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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
480179.667alexai-mcp-channel-memorymcp · commsStores Discord and Telegram channel messages locally for persistent memory across Claude Code sessions.22 stars · 9 forksNo one-command install · Source
480179.667yosider-cosensemcp · searchIntegrates with cosense to enable retrieval and analysis of project pages for knowledge base querying and collaborative document processing.22 stars · 9 forksNo one-command install · Source
480179.667bartwisch-programming-guidelines-managermcp · otherIntegrates with development tools to enforce consistent coding standards by managing and serving programming guidelines and rules across projects.22 stars · 9 forksNo one-command install · Source
480479.623agentgatemcp · commsHuman-in-the-loop approval gateway for agent tool calls: agents request, policies decide, humans approve via Slack/Discord/web — with an…33 stars · 4 forksNo one-command install · Source
480479.623contrastcybermcp · ai-agentsFree security intelligence tools for AI agents including CVE lookup, OSINT, threat intel, and code security.33 stars · 4 forksNo one-command install · Source
480479.623unifi-applications-kallistoxmcp · back-endExposes UniFi API documentation for Network, Protect, and Site Manager as queryable tools with endpoint search, schema inspection, and code examples.33 stars · 4 forksNo one-command install · Source
480479.623clo3d-mcp-servermcp · back-endEnables AI assistants to control CLO3D for pattern creation, fabric swapping, simulation, and model export via natural language commands.33 stars · 4 forksNo one-command install · Source
480479.623nurture-tech-unity-editormcp · otherIntegrates with Unity game engine to enable automated game development tasks, asset management, and Unity project analysis through direct workflow…33 stars · 4 forksNo one-command install · Source
480479.623ui-layouts-mcpmcp · front-endEnables AI assistants to search, understand, and retrieve UI components from ui-layouts.com through tools like search, documentation, metadata, and…33 stars · 4 forksNo one-command install · Source
480479.623octagonai-vc-agentsmcp · back-endSimulate top venture capitalists for realistic deal diligence, negotiation advice, and API-driven insights. The roster includes Reid Hoffman, Josh…33 stars · 4 forksNo one-command install · Source
481179.617conduitmcp · back-endIntegrates with Phabricator and Phorge APIs to enable task management, code review operations, repository access, and project automation through the…7 stars · 14 forksNo one-command install · Source
481179.617crawlab-team-crawlabmcp · browserIntegrates with Crawlab to enable AI-driven web scraping, task automation, and data extraction workflows through spider management, file operations…7 stars · 14 forksNo one-command install · Source
481379.608paiml-rashmcp · otherRust-to-shell transpiler with formal correctness guarantees40 stars · 3 forksNo one-command install · Source
481379.608cypress-cloudmcp · otherAccess Cypress test results and accessibility reports directly in your AI workflow.40 stars · 3 forksNo one-command install · Source
481379.608joshuadavidthomas-django-shellmcp · back-endProvides a stateful Python shell environment specifically configured for Django development, enabling execution of Django ORM operations, model…40 stars · 3 forksNo one-command install · Source
481679.601sonilo-mcpmcp · back-endAn MCP (Model Context Protocol) server that exposes Sonilo's licensed music and sound-effects API to MCP-compatible clients (Claude Code, Claude…53 stars · 2 forksNo one-command install · Source
481779.589danielcy-coze-openclawmcp · otherBridges Coze workflow automation with MCP clients for listing, executing, and managing Coze workflows through conversational interfaces.97 stars · 1 forkNo one-command install · Source
481879.580ignfab-geoportailmcp · otherIntegrates with French Géoportail services to provide geocoding, altitude lookup, administrative boundaries, cadastral data, and urban planning…26 stars · 6 forksNo one-command install · Source
481879.580phisanti-mcprmcp · ai-agentsModel Context Protocol for R: enables AI agents to participate in interactive live R sessions.26 stars · 6 forksNo one-command install · Source
481879.580joplin-mcpmcp · back-endModel Context Protocol (MCP) server for Joplin note-taking app, enabling AI to read, search, and modify notes via sandboxed scripts.26 stars · 6 forksNo one-command install · Source
481879.580yelpmcp · back-endIntegrates with Yelp's Fusion AI API to provide business search, detailed information retrieval, and restaurant reservation booking with…26 stars · 6 forksNo one-command install · Source
481879.580seandavi-ontology-lookup-servicemcp · back-endIntegrates with the Ontology Lookup Service API to search biomedical ontology terms, retrieve detailed ontology information, explore term hierarchies…26 stars · 6 forksNo one-command install · Source
482379.560codex-mcp-toolmcp · ai-agentsalso listed as x51xxx-codex-cli-bridgeMCP server connecting Claude/Cursor to Codex CLI, enabling code analysis via @ file references, multi-turn conversations, sandboxed edits, and…24 stars · 7 forksNo one-command install · Source
482379.560web-search-mcp-2mcp · searchProvides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical…24 stars · 7 forksNo one-command install · Source
482379.560gh-yantrikos-yantrikdbmcp · ai-agentsCognitive memory system providing semantic recall, knowledge graphs, and contradiction detection for agent context management.24 stars · 7 forksNo one-command install · Source
482379.560igmarin-rails-agent-skillsmcp · ai-agentsCurated library of 42 Rails agent skills and 5 workflows enforcing test-driven development practices for AI coding assistants.24 stars · 7 forksNo one-command install · Source
482379.560adonaivera-fiftyonemcp · otherControl FiftyOne computer vision datasets through MCP tools24 stars · 7 forksNo one-command install · Source
482379.560streamnative-pulsar-kafkamcp · devopsBridges AI systems with Apache Pulsar/Kafka messaging infrastructure, enabling natural language management of topics, subscriptions, schemas, and…24 stars · 7 forksNo one-command install · Source
482379.560pomazanbohdan-memory-mcp-1filemcp · ai-agentsA self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based…24 stars · 7 forksNo one-command install · Source
482379.560jakedismo-kuzumemmcp · ai-agentsProvides distributed graph memory storage for coding agents using KuzuDB with structured development workflow states, unified tools for architectural…24 stars · 7 forksNo one-command install · Source
482379.560modelscope-mcp-servermcp · back-endEnables AI agents and chatbots to access ModelScope's ecosystem of AI resources, including image generation, resource discovery, and more through…24 stars · 7 forksNo one-command install · Source
482379.560fegis-schema-driven-memorymcp · ai-agentsCompile YAML into semantic LLM tools with structured memory and an emergent knowledge graph.24 stars · 7 forksNo one-command install · Source
482379.560lethienhoavn-auto-causal-inferencemcp · databaseAutomates causal inference analysis on SQLite banking data by using LLM-guided variable classification to generate causal graphs and estimate Average…24 stars · 7 forksNo one-command install · Source
482379.560tailscale-mcp-echomcp · back-endAn identity-aware MCP server that runs inside a Tailscale tailnet, using Tailscale's identity headers to provide user-specific functionality such as…24 stars · 7 forksNo one-command install · Source
482379.560ritvij14-crawl4aimcp · searchIntegrates web scraping and crawling capabilities with tools for single-page content extraction, metadata retrieval, and Google search functionality…24 stars · 7 forksNo one-command install · Source
482379.560memory-libsqlmcp · ai-agentsHigh-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL24 stars · 7 forksNo one-command install · Source
483879.541jschuller-servicenowmcp · authServiceNow integration with 18 tools for incidents, CMDB, and update sets with OAuth 2.1 support.16 stars · 11 forksNo one-command install · Source
483879.541gofireflyio-firefly-mcpmcp · otherIntegrates, discovers, manages, and codifies cloud resources with [Firefly](https://firefly.ai).16 stars · 11 forksNo one-command install · Source
483879.541pokemon-datamcp · back-endProvides a bridge to Pokémon data, enabling interaction with comprehensive information about species, abilities, moves, and game mechanics through…16 stars · 11 forksNo one-command install · Source
483879.541aci-labs-ms-fabricmcp · back-endIntegrates with Microsoft Fabric APIs to explore and document data assets including workspaces, lakehouses, warehouses, tables, and semantic models…16 stars · 11 forksNo one-command install · Source
483879.541buryhuang-unipilemcp · commsIntegrates with Unipile to provide unified access to messages across LinkedIn, WhatsApp, Instagram, Messenger, and Telegram, enabling efficient…16 stars · 11 forksNo one-command install · Source
484379.455polymarket-data-by-polymarketscanmcp · observabilityReal-time Polymarket analytics for AI agents. Query live prediction market data including whale trades, market odds, trader profiles, and…39,483 installsNo commit datelisted No one-command install · Source
484479.447alien-id-agent-ididentity · authUse when each agent needs its own keypair so its actions can be signed and later attributed.39 stars · 3 forksNo one-command install · Source
484479.447rms-memory-mcpmcp · ai-agentsPersistent, local, cross-IDE memory for AI agents — markdown source of truth, LanceDB-powered semantic search, zero cloud dependency39 stars · 3 forksNo one-command install · Source
484679.434lars-hagen-slack-usermcp · front-endIntegrates with Slack workspaces to enable user-level interactions like messaging, reactions, and channel management without bot permissions.11 stars · 12 forksNo one-command install · Source
484679.434awx-mcp-servermcp · ai-agentsalso listed as gh-surgex-labs-awxIndustry-standard MCP server for AWX/AAP/Ansible Tower automation, enabling AI agents to manage job templates, launch and monitor jobs, and handle…11 stars · 12 forksNo one-command install · Source
484679.434aallsbury-qb-timemcp · back-endIntegrates with QuickBooks Time API to provide unified access for managing timesheets, users, projects, and generating reports.11 stars · 12 forksNo one-command install · Source
485079.393norikae-mcpmcp · back-endMCP server for searching Japanese train routes using Yahoo! Transit data, enabling station-to-station route planning with optional via stations, time…28 stars · 5 forksNo one-command install · Source
485079.393hijaz-postmancermcp · back-endalso listed as postmancerA MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.28 stars · 5 forksNo one-command install · Source
485079.393promptly-structured-thinkingmcp · ai-agentsStructures reasoning processes through defined thought stages, managing a history of thoughts with metadata for transparent, step-by-step problem…28 stars · 5 forksNo one-command install · Source
485479.391enquire-mcpmcp · ai-agentsMCP server that exposes a local Obsidian vault as persistent, searchable memory for AI agents, with hybrid retrieval, reranker, and PDF support.32 stars · 4 forksNo one-command install · Source
485479.391tacosyhorchata-pilotmcp · browserFast browser automation for AI agents with persistent Chromium, ref-based interaction, and cookie import.32 stars · 4 forksNo one-command install · Source
485479.391dlhellme-telegrammcp · back-endIntegrates with Telegram channels and groups through web scraping and official API to extract posts, channel information, and perform searches with…32 stars · 4 forksNo one-command install · Source
485779.377alexey-pelykh-lhremotemcp · back-endOpen-source CLI and MCP server for LinkedHelper automation — 32 tools for campaign management, messaging, and profile queries via Chrome DevTools…15 stars · 11 forksNo one-command install · Source
485779.377kukapay-crypto-news-mcpmcp · ai-agentsAn MCP server that provides real-time cryptocurrency news sourced from NewsData for AI agents.15 stars · 11 forksNo one-command install · Source
485779.377sammcj-snykmcp · github-vcsIntegrates with Snyk CLI to scan GitHub repositories and Snyk projects for security vulnerabilities directly within conversations, enabling developers…15 stars · 11 forksNo one-command install · Source
486079.365pipeworx-gatewaymcp · back-endLive data for AI agents. 250+ data sources, 900+ tools. Ask questions in plain English with ask_pipeworx — trade flows, SEC filings, drug safety…419,019 installsNo commit datelisted No one-command install · Source
486179.314schema-org-mcpmcp · back-endMCP server enabling AI assistants to explore schema.org types, generate JSON-LD examples, validate structured data, and navigate the complete ontology…21 stars · 9 forksNo one-command install · Source
486179.314feiskyer-kubernetesmcp · devopsEnables direct Kubernetes cluster management through kubectl command execution, providing a bridge for real-time resource administration within…21 stars · 9 forksNo one-command install · Source
486179.314ws-mcpmcp · back-endWrap MCP servers with a WebSocket (for use with [kitbitz](https://github.com/nick1udwig/kibitz))21 stars · 9 forksNo one-command install · Source
486179.314vertexstudio-developermcp · ai-agentsComprehensive developer tools for file editing, shell command execution, and screen capture capabilities21 stars · 9 forksNo one-command install · Source
486179.314regismesquita-a2a-bridgemcp · ai-agentsBridges Claude Desktop with A2A protocol agents, enabling seamless communication and extending capabilities through agent registration, listing, and…21 stars · 9 forksNo one-command install · Source
486179.314saintdoresh-crypto-tradermcp · back-endProvides real-time cryptocurrency market data through CoinGecko API for accessing prices, market information, historical charts, search functionality…21 stars · 9 forksNo one-command install · Source
486179.314magnetai-free-usdc-transfer-basemcp · otherEnables feeless USDC transfers on the Base blockchain through Coinbase CDP's MPC wallet integration, providing secure wallet creation and…21 stars · 9 forksNo one-command install · Source
486179.314jacck-ortoolsmcp · observabilityIntegrates Google's OR-Tools to solve constraint satisfaction and optimization problems for decision-making in logistics and operations research.21 stars · 9 forksNo one-command install · Source
486979.286lunomcp · back-endBridges AI systems with the Luno cryptocurrency exchange API for trading operations, market data retrieval, and account management with automatic…25 stars · 6 forksNo one-command install · Source
486979.286you-com-mcp-servermcp · back-endalso listed as youcomEnables AI agents to perform real-time web search, research, and content extraction using You.com's search infrastructure, with a free tier available.25 stars · 6 forksNo one-command install · Source
486979.286jentic-toolsmcp · back-endEnables AI assistants to discover and execute external APIs and workflows through a Python SDK that leverages the Open Agentic Knowledge repository…25 stars · 6 forksNo one-command install · Source
486979.286jktfe-servemyapimcp · back-endA personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.25 stars · 6 forksNo one-command install · Source
486979.286powershell-mcp-servermcp · ai-agentsA comprehensive Model Context Protocol (MCP) server that enables Claude and other LLM applications to execute PowerShell commands, scripts, and…25 stars · 6 forksNo one-command install · Source
486979.286jordandalton-doordash-drivemcp · back-endProvides a bridge to the DoorDash Drive API for managing delivery services, creating quotes, handling business operations, and store management…25 stars · 6 forksNo one-command install · Source
486979.286secretiveshell-awesome-llms-txtmcp · ai-agentsIntegrates with Awesome-llms-txt to enhance conversations by incorporating relevant documentation snippets for improved technical support, code…25 stars · 6 forksNo one-command install · Source
487779.264bharatlas-mcpmcp · searchDescription: Query India's open geo data in natural language. 8 tools: list layers, inspect schemas, filter/group any column, point-in-polygon locate…38 stars · 3 forksNo one-command install · Source
487779.264gguimcp · ai-agentsEnables AI agents to generate and serve ephemeral, interactive user interfaces over MCP through natural language descriptions.38 stars · 3 forksNo one-command install · Source
487779.264pluginslab-wp-block-markupmcp · searchalso listed as wp-blockmarkup-mcpWordPress Gutenberg block schema indexing and validation for 121 core blocks.38 stars · 3 forksNo one-command install · Source
488179.238officeagent-netmcp · ai-agentsMCP server that lets agents edit real Microsoft Word (.docx) documents - tracked changes, tables, styles, comments, content controls, and document…22 stars · 8 forksNo one-command install · Source
488179.238crowmcp · ai-agentsAI-powered project management with persistent memory, encrypted P2P sharing, and 20+ integrations, enabling your AI assistant to manage projects…22 stars · 8 forksNo one-command install · Source
488179.238overseer66-comfyuimcp · otherProvides a bridge between AI systems and ComfyUI's image generation capabilities, enabling text-to-image creation with customizable parameters through…22 stars · 8 forksNo one-command install · Source
488179.238qianniuspace-sentrymcp · observabilityIntegrates with Sentry.io for retrieving and analyzing error reports, stacktraces, and debugging information, enabling developers and support teams to…22 stars · 8 forksNo one-command install · Source
488179.238twitter-searchmcp · observabilityEnables Claude to search Twitter with natural language queries, filtering by keywords, users, dates, and engagement metrics with formatted markdown…22 stars · 8 forksNo one-command install · Source
488179.238noahgsolomon-pumpfunmcp · otherEnables direct interaction with the Pump.fun platform on Solana blockchain for creating, buying, and selling tokens with customizable parameters and…22 stars · 8 forksNo one-command install · Source
488779.208asynkormcp · ai-agentsCoordination layer for AI coding agents working on the same codebase. Adds file locks, shared project memory, and cross-machine file sync so Claude…50 stars · 2 forksNo one-command install · Source
488779.208vladyslavmykhailyshyn-ukrainian-statisticsmcp · back-endIntegrates with Ukraine's State Statistics Service SDMX API to provide access to official government statistical data across energy, trade, and…50 stars · 2 forksNo one-command install · Source
488979.196wa-mcpmcp · back-endWhatsApp MCP server that exposes messaging, groups, contacts, and profile management as tools and resources for AI agents, supporting Baileys and Meta…20 stars · 10 forksNo one-command install · Source
489079.183sap-mcpmcp · otherUse the SAP MCP Wizard or install the library from the npm registry to automatically create and configure a Solana/SAP wallet via…34,350 installsNo commit datelisted No one-command install · Source
489179.174thunderboltsid-nutanix-prismmcp · back-endBridges to Nutanix's Prism Central API, enabling infrastructure teams to query and monitor virtualized resources like VMs, clusters, hosts, and…14 stars · 11 forksNo one-command install · Source
489179.174cam10001110101-outlook-emailmcp · databaseIntegrates with Outlook to provide email processing, semantic search, and metadata storage capabilities using MongoDB and SQLite, enabling advanced…14 stars · 11 forksNo one-command install · Source
489179.174kukapay-hyperliquid-whalealert-mcpmcp · back-endAn MCP server that provides real-time whale alerts on Hyperliquid, flagging positions with a notional value exceeding $1 million.14 stars · 11 forksNo one-command install · Source
489179.174dcspark-heliusmcp · back-endIntegrates with the Helius API to provide real-time Solana blockchain data access, enabling wallet balance checks and block height retrieval for…14 stars · 11 forksNo one-command install · Source
489179.174mcp-server-for-snowflakemcp · databaseEnables read-only querying of Snowflake databases through Claude, supporting multiple authentication methods and SQL operations like SELECT, SHOW…14 stars · 11 forksNo one-command install · Source
489179.174marcoeg-nvdmcp · databaseProvides access to the NIST National Vulnerability Database through get_cve and search_cve tools for retrieving and searching CVE records with…14 stars · 11 forksNo one-command install · Source
489779.170arcamcpmcp · back-endMCP server for automating AFIP/ARCA electronic invoicing, certificate management, and Web Service authorization in Argentina.23 stars · 7 forksNo one-command install · Source
489779.170neusmcp · authHosted MCP for NEUS verifiable proof receipts, agent verification flows, and identity proofs.23 stars · 7 forksNo one-command install · Source
489779.170hypersequent-qaspheremcp · ai-agentsIntegration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs.23 stars · 7 forksNo one-command install · Source
489779.170lightdash-mcp-servermcp · back-endA Model Context Protocol server for interacting with Lightdash, enabling AI assistants to discover data, create charts, and manage dashboards…23 stars · 7 forksNo 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