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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
60197.3609minhalvp-androidmcp · front-endIntegrates with Android Debug Bridge (ADB) to enable remote control, testing, and analysis of Android devices, offering capabilities like package…806 stars · 93 forksNo one-command install · Source
60297.3587hound-web-mcpmcp · back-endHound MCP Servers Gives your agent actually good fetch + Search for 0$, no catch, no api keys or free tiers, fully free.864 stars · 78 forksNo one-command install · Source
60397.3517sirkirby-unifimcp · otherAI-powered management for UniFi Network, Protect, and Access controllers.772 stars · 99 forksNo one-command install · Source
60497.3328arinspunk-claude-talk-to-figmamcp · front-endEnables direct control over Figma designs through WebSocket communication for document inspection, element creation and modification, text…653 stars · 129 forksNo one-command install · Source
60597.3314wyckoff-trading-agent-mcp-servermcp · back-endProvides 10 tools for Wyckoff volume-price analysis across A-shares, Hong Kong, and US stocks, enabling natural language interactions for stock…593 stars · 185 forksNo one-command install · Source
60697.3164artokun-comfyuimcp · ai-agentsMCP server and Claude Code plugin for ComfyUI: run workflows, generate images, and manage models.711 stars · 109 forksNo one-command install · Source
60797.3147guangxiangdebizi-finance-market-datamcp · otherProvides real-time financial data and news through tools for stock market information, market indices tracking, and financial news updates658 stars · 120 forksNo one-command install · Source
60897.3144rahilp-second-brainmcp · databaseSelf-hosted semantic memory MCP server on Cloudflare Workers with vector embeddings for intelligent recall and 4 tools for personal knowledge…737 stars · 102 forksNo one-command install · Source
60997.3084mark3labs-filesystem-servermcp · back-endRead, write, and manipulate local files through a controlled API.679 stars · 112 forksNo one-command install · Source
61097.3081ckreiling-mcp-server-dockermcp · back-endManage Docker containers, bridged by the Docker SDK for Python.742 stars · 99 forksNo one-command install · Source
61197.3076tidewave-phoenixmcp · ai-agentsBetter agentic Elixir Phoenix development, runtime-level tools for your agent to talk to your running app.847 stars · 74 forksNo one-command install · Source
61297.3046osomai-servicenowmcp · otherProvides a bridge to ServiceNow ITSM functionality for managing incidents, service catalogs, change requests, workflows, and changesets through…297 stars · 227 forksNo one-command install · Source
61397.2843ralph-wiggum-marketerworkflow · ai-agentsA Claude Code plugin that provides an autonomous AI copywriter: research agents gather market knowledge into custom knowledge bases, and a Ralph loop…774 stars · 85 forksNo one-command install · Source
61497.2745kruskal-labs-toolfrontmcp · databaseProvides unified access to multiple database types including PostgreSQL, MySQL, SQLite, DuckDB, BigQuery, and Snowflake with tools for schema…871 stars · 67 forksNo one-command install · Source
61597.2728tufantunc-ssh-mcpmcp · ai-agentsMCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH…680 stars · 104 forksNo one-command install · Source
61697.2708golfmcp · ai-agentsEasiest framework for building MCP servers with automatic discovery of tools, prompts, and resources, plus enterprise-grade authentication and…839 stars · 70 forksNo one-command install · Source
61797.2665mikechambers-adobe-creative-suitemcp · front-endBridges Adobe Creative Suite applications including Photoshop, Premiere Pro, and InDesign through WebSocket connections and UXP plugins, enabling…691 stars · 101 forksNo one-command install · Source
61897.2628revamcp · back-endA Ghidra MCP server that enables AI language models to interact with Ghidra for reverse engineering tasks, providing small, context-efficient tools to…822 stars · 72 forksNo one-command install · Source
61997.2560solomdmcp · ai-agentsA free, open-source Markdown editor with a bundled MCP server (stdio, read-only): point Claude, Cursor, or any MCP client at your notes vault for…973 stars · 59 forksNo one-command install · Source
62097.2545phpmcp · ai-agentsPHP implementation that enables PHP applications to expose methods as tools, prompts, and resources through attribute-based annotations with support…865 stars · 66 forksNo one-command install · Source
62197.2522cyanheads-obsidianmcp · searchEnables interaction with Obsidian vaults for file operations, content search, and metadata management, facilitating note-taking and knowledge base…674 stars · 102 forksNo one-command install · Source
62297.2482steipete-macos-automatormcp · otherAutomates macOS tasks through AppleScript and JavaScript for Automation with a rich library of pre-defined scripts for application control, file…874 stars · 65 forksNo one-command install · Source
62397.2481us-crwmcp · browserLightweight web scraper and crawler built in Rust, designed as a Firecrawl alternative for AI agents.907 stars · 63 forksNo one-command install · Source
62497.2446fofamapmcp · ai-agentsA MCP-enabled asset mapping and vulnerability scanning agent with AI self-reflection, allowing natural language queries and automated scanning…713 stars · 95 forksNo one-command install · Source
62597.2438google-cloud-runmcp · devopsDeploys applications to Google Cloud Run through automated containerization, project setup, and service management with support for both local files…627 stars · 119 forksNo one-command install · Source
62697.2401cso1z-feishumcp · back-endIntegrates with Feishu (Lark) to enable document retrieval, messaging, and collaborative features directly within workplace conversations through a…741 stars · 87 forksNo one-command install · Source
62797.238724mlight-a-share-financial-datamcp · searchProvides financial data tools for Chinese stock market analysis through the Baostock API, enabling retrieval of historical prices, financial reports…646 stars · 111 forksNo one-command install · Source
62897.2371stevenstavrakis-obsidianmcp · otherIntegrates with Obsidian to enable natural language-based note creation, editing, and management within vaults.731 stars · 92 forks · 1 mentionNo one-command install · Source
62997.2233tuananh-hypermcp · back-endEnhance this server with plugins written in any WebAssembly-compatible programming language.880 stars · 63 forksNo one-command install · Source
63097.2188context-portalmcp · databaseDatabase-backed project memory management system that stores decisions, progress tracking, and system patterns in a queryable knowledge graph with…765 stars · 78 forksNo one-command install · Source
63197.2153dbtmcp · otherProvides a bridge between dbt (data build tool) resources and natural language interfaces, enabling execution of CLI commands, discovery of model…602 stars · 127 forksNo one-command install · Source
63297.2149hyperbrowser-mcpmcp · back-endHyperbrowser cloud browser MCP server. It gives agents access to scalable headless Chrome sessions with built-in stealth, CAPTCHA solving, residential…789 stars · 73 forksNo one-command install · Source
63397.2044novamiramcp · devopsWordPress plugin that gives AI agents full access to WordPress through PHP execution, filesystem operations, and crash-recoverable sandboxing.647 stars · 103 forksNo one-command install · Source
63497.2028yuniko-software-minecraft-botmcp · otherEnables AI control of Minecraft bots through Mineflayer-based tools for movement, block manipulation, inventory management, and environment…715 stars · 86 forksNo one-command install · Source
63597.2014genomoncology-biomcpmcp · databaseIntegrates with biomedical databases including ClinicalTrials.gov, PubMed, and MyVariant.info to provide structured access to clinical trials…622 stars · 113 forksNo one-command install · Source
63697.2002claude-code-elcli · ai-agentsAn Emacs interface for Claude Code CLI.743 stars · 79 forksNo one-command install · Source
63797.1920dataeval-dingomcp · ai-agentsMCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation…752 stars · 77 forksNo one-command install · Source
63897.1733tuanle96-mcp-odoomcp · ai-agentsProduction-grade MCP server for Odoo ERP (16-19) with zero Odoo-side install. 24 tools across read, write (approval-token gated), diagnose, migrate…400 stars · 184 forksNo one-command install · Source
63997.1664damms005-devdbmcp · back-endExposes database tables and schemas via HTTP endpoints, allowing tools to query database structure without direct database access for…1,431 stars · 39 forksNo one-command install · Source
64097.1622redismcp · databaseProvides a natural language interface to Redis databases, enabling operations on various data structures with tools for vector similarity search…613 stars · 110 forksNo one-command install · Source
64197.1597agentic-mcp-tools-memoramcp · ai-agentsPersistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.726 stars · 78 forksNo one-command install · Source
64297.1595cyproxio-security-toolsmcp · databaseBridges popular security tools (Nmap, Masscan, SQLMap, FFUF) with external systems for network scanning, port discovery, SQL injection testing, and…633 stars · 100 forksNo one-command install · Source
64397.1580vercel-nextjs-devtoolsmcp · front-endDevelopment tools and runtime diagnostics for Next.js projects816 stars · 64 forksNo one-command install · Source
64397.1580chromamcp · databaseIntegrates with Chroma vector database to enable collection management, document operations, and vector search capabilities for knowledge bases and…588 stars · 118 forksNo one-command install · Source
64597.1559controlplaneio-flux-gitopsmcp · devopsProvides a bridge between Kubernetes GitOps operations and Flux CD ecosystem, enabling debugging, resource management, and workflow troubleshooting…744 stars · 73 forksNo one-command install · Source
64697.1502mem-agent-mcpmcp · ai-agentsMCP server for the driaforall/mem-agent model that enables interaction with an obsidian-like memory system through apps like Claude Desktop or LM…627 stars · 100 forksNo one-command install · Source
64797.1398emailmdmcp · commsRenders markdown into email-safe HTML that holds up in Outlook and Gmail, lints drafts for deliverability problems, and returns a live preview link…1,345 stars · 40 forksNo one-command install · Source
64897.1362taibumcp · otherEnables traditional Chinese metaphysics tools like Bazi, Ziwei, and Qimen via MCP, integrating AI analysis for divination and fortune-telling.584 stars · 116 forksNo one-command install · Source
64997.1240sonarsource-sonarqubemcp · observabilityIntegrates with SonarQube and SonarCloud platforms for code quality analysis, issue management, metrics retrieval, quality gate monitoring, and system…636 stars · 94 forksNo one-command install · Source
65097.1210google-search-mcp-server-2mcp · back-endProvides real-time Google search capabilities to AI assistants like Claude, bypassing anti-scraping mechanisms.621 stars · 98 forksNo one-command install · Source
65197.1191yurineko73-godot-mcp-nativemcp · back-endGodot Engine plugin that runs an MCP server natively inside the editor, exposing 154 tools for node operations, script editing, scene management, and…749 stars · 68 forksNo one-command install · Source
65297.1177makafeli-n8n-workflow-buildermcp · otherEnables creation and management of n8n workflows for simplified automation and integration tasks.544 stars · 128 forksNo one-command install · Source
65397.1115abhiemj-manim-mcp-servermcp · front-endA local MCP server that generates animations using Manim.638 stars · 89 forksNo one-command install · Source
65497.1112princeton-nlp-webshopeval · ai-agentsContributed by Sentinel[NeurIPS 2022] 🛒WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents589 stars · 107 forks · 3 mentionsStaleNo one-command install · Source
65597.1090xero-accountingmcp · authProvides a bridge to the Xero accounting API, enabling financial data interactions and accounting operations through OAuth2 custom connections for…358 stars · 180 forksNo one-command install · Source
65697.1086misakanetmcp · ai-agentsAgent failure memory network. Search 235+ verified debugging lessons from real engineering sessions. Includes guided prompts for failure triage and…432 stars · 170 forksNo one-command install · Source
65797.1040openbnb-airbnbmcp · searchIntegrates with Airbnb to enable vacation rental search and detailed property information retrieval without requiring API keys544 stars · 125 forksNo one-command install · Source
65897.0916modal-labs-modal-clientinfra · devopsContributed by SentinelModal — serverless GPU/CPU containers for running agents, sandboxes and model inference from Python (this is the client SDK).518 stars · 132 forks · 11 mentionsNo one-command install · Source
65997.0877devopnessmcp · devopsDeploy applications and infrastructure to any cloud provider in minutes449 stars · 165 forksNo one-command install · Source
66097.0849arcadeai-blueprintmcp · otherGenerates technical diagrams from text descriptions using image generation with asynchronous job management731 stars · 68 forksNo one-command install · Source
66197.0846antfu-nuxtmcp · front-endIntegrates with Nuxt.js projects to provide development workflow automation, project scaffolding, and configuration management for Vue.js web…909 stars · 51 forksNo one-command install · Source
66297.0835ivnvxd-odoomcp · searchConnects to Odoo ERP systems via XML-RPC to enable searching, reading, creating, updating, and deleting business records with smart field optimization…381 stars · 173 forksNo one-command install · Source
66397.0712kimtaeyoon83-youtube-transcriptsmcp · otherExtract and analyze video captions and subtitles in multiple languages.590 stars · 98 forksNo one-command install · Source
66497.0696sbroenne-excelmcp · otherAutomates Microsoft Excel through Windows COM with comprehensive operations for Power Query, DAX, PivotTables, and VBA649 stars · 78 forksNo one-command install · Source
66597.0680jtang613-ghidra-assistmcp · otherIntegrates with Ghidra's analysis framework to provide binary reverse engineering capabilities including function decompilation, disassembly…732 stars · 66 forksNo one-command install · Source
66697.0562stumason-coolifymcp · back-endIntegrates with Coolify to enable natural language management of servers, projects, applications, and databases through the Coolify API, allowing…603 stars · 93 forksNo one-command install · Source
66797.0552akuity-argocdmcp · devopsIntegrates with Argo CD to enable natural language management of Kubernetes GitOps applications, resources, and deployments without switching context…564 stars · 106 forksNo one-command install · Source
66897.0507wjc9011-comsol-multiphysicsmcp · otherCOMSOL Multiphysics simulation control through the MPh Python library.683 stars · 68 forksNo one-command install · Source
66997.0414cantian-ai-bazi-astrologymcp · otherProvides a bridge to Chinese BaZi astrology calculations, enabling fortune-telling and personality analysis based on birth date and time without…427 stars · 162 forksNo one-command install · Source
67097.0261m365-assistant-mcp-servermcp · back-endConnects Claude with Microsoft 365 services including Outlook, OneDrive, and Power Automate, enabling email, calendar, files, and flow management…434 stars · 160 forksNo one-command install · Source
67197.0120kodymcp · ai-agentsKody is an MCP server that gives AI agents a portable home for memory, keys, code, and automations on Cloudflare Workers. It offers a compact tool…678 stars · 66 forksNo one-command install · Source
67297.0116xactions-mcp-servermcp · back-endEnables AI agents to automate Twitter/X interactions with over 140 tools, requiring no API key.544 stars · 103 forksNo one-command install · Source
67397.0105vshulcz-deja-vumcp · searchIndexes the session histories Claude Code, Codex CLI and opencode already write into a local searchable memory. MCP recall tools, session-start…755 stars · 60 forksNo one-command install · Source
67497.0040zinja-coder-apktoolmcp · searchProvides a bridge to the APKTool utility for analyzing and modifying Android applications, enabling decoding, editing, searching, rebuilding, and…658 stars · 67 forksNo one-command install · Source
67597.0028frappe-assistant-coremcp · observabilityMCP server that enables LLMs to interact with ERPNext/Frappe sites for document CRUD, search, reports, workflows, and analytics, respecting user…296 stars · 179 forksNo one-command install · Source
67697.0013spences10-sequentialthinking-toolsmcp · otherProvides structured problem-solving tools for step-by-step analysis, branching thoughts, and adaptive reasoning strategies in complex decision-making…590 stars · 85 forksNo one-command install · Source
67796.9943eat-pray-ai-youtube-data-apimcp · back-endIntegrates with YouTube Data API v3 to provide complete video management, channel operations, playlist control, analytics access, live streaming…623 stars · 75 forksNo one-command install · Source
67896.9916fablecutmcp · ai-agentsFableCut is a Premiere-style non-linear video editor that runs entirely in your browser — and exposes its whole timeline as one JSON document. Edit it…650 stars · 68 forksNo one-command install · Source
67996.9881miantiao-me-bm-mdmcp · back-endMarkdown processing server with tools for rendering, linting, parsing, and text extraction, optimized for Chinese publishing platforms like WeChat…618 stars · 76 forksNo one-command install · Source
68096.9878joinlymcp · ai-agentsEnables AI agents to join and actively participate in video calls, providing real-time interaction and meeting tools through an MCP server.566 stars · 93 forksNo one-command install · Source
68196.9861mineru-document-explorermcp · searchEnables AI agents to search, deep-read, and build knowledge bases from Markdown, PDF, DOCX, and PPTX documents via MCP tools for retrieval, document…628 stars · 72 forksNo one-command install · Source
68296.9837adobe-premiere-promcp · front-endIntegrates with Adobe Premiere Pro through ExtendScript and UXP plugin communication to enable natural language video editing commands for project…516 stars · 107 forksNo one-command install · Source
68396.9828mastanley13-gohighlevelmcp · back-endIntegrates with GoHighLevel CRM to manage contacts, conversations, blog posts, calendars, workflows, and media through comprehensive API access for…197 stars · 204 forksNo one-command install · Source
68496.9667cloudflare-workersmcp · devopsEnables MCP capabilities in Cloudflare Workers for deploying low-latency, scalable AI services at the network edge.646 stars · 67 forksNo one-command install · Source
68596.9603resend-emailmcp · back-endIntegrates with the Resend API to enable sending plain text emails with scheduling options and configurable reply-to addresses through command-line or…566 stars · 87 forksNo one-command install · Source
68696.9576lisiting01-revitmcp · back-endEnables AI interaction with Autodesk Revit models through a Node.js server that provides tools for creating, modifying, and deleting BIM objects in…454 stars · 147 forksNo one-command install · Source
68796.9432scientific-illustratormcp · back-endAn MCP server that enables creating, editing, and reviewing scientific illustrations in Microsoft PowerPoint or draw.io, prioritizing native editable…732 stars · 57 forksNo one-command install · Source
68896.9417jasonjmcghee-webmcpmcp · back-endTurn any website into an MCP server with customizable tools.789 stars · 52 forksNo one-command install · Source
68996.9405makeplane-planemcp · back-endIntegrates with Plane's project management APIs to enable creation and management of projects, issues, cycles, modules, and work logs through over 30…305 stars · 164 forksNo one-command install · Source
69096.9391trellomcp · back-endEnables Trello board interactions for task and project management using the Trello REST API.445 stars · 146 forksNo one-command install · Source
69196.9295pab1it0-prometheusmcp · observabilityConnects AI systems to Prometheus monitoring infrastructure for executing PromQL queries, discovering metrics, and retrieving target metadata to…513 stars · 100 forksNo one-command install · Source
69296.9278renderdoc-mcp-servermcp · back-endEnables AI assistants to access RenderDoc capture data and assist in graphics debugging via a file-based IPC bridge.486 stars · 111 forksNo one-command install · Source
69396.9211levnikolaevich-hex-researchmcp · otherResearch graph tools for hypotheses, goals, experiment runs, source quality audits, and generated maps.556 stars · 83 forksNo one-command install · Source
69496.9172yahoo-finance-mcp-2mcp · searchEnables retrieval of comprehensive financial data from Yahoo Finance, including stock prices, company info, financial statements, options, and news…346 stars · 158 forksNo one-command install · Source
69596.9094automation-ai-labs-openapi-linkmcp · back-endTransforms OpenAPI specifications into tool endpoints, enabling seamless interaction with any API described in OpenAPI format without custom adapter…623 stars · 66 forksNo one-command install · Source
69696.9083marcelmarais-spotifymcp · authIntegrates with Spotify to enable music playback control, playlist management, and track searching through OAuth authentication and a lightweight…443 stars · 143 forksNo one-command install · Source
69796.9066youichi-uda-godot-mcp-promcp · front-endPremium MCP server for Godot game engine with 84 tools for scene editing, scripting, animation, tilemap, shader, input simulation, and runtime…584 stars · 74 forksNo one-command install · Source
69896.9051domdomegg-airtable-mcp-servermcp · back-endProvides read and write access to Airtable databases.456 stars · 132 forksNo one-command install · Source
69996.8965utensils-nixosmcp · back-endProvides a server for accessing NixOS packages, system options, Home Manager, and nix-darwin configurations with multi-level caching and advanced…844 stars · 45 forksNo one-command install · Source
70096.8938agentkeymcp · ai-agentsAgentKey is the execution layer between AI agents and the real internet. One MCP install gives your Claude / Cursor / n8n agent unified access to web…625 stars · 65 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.

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