcpmcp · back-endAn MCP server for interacting with MockServer, enabling AI assistants to create mock HTTP expectations, verify requests, clear state, and manage…1 starNo one-command install · Source
90422.557akkshay10-mockservermcp · otherProgrammatically control MockServer for HTTP mocking and request verification1 starNo one-command install · Source
90522.557ravenna-mcp-servermcp · back-endAllows LLMs to create, update, and retrieve tickets directly from the Ravenna help desk platform.1 starNo one-command install · Source
90622.557pr-splitter-mcpmcp · back-endAn MCP server that intelligently splits large pull requests into multiple smaller ones for improved code review and KPI tracking, integrating…1 starNo one-command install · Source
90722.557bullet-mcpmcp · front-endMCP server for evidence-based bullet point summarization guidance. Validates and improves bullet lists using scientifically-validated principles from…1 starNo one-command install · Source
90822.557stannersec-protonmail-bridgemcp · commsIntegrates with ProtonMail through Proton Bridge to enable encrypted email operations.1 starNo one-command install · Source
90922.557williamnning316-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
91022.557nsmao-windows-notifymcp · commsDisplays Windows toast notifications using the node-notifier library.1 starNo one-command install · Source
91122.557pulsynmcp · observabilityIntegrates with Pulsyn smart ring devices for health metrics.1 starNo one-command install · Source
91222.557scrapingbee-mcp-servermcp · back-endA Model Context Protocol (MCP) server that provides web scraping capabilities using the ScrapingBee API, allowing users to extract structured data…1 starNo one-command install · Source
91322.557pagerduty-mcp-communitymcp · ai-agentsA community-maintained MCP server for interacting with PagerDuty accounts, enabling management of incidents, services, schedules, and event…1 starNo one-command install · Source
91422.557vedantparmar12-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
91522.557cityjson-specification-mcp-servermcp · back-endProvides AI assistants with structured access to the CityJSON specification, enabling on-demand fetching of specific chapters.1 starNo one-command install · Source
91622.557skyloevil-open-meteo-weathermcp · back-endProvides weather data access through the free Open-Meteo API for current conditions, daily forecasts up to 16 days, hourly forecasts up to 7 days, and…1 starNo one-command install · Source
91722.557emran1993-mobile-development-validatormcp · front-endEnforces structured development practices for mobile projects by validating code architecture, preventing oversized files, and detecting breaking…1 starNo one-command install · Source
91822.557mcp-gemini-web-searchmcp · searchProvides grounded web search and research capabilities using Google's Gemini models and Google Search, with features like normal and research modes…1 starNo one-command install · Source
91922.557fullstack-context-mcp-servermcp · back-endEnables AI agents to interact with both frontend and backend projects by providing file system access and context through the MCP protocol…1 starNo one-command install · Source
92022.557parth2004124-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
92122.557mcp-dev-standardsmcp · back-endA Model Context Protocol server that provides development standards and best practices context to AI coding assistants, ensuring generated code…1 starNo one-command install · Source
92222.557ai-project-os-mcpmcp · ai-agentsEnforces engineering governance for AI-driven software projects, ensuring state over prompt, freeze over generate, and audit over output through the…1 starNo one-command install · Source
92322.557angelogiacco-harvestrmcp · otherManage customer feedback and product discoveries on Harvestr.io1 starNo one-command install · Source
92422.557wlixi008-byte-autocadmcp · front-endControl AutoCAD through COM automation for architectural design workflows1 starNo one-command install · Source
92522.557bigsunny-007-trendradarmcp · commsAggregates trending topics from Chinese social platforms with intelligent filtering and multi-channel notifications1 starNo one-command install · Source
92622.557obsidian-mcp-server-6mcp · back-endAn MCP server that enables AI assistants to access and manage your local Obsidian vault through a standardized protocol.1 starNo one-command install · Source
92722.557tuvi-mcpmcp · back-endMCP server for Vietnamese fortune-telling based on lunar calendar, providing birth date analysis, daily fortune, and general fortune predictions using…1 starNo one-command install · Source
92822.557mcp-server-google-visionmcp · back-endProvides OCR capabilities to LLMs via Google Cloud Vision, enabling reading of scanned documents, handwriting, and images.1 starNo one-command install · Source
92922.557nestjs-mcp-servermcp · back-endA production-ready NestJS backend template with built-in MCP server enabling AI agents to query your data via standardized protocol, featuring RAG…1 starNo one-command install · Source
93022.557siliconflow-image-generator-mcp-servermcp · back-endGenerates images via SiliconFlow API with support for multiple models, concurrent requests, and automatic saving.1 starNo one-command install · Source
93122.557shaharwiener-sql-servermcp · databaseProvides secure read-only access to SQL Server databases with tools for query execution, schema inspection, performance analysis, and database…1 starNo one-command install · Source
93222.557sirius-cc-wu-markdown-specmcp · searchRead-only access to local markdown documentation with semantic search1 starNo one-command install · Source
93322.557spiderchat-mcp-servermcp · back-endAccess your Spider Chat flows, memories, and facts from Claude Desktop with fast semantic search and browsing capabilities.1 starNo one-command install · Source
93422.557spider-chatmcp · commsIntegrates with Spider Chat's nonlinear conversation platform to retrieve flows, search memories with importance filtering, and access user facts1 starNo one-command install · Source
93522.557atarkowska-pdftoolsmcp · otherPDF reader and text extraction1 starNo one-command install · Source
93622.557singapore-bus-mcp-servermcp · back-endProvides real-time Singapore bus information, including arrival times, routes, and stop details via the LTA DataMall API.1 starNo one-command install · Source
93722.557pdf-tools-mcp-servermcp · back-endEnables PDF file manipulation including merging, splitting, extracting pages, extracting text, excluding pages, and reordering pages.1 starNo one-command install · Source
93822.557h-ucchi-pdf-toolsmcp · back-endPDF manipulation server for merging, splitting, extracting pages, and text extraction from documents1 starNo one-command install · Source
93922.557quanticsoul4772-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
94022.557diskcleankitmcp · otherIntegrates with DiskCleanKit to scan and clean junk files on macOS.1 starNo one-command install · Source
94122.557norvalbv-deep-researchmcp · ai-agentsOrchestrates comprehensive research workflows by coordinating web search, academic papers, and technical documentation through parallel LLM voting for…1 starNo one-command install · Source
94222.557eplusout-mcpmcp · databaseProvides comprehensive access to EnergyPlus building energy simulation results, enabling discovery, analysis, and extraction of data from epJSON, SQL…1 starNo one-command install · Source
94322.557wishmockmcp · back-endProvides an MCP server for automation via Server-Sent Events (SSE) to manage mock gRPC and Connect RPC services.1 starNo one-command install · Source
94422.557robinhood-mcpmcp · observabilityEnables AI models to manage Robinhood portfolios, execute trades, and run automated trading bots with stop-loss/take-profit monitoring.1 starNo one-command install · Source
94522.557cursor-search-mcpmcp · searchExposes Cursor's semantic code search through MCP, enabling tools like codebase_search to query indexed repos.1 starNo one-command install · Source
94622.557zcsabbagh-knowledge-graphmcp · otherKnowledge graph for student learning with spaced repetition scheduling and multi-dimensional mastery tracking.1 starNo one-command install · Source
94722.557knowledge-graph-mcp-servermcp · back-endAn MCP server for tracking student learning via a knowledge graph, with spaced repetition scheduling and intelligent queries to identify gaps…1 starNo one-command install · Source
94822.557sql-server-mcpmcp · databaseA read-only MCP server for SQL Server database introspection that enables Claude to explore and query databases via tools like listing objects and…1 starNo one-command install · Source
94922.557asklokesh-quickbooksmcp · back-endIntegrates with QuickBooks API for accounting and financial management tasks.1 starNo one-command install · Source
95022.557yahoo-finance-mcpmcp · searchProvides access to Yahoo Finance data including real-time stock quotes, historical prices, financial statements, company info, symbol search, and…1 starNo one-command install · Source
95122.557gtd-manager-mcp-servermcp · back-endImplements the Getting Things Done methodology with custom meeting SOPs, enabling capture, processing, and context-based management of tasks and…1 starNo one-command install · Source
95222.557sh20raj-resendmcp · back-endIntegrates with Resend API for sending single and batch emails, managing domain verification, creating API keys with specific permissions, and…1 starNo one-command install · Source
95322.557hoogle-mcp-servermcp · back-endEnables searching Hoogle, the Haskell documentation search engine, for packages, functions, and types.1 starNo one-command install · Source
95422.557mcpjuliaservermcp · ai-agentsA Julia-based MCP server providing tools for database operations, file management, and database administration, with HTTP bridge support for Windows…1 starNo one-command install · Source
95522.557bmad-mcp-server-2mcp · ai-agentsA Model Context Protocol (MCP) server that bridges BMAD agents with GitHub Copilot, enabling AI-assisted development workflows through specialized…1 starNo one-command install · Source
95622.557avamcp · commsEnables AI agents to create Gmail drafts safely using the Gmail API, without sending emails.1 starNo one-command install · Source
95722.557s3-data-lake-mcp-servermcp · back-endEnables AI agents to query S3 data lakes using natural language, with support for CSV, JSON, Parquet and tools for data discovery, analysis, and…1 starNo one-command install · Source
95822.557duck-punch-mcpmcp · ai-agentsA collection of MCP servers that dynamically wrap existing Python SDKs (Google SecOps, SOAR, Google Cloud, Fitbit) to expose their functionality to…1 starNo one-command install · Source
95922.557obsidian-zettelkasten-mcp-servermcp · back-endEnables AI models to read, search, and write notes in an Obsidian vault following the Zettelkasten method, with tools for semantic search, memo…1 starNo one-command install · Source
96022.557comfymcpmcp · ai-agentsEnables Claude to generate images via ComfyUI from natural language requests, automating workflow construction and execution.1 starNo one-command install · Source
96122.557dlanz1-desktop-automationmcp · front-endAutomates Windows desktop applications using UI Automation APIs for token-efficient window management, element finding, and input control.1 starNo one-command install · Source
96222.557neosun100-minimind-dockermcp · devopsContainerized MiniMind language model deployment with training pipeline, GPU acceleration, and multiple interface options including MCP tools for chat…1 starNo one-command install · Source
96322.557stryk91-lsp-mcp-rsmcp · back-endUniversal bridge to Language Server Protocol servers with multi-language support.1 starNo one-command install · Source
96422.557lsp-mcp-rsmcp · back-endA single MCP server that bridges to any LSP, enabling code intelligence features like hover, go-to-definition, references, and diagnostics for…1 starNo one-command install · Source
96522.557erpnext-mcp-server-2mcp · back-endMCP server for ERPNext that provides full CRUD operations, workflow management, custom fields, and DocType management.1 starNo one-command install · Source
96622.557aseprite-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
96722.557notion-ultimate-mcp-servermcp · back-endEnables AI-powered Notion task management with autonomous workflows, including task retrieval, AI prompt generation, and dependency tracking.1 starNo one-command install · Source
96822.557gaiborjosue-niivuemcp · searchProvides fast lexical and semantic search access to Niivue neuroimaging documentation and API reference through cached BM25 indexing and optional…1 starNo one-command install · Source
96922.557reading-companionmcp · ai-agentsA 4-stage reading companion that helps users set reading goals, discover books, track progress, and deepen learning through reflection, integrated…1 starNo one-command install · Source
97022.557aby0-reading-companionmcp · observabilityA 4-stage reading companion that guides users through structured interviews to discover preferences, generates curated book recommendations with…1 starNo one-command install · Source
97122.557feifeigood-e2b-code-sandboxmcp · devopsProvides secure code execution capabilities through E2B's cloud sandbox infrastructure, enabling Python code execution and shell command execution in…1 starNo one-command install · Source
97222.557rejestr-io-mcp-servermcp · searchProvides access to Poland's largest business registry database, enabling company search, beneficiary checks, and financial document retrieval via…1 starNo one-command install · Source
97322.557xen-orchestra-mcp-servermcp · back-endEnables management of Xen Orchestra (XOA) via its REST API, including listing VMs, backup jobs, logs, and repositories.1 starNo one-command install · Source
97422.557wedsamuel1230-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
97522.557io-github-gjeltep-app-store-connect-mcpmcp · github-vcsEnables management of App Store Connect resources including app reviews, TestFlight crashes, analytics reports, and Xcode Cloud workflows through…1 starNo one-command install · Source
97622.557gjeltep-app-store-connectmcp · back-endInteract with Apple's App Store Connect API1 starNo one-command install · Source
97722.557meschbach-imapmcp · commsBridges IMAP email accounts to provide read-only access to email summaries, headers, and message content.1 starNo one-command install · Source
97822.557richdavidmu-hexo-blog-ragmcp · searchIndexes Hexo blog content using vector embeddings for semantic search, content discovery, and AI-powered writing assistance.1 starNo one-command install · Source
97922.557wmeints-media-editormcp · otherProvides FFmpeg-powered media editing tools for video trimming, audio transcription, and thumbnail generation.1 starNo one-command install · Source
98022.557fastmcp-sqltoolsmcp · databaseProvides SQL database access via MCP, supporting PostgreSQL, MySQL, and SQLite with tools for listing tables, getting schemas, and executing queries.1 starNo one-command install · Source
98122.557atarkowska-sqltoolsmcp · databaseSQL database access with support for PostgreSQL, MySQL, and SQLite1 starNo one-command install · Source
98222.557nityeshaga-hetzner-cloudmcp · back-endIntegrates with Hetzner Cloud API for managing servers, SSH keys, and infrastructure resources with power operations and datacenter queries.1 starNo one-command install · Source
98322.557builder-proj-mcp-servermcp · back-endA unified MCP server for scaffolding project structures across multiple frameworks including Spring Boot, React, Vue, Next.js, FastAPI, Django, Flask…1 starNo one-command install · Source
98422.557smart-mcp-servermcp · back-endEnables AI assistants to securely interact with FHIR R4 servers for clinical decision support workflows, including PlanDefinition execution, FHIR…1 starNo one-command install · Source
98522.557disk-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
98622.557nikhilkulkarni1755-twitter-gemini-imagemcp · authCombines Twitter/X posting with Google Gemini image generation for creating and publishing AI-generated visual content with OAuth authentication.1 starNo one-command install · Source
98722.557weather-bot-mcp-servermcp · back-endEnables users to query weather, perform web research, and manage a graph database through natural language.1 starNo one-command install · Source
98822.557longdog-desktop-notificationsmcp · commsProvides desktop notification capabilities through notify-send command, enabling system alerts with custom titles and messages via D-Bus integration.1 starNo one-command install · Source
98922.557ram-prices-mcp-servermcp · observabilityCaches and serves DDR/DRAM weekly price series from memorys.com and historical memory technology data, with tools for refresh, validation, analytics…1 starNo one-command install · Source
99022.557j3r3my97-milestonermcp · github-vcsAutomates build-in-public social media updates by analyzing git commit history and generating platform-appropriate milestone posts with optimal timing…1 starNo one-command install · Source
99122.557z-os-ftp-mcp-servermcp · back-endEnables interaction with z/OS mainframe systems via FTP, including dataset listing/download/upload, JCL job submission and monitoring, with advanced…1 starNo one-command install · Source
99222.557paizhaojieti-stdio-mcp-servermcp · back-endEnables solving math, physics, chemistry and other subject problems from images using the Zhipu AI photo-solving agent via STDIO protocol.1 starNo one-command install · Source
99322.557insurtech-mcp-servermcp · back-endEnables insurance policy analysis, risk assessment, and policy comparison with support for multiple editions (Lite free, Solo and Pro paid).1 starNo one-command install · Source
99422.557currency-exchange-mcpmcp · back-endA Model Context Protocol (MCP) server that provides currency exchange rate conversion tools.1 starNo one-command install · Source
99522.557mcp-semantic-searchmcp · searchIndexes codebases using semantic embeddings for natural language search, enabling developers to find code with queries like 'how does authentication…1 starNo one-command install · Source
99622.557quest-browser-mcp-servermcp · back-endControls Oculus Browser via WebSocket CDP protocol, enabling full browser automation with Playwright-like API for navigation, interaction, content…1 starNo one-command install · Source
99722.557killcity-device42mcp · devopsIntegrates with Device42's IT asset management platform to query and manage infrastructure data including devices, IP addresses, subnets, racks…1 starNo one-command install · Source
99822.557product-hunt-mcp-servermcp · back-endProvides access to Product Hunt data via the Product Hunt API v2, enabling queries for posts, collections, users, topics, comments, goals, and maker…1 starNo one-command install · Source
99922.557kavi-research-assistant-mcpmcp · databaseEnables AI to save, organize, search, and synthesize research materials using a local vector database with support for both OpenAI and Ollama…1 starNo one-command install · Source
100022.557sonar-mcpmcp · back-endA Model Context Protocol (MCP) server for interacting with SonarQube code quality platform.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