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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
20122.557imiborbas-pocketbasemcp · back-endProvides a TypeScript-based server for interacting with PocketBase, enabling flexible database management and configuration through natural language…1 starNo one-command install · Source
20222.557brian-knows-blockchain-transactionsmcp · searchRetrieves blockchain transaction data from specified addresses using natural language prompts, translating user queries into structured data retrieval…1 starNo one-command install · Source
20322.557christophersutton-instantdbmcp · back-endProvides a robust InstantDB server for executing database queries, retrieving results, and serving code examples across admin, CLI, and data modeling…1 starNo one-command install · Source
20422.557cardano-mcp-servermcp · back-endA specialized gateway that simplifies Cardano blockchain integration for application developers by providing streamlined access to Cardano…1 starNo one-command install · Source
20522.557ismsmcp · otherIntegrates Mistral AI and Qdrant to provide intelligent security workflows for automated risk assessment, policy management, and contextual incident…1 starNo one-command install · Source
20622.557rajnaveen344-lsp-toolsmcp · otherProvides regex-based text analysis capabilities for developers to precisely locate character and line positions of pattern matches within files, with…1 starNo one-command install · Source
20722.557hagsmand-starrocksmcp · back-endEnables AI models to interact with StarRocks databases by providing read and write access to tables, schemas, and data through a Python-based server…1 starNo one-command install · Source
20822.557juicetea-github-repository-integrationmcp · github-vcsIntegrates GitHub repositories with Cursor IDE, enabling direct access and interaction with GitHub content within the editor using only a Personal…1 starNo one-command install · Source
20922.557browser-mcpmcp · back-endA Model Control Protocol server that enables AI agents to perform web browsing tasks through a standardized interface using the browser-use library.1 starNo one-command install · Source
21022.557kentaro-aivis-speechmcp · back-endEnables AI systems to generate and play speech audio from text input through the AivisSpeech API, with configurable speaker settings for voice output…1 starNo one-command install · Source
21122.557champaya-notemcp · back-endBridges AI systems with note.com's API for searching articles by keyword, retrieving detailed information, and listing user-specific content without…1 starNo one-command install · Source
21222.557doronaviguy-ethereum-address-monitormcp · observabilityProvides real-time Ethereum address monitoring across multiple blockchain networks using Server-Sent Events, enabling continuous tracking of on-chain…1 starNo one-command install · Source
21322.557win4r-browser-usemcp · back-endLightweight TypeScript-based server implementation for Node.js that provides a standards-compliant, type-safe solution for enabling tool interactions…1 starNo one-command install · Source
21422.557wuwen1030-mysqlmcp · databaseEnables AI models to interact with MySQL databases by providing tools for listing tables, retrieving schemas, and executing read-only SQL queries with…1 starNo one-command install · Source
21522.557anthropic-githubmcp · github-vcsProvides a robust GitHub API bridge using TypeScript and Zod, enabling developers to automate repository operations through conversational…1 starNo one-command install · Source
21622.557postgres-explorermcp · databaseProvides read-only PostgreSQL database access for exploring schemas and executing safe queries, deployable via Docker or NPX for data analysis without…1 starNo one-command install · Source
21722.557time06d4mcp · devopsProvides current time information through a lightweight Node.js service that can be deployed via Docker or managed with PM2.1 starNo one-command install · Source
21822.557obre10off-spotifymcp · authEnables natural language control of Spotify playback with tools for playing tracks, pausing music, skipping songs, searching the catalog, and…1 starNo one-command install · Source
21922.557bmorphism-krepmcp · searchProvides a high-performance string search utility that automatically selects optimal algorithms and leverages hardware acceleration for significantly…1 starNo one-command install · Source
22022.557amornpan-google-calendarmcp · back-endIntegrates with Google Calendar API to enable event management through specialized tools for listing, creating, and deleting calendar events with…1 starNo one-command install · Source
22122.557gblack686-n8n-workflow-summarizermcp · observabilityTransforms complex n8n workflow JSON files into clear markdown summaries, extracting nodes, connections, and functionality while generating conceptual…1 starNo one-command install · Source
22222.557chris-june-role-specific-contextmcp · databaseEnables AI systems to maintain distinct expert personas through role-based context management with vector search capabilities for consistent domain…1 starNo one-command install · Source
22322.557oalles-agentic-system-monitoring-ragmcp · observabilitySpring Boot-based server that connects system monitoring tools with a RAG service, enabling real-time access to both system metrics and corporate…1 starNo one-command install · Source
22422.557mathieugal-technical-documentation-searchmcp · searchConnects AI assistants to technical documentation for popular libraries including LangChain, LlamaIndex, and OpenAI through targeted Google searches…1 starNo one-command install · Source
22522.557nzenitram-jiramcp · searchIntegrates with Atlassian JIRA to enable direct issue management, including searching, creating, updating, and transitioning tickets without leaving…1 starNo one-command install · Source
22622.557yanbasic-emdmcp · devopsBridges Claude with the Easy Model Deployer tool to enable listing, deploying, managing, and invoking machine learning models on AWS services through…1 starNo one-command install · Source
22722.557canvas-lmsmcp · back-endIntegrates with Canvas LMS to enable course management, student data analysis, and administrative task automation through a TypeScript-based API…1 starNo one-command install · Source
22822.557nzenitram-githubmcp · github-vcsIntegrates with GitHub APIs to enable repository searching, issue management, pull request creation, and settings control directly within Claude…1 starNo one-command install · Source
22922.557sreedeep-documentation-retrievalmcp · searchRetrieves up-to-date documentation for Python libraries including LangChain, LlamaIndex, and OpenAI through targeted web searches and HTML content…1 starNo one-command install · Source
23022.557shell-command-runnermcp · otherEnables AI systems to execute shell commands and scripts securely with proper output handling for system automation, file manipulation, and…1 starNo one-command install · Source
23122.557chew-z-perplexity-researchmcp · searchEnables internet research capabilities through Perplexity AI's API, retrieving up-to-date information with source citations while maintaining…1 starNo one-command install · Source
23222.557roboulos-xanomcp · databaseConnects Claude AI to Xano databases through Smithery, enabling direct querying, CRUD operations, and data management for building intelligent…1 starNo one-command install · Source
23322.557sadiuysal-mem0mcp · searchIntegrates with Mem0's memory storage to provide persistent memory streams with semantic search capabilities, enabling recall of user preferences and…1 starNo one-command install · Source
23422.557stephenvertex-synthcalmcp · databaseProvides a bridge between natural language and calendar management through Supabase, enabling event creation, updating, deletion, and listing without…1 starNo one-command install · Source
23522.557datetimemcp · otherProvides datetime functionality for Cursor IDE, enabling accurate timestamp generation and datetime operations for changelogs, documentation…1 starNo one-command install · Source
23622.557itworkonline-google-calendarmcp · authIntegrates with Google Calendar to enable event creation with customizable parameters including time, description, location, attendees, and timezone…1 starNo one-command install · Source
23722.557judge0-code-executionmcp · back-endEnables remote code execution in multiple programming languages through Judge0's API, allowing for testing, validation, and demonstration without…1 starNo one-command install · Source
23822.557da-snap-developer-toolmcp · back-endProvides a set of file system utilities for executing shell commands, displaying file contents, searching with regex, and writing to files through a…1 starNo one-command install · Source
23922.557flux-image-generatormcp · otherProvides a bridge to Black Forest Lab's FLUX model for generating images with customizable parameters like dimensions and safety settings through…1 starNo one-command install · Source
24022.557nathannj-notesmcp · otherManages markdown notes in a specified directory with tools for creating, reading, updating, and listing files while tracking timestamps and…1 starNo one-command install · Source
24122.557hummusonrails-couchbasemcp · databaseEnables natural language querying of Couchbase databases through SQL++ execution with built-in authentication, connection management, and error…1 starNo one-command install · Source
24222.557aiot-mcp-servermcp · back-endA Model Context Protocol server for AI agents to discover and control IoT devices through MQTT, using the AIoT Agent Network Protocol for device…1 starNo one-command install · Source
24322.557eugenechabanov-hypefurymcp · authEnables AI systems to authenticate with and schedule posts through the Hypefury platform, creating a secure bridge for automated content publishing…1 starNo one-command install · Source
24422.557longjianjiang-mermaidmcp · otherProvides a bridge to mermaid.js for generating flowcharts, sequence diagrams, and other visualizations through natural language1 starNo one-command install · Source
24522.557wongames-damasiomcp · back-endProvides a GraphQL interface to retrieve video game data from Strapi CMS, enabling filtered access to game collections, pricing information, and…1 starNo one-command install · Source
24622.557palolxx-gemini-thinkingmcp · back-endIntegrates with Google's Gemini API to provide analytical thinking capabilities that break down complex problems into sequential thoughts with…1 starNo one-command install · Source
24722.557packetnomad-linearmcp · otherIntegrates with Linear's issue tracking system for creating, retrieving, updating, and managing issues, comments, projects, and team workflows with…1 starNo one-command install · Source
24822.557jmartin82-signaturitmcp · back-endIntegrates with Signaturit API to enable electronic signature management, including creation, tracking, and workflow automation for digital document…1 starNo one-command install · Source
24922.557higress-ops-mcp-servermcp · back-endEnables comprehensive configuration and management of Higress through the Model Context Protocol, with an MCP client built on LangGraph and LangChain…1 starNo one-command install · Source
25022.557distributed-mcp-servermcp · back-endProvides tools for querying Chinese criminal law, US weather alerts, Azure pricing, and counting Chinese characters via the Model Context Protocol.1 starNo one-command install · Source
25122.557mcp-tts-servermcp · back-endEnables text-to-speech generation using the Groq API, supporting multiple audio formats and optional local playback.1 starNo one-command install · Source
25222.557changjunpark-qdrant-vector-databasemcp · databaseProvides a vector database for storing and retrieving code snippets through semantic search using Docker containers and sentence-transformers…1 starNo one-command install · Source
25322.557git-mcp-servermcp · github-vcsAn MCP server that provides tools for interacting with Git repositories, enabling AI assistants to manage repositories, branches, commits, and files…1 starNo one-command install · Source
25422.557benborla-mysql-readonlymcp · databaseProvides read-only access to MySQL databases for inspecting schemas and executing SQL queries without modifying underlying data.1 starNo one-command install · Source
25522.557spotifymcp · authIntegrates with Spotify to control music playback, search content, manage queues, and retrieve detailed information about tracks, albums, artists, and…1 starNo one-command install · Source
25622.557tanker327-uuid-generatormcp · otherGenerates timestamp-based UUID v7 identifiers that are chronologically sortable and collision-resistant, following RFC standards for reliable unique…1 starNo one-command install · Source
25722.557kunihiros-screenshotmcp · browserCapture website screenshots and save them to a file path specified by the user.1 starNo one-command install · Source
25822.557mcp-lldb-servermcp · back-endEnables AI assistants to start and manage LLDB debugging sessions, including loading programs, setting breakpoints, stepping through code, and…1 starNo one-command install · Source
25922.557brian-mwangi-africastalking-smsmcp · commsEnables sending SMS messages through Africa's Talking API with features like dynamic message customization and sender ID configuration for…1 starNo one-command install · Source
26022.557willianmarcel-github-pr-reviewer-notionmcp · github-vcsIntegrates with GitHub's API to fetch, analyze, and document pull request changes, enabling automated code reviews and maintaining documentation of…1 starNo one-command install · Source
26122.557spicedb-mcp-servermcp · back-endAn MCP server that enables LLMs to interact with SpiceDB for permission management, including querying, managing, and understanding permission systems…1 starNo one-command install · Source
26222.557dice-rollmcp · otherProvides a simple dice rolling tool that generates random rolls with customizable dice faces and quantities, returning both individual results and…1 starNo one-command install · Source
26322.557vaibhavgeek-one-inch-cross-chain-swapmcp · otherExecute cross-chain token swaps using 1inch Fusion+1 starNo one-command install · Source
26422.557zeeroiq-pet-adoption-schedulermcp · otherEnables scheduling pet adoption appointments by providing a tool that returns a future timestamp when given a pet ID and name.1 starNo one-command install · Source
26522.557kaiafunmcp · otherEnables interaction with the KaiaFun memecoin platform for listing, buying, selling, and managing tokens on the Kaia blockchain.1 starNo one-command install · Source
26622.557beatport-mcp-apimcp · back-endEnables searching for Beatport artists by name, returning structured data like names, IDs, and URLs.1 starNo one-command install · Source
26722.557omer-ayhan-custom-contextmcp · otherTransforms unstructured text into structured JSON data using customizable templates with placeholders for extracting key information and generating…1 starNo one-command install · Source
26822.557workflow-mcp-servermcp · back-endGuides agents through structured workflows with predefined steps, allowing for flexible execution via instructions and tool calls.1 starNo one-command install · Source
26922.557jackmuva-actionkit-slackmcp · authEnables interaction with Slack through ActionKit's API using TypeScript and JWT authentication, with filtered actions and user authentication via…1 starNo one-command install · Source
27022.557notion-export-mcp-servermcp · back-endEnables AI assistants to export Notion pages as markdown using Notion's unofficial API.1 starNo one-command install · Source
27122.557a2a-go-by-thinkovationmcp · ai-agentsGo implementation of A2A1 starNo one-command install · Source
27222.557saurabhdaware-abellmcp · otherEnables AI assistants to interact with Abell static site generator for retrieving syntax documentation and scaffolding complete applications through…1 starNo one-command install · Source
27322.557chuk-mcp-s3-bucket-managermcp · otherThe CHUK MCP S3 Bucket Manager is a Python-based tool for managing Amazon S3 buckets using the MCP runtime. This utility provides a simple interface…1 starNo one-command install · Source
27422.557a2a-zhworkflow · ai-agentsChinese documentation for A2A protocol1 starNo one-command install · Source
27522.557anshuldalua-illustratormcp · databaseEnables direct execution of JavaScript/ExtendScript code in Adobe Illustrator with visual feedback through screenshots, allowing vector graphics…1 starNo one-command install · Source
27622.557personality-test-mcpmcp · otherEnables AI models to administer personality tests, score responses, and provide personality type assessments, with optional integration with Ollama…1 starNo one-command install · Source
27722.557google-analytics-4-admin-mcpmcp · observabilityManages Google Analytics 4 accounts, properties, annotations, audiences, and custom dimensions through the MCP protocol.1 starNo one-command install · Source
27822.557viable-chromamcp · databaseProvides direct access to ChromaDB vector database capabilities for semantic search and document management with customizable parameters for…1 starNo one-command install · Source
27922.557ai-sticky-notesmcp · back-endLightweight MCP server for adding, reading, and summarizing sticky notes persisted in a local file.1 starNo one-command install · Source
28022.557symbol-blockchainmcp · back-endEnables interaction with the Symbol blockchain for querying account information, transaction data, and block details through automatically generated…1 starNo one-command install · Source
28122.557simple-mcp-user-servermcp · back-endProvides tools for retrieving user data, including listing all users and fetching a specific user by name.1 starNo one-command install · Source
28222.557rossja-asnlookupmcp · otherProvides network analysis tools for security professionals, enabling IP address lookups with ASN information and organization details for incident…1 starNo one-command install · Source
28322.557volcengine-mcp-servermcp · back-endMCP server that exposes Volcengine OpenAPI as tools, enabling AI agents to interact with Volcengine services like IAM.1 starNo one-command install · Source
28422.557rierinomcp · back-endEnables organizations to expose existing APIs, event processing, or CDC flows as MCP tools while maintaining security policies and user roles through…1 starNo one-command install · Source
28522.557alphavantage-mcp-servermcp · back-endEnables AI agents to access financial data and perform analysis by exposing AlphaVantage API endpoints as MCP tools, including company overview…1 starNo one-command install · Source
28622.557streen9-terminalmcp · observabilityProvides a secure interface for executing commands, managing processes, and retrieving outputs in terminal or PowerShell environments, with robust…1 starNo one-command install · Source
28722.557mixpanel-mcp-servermcp · back-endEnables AI assistants to track events, page views, user signups, and update user profiles in Mixpanel.1 starNo one-command install · Source
28822.557dino65-yahoo-financemcp · back-endIntegrates with Yahoo Finance's APIs and databases to enable market data retrieval, portfolio management, transaction processing, and financial…1 starNo one-command install · Source
28922.557search-docs-mcpmcp · searchEnables semantic search across multiple AI library documentations to keep coding assistants up-to-date.1 starNo one-command install · Source
29022.557mcp-server-searxngmcp · back-endA privacy-friendly web search MCP server using SearXNG, enabling searches across multiple engines and categories.1 starNo one-command install · Source
29122.557agentic-ai-planning-and-reasoning-mcpmcp · ai-agentsMCP server for step-by-step mathematical reasoning and planning, enabling AI agents to execute calculations and perform GUI actions like opening…1 starNo one-command install · Source
29222.557happiness-agentmcp · ai-agentsAgent focused on wellness and happiness1 starNo one-command install · Source
29322.557anurag-dhamala-os-infomcp · observabilityProvides real-time system information about the host computer, including CPU, memory, operating system, disk, battery, and process details for…1 starNo one-command install · Source
29422.557a2a-adk-crewai-implementationmcp · ai-agentsImplementation combining ADK and CrewAI with A2A1 starNo one-command install · Source
29522.557a2a-by-dwoodardmcp · ai-agentsA2A implementation1 starNo one-command install · Source
29622.557arc-mcp-servermcp · back-endBridges AI models with the ARC enterprise framework, enabling documentation search, API integration, code generation, and deployment assistance for…1 starNo one-command install · Source
29722.557felixwu1110-pubmed-medical-literaturemcp · searchEnables search, retrieval, and analysis of academic medical literature through the NCBI PubMed database with formatted citations and researcher…1 starNo one-command install · Source
29822.557a2a-go-by-sammcjmcp · ai-agentsAnother Go implementation of A2A protocol1 starNo one-command install · Source
29922.557oreilly-content-searchmcp · back-endConnects to O'Reilly Media's content search API for discovering relevant books, articles, and technical resources with detailed metadata and filtering…1 starNo one-command install · Source
30022.557clarity-mcp-servermcp · back-endEnables AI assistants to call web APIs extracted from HAR files, turning browser traffic into MCP tools.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