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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

11,931 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
310138.037ruckus-virtual-smartzone-mcp-servermcp · ai-agentsMCP server for managing Ruckus vSZ wireless controllers, providing 52 tools across 12 modules to query and manage APs, WLANs, zones, clients, alarms…2 stars · 1 forkNo one-command install · Source
310138.037zym9863-modelscope-qwen-imagemcp · ai-agentsIntegrates with ModelScope's Qwen-Image model to generate images from text prompts, returning base64-encoded results with automatic format detection…2 stars · 1 forkNo one-command install · Source
310138.037mermaid-mcp-appmcp · ai-agentsRenders Mermaid diagrams in an interactive viewer with pan, zoom, and split-view source editing, enabling LLM hosts to create and edit diagrams…2 stars · 1 forkNo one-command install · Source
310138.037rjexile-sports-card-agentmcp · ai-agentsSports trading card pricing, market analysis, grading ROI, and player stats for NBA, NFL, and MLB.2 stars · 1 forkNo one-command install · Source
310138.037engram-memmcp · ai-agentsEnables persistent memory for AI agents, combining episodic and semantic memory with LLM reasoning, accessible via MCP.2 stars · 1 forkNo one-command install · Source
310138.037claude-orator-mcpmcp · ai-agentsAn MCP server for deterministic prompt optimization in Claude Code. Score prompts across 7 quality dimensions, auto-select from 11 Anthropic…2 stars · 1 forkNo one-command install · Source
310138.037shellsage-ai-mcp-server-boilerplatemcp · ai-agentsProduction-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration…2 stars · 1 forkNo one-command install · Source
310138.037oortonaut-task-graphmcp · ai-agentsalso listed as task-graph-mcpStructured agent task workflows with phases, dependency graphs, quality gates, and multi-agent coordination.2 stars · 1 forkNo one-command install · Source
310138.037openwebui-mcp-servermcp · ai-agentsConnects Claude to Open WebUI, enabling chat management, RAG knowledge bases, files, functions, and prompts directly from Claude.2 stars · 1 forkNo one-command install · Source
310138.037hammadxcm-daemon-osmcp · ai-agentsGives AI agents full computer-use control on macOS through the native accessibility tree, with a recipe system for repeatable workflows.2 stars · 1 forkNo one-command install · Source
310138.037claude-bridge-mcpmcp · ai-agentsAn MCP server that exposes your local Claude Code CLI over HTTP+SSE, enabling any MCP-compatible client to use your Claude Code MAX/PRO subscription…2 stars · 1 forkNo one-command install · Source
310138.037hotels-skillmcp · ai-agentsEnables real-time hotel search and pricing data from Booking.com for AI agents and Claude.2 stars · 1 forkNo one-command install · Source
310138.037monosketch-mcpmcp · ai-agentsAn MCP server that enables AI agents to create beautiful ASCII diagrams using Unicode box-drawing characters, with support for stateful canvas…2 stars · 1 forkNo one-command install · Source
310138.037flowise-mcpmcp · ai-agentsEnables AI agents to interact with Flowise instances for flow management, predictions, analysis, and more.2 stars · 1 forkNo one-command install · Source
310138.037mcp-registry-interfacemcp · ai-agentsMCP server for interfacing with the official Model Context Protocol registry. Enables Claude and other MCP clients to dynamically discover, browse…2 stars · 1 forkNo one-command install · Source
310138.037mac-vision-mcpmcp · ai-agentsAn MCP server that enables AI coding agents to capture screenshots of macOS windows and displays on demand, providing tools for window discovery and…2 stars · 1 forkNo one-command install · Source
310138.037agent-centralmcp · ai-agentsAgent Central for all the agents2 stars · 1 forkNo one-command install · Source
310138.037nicavcrm-memory-bankmcp · ai-agentsImplements a structured development workflow system with five operational modes (VAN, PLAN, CREATIVE, IMPLEMENT, REFLECT+ARCHIVE) that maintains…2 stars · 1 forkNo one-command install · Source
310138.037ipython-kernelmcp · ai-agentsAn MCP server that connects to existing IPython kernels, allowing Claude to execute code in a shared persistent environment with your IDE.2 stars · 1 forkNo one-command install · Source
310138.037robwilde-obsidianmcp · ai-agentsAutomatically captures Claude Code responses and saves them as structured markdown files in your Obsidian vault with configurable templates…2 stars · 1 forkNo one-command install · Source
310138.037swemo-mcpmcp · ai-agentsAn MCP server that provides tools for querying Swedish monetary-policy data from Sveriges Riksbank, including GDP, unemployment, CPI, and policy…2 stars · 1 forkNo one-command install · Source
310138.037ecnu3d-universal-image-generatormcp · ai-agentsProvides multi-provider image generation and transformation capabilities across Google Gemini, ZhipuAI, and Alibaba Bailian with automatic prompt…2 stars · 1 forkNo one-command install · Source
310138.037tejeda-contentfulmcp · ai-agentsEnables Claude to directly interact with Contentful CMS data by providing tools to fetch content types and entries, supporting content exploration…2 stars · 1 forkNo one-command install · Source
310138.037jasonmeverett-cloudera-ai-agent-studiomcp · ai-agentsProvides a bridge between Cloudera AI Agent Studio and external tools, enabling automated creation and management of multi-agent workflows with…2 stars · 1 forkNo one-command install · Source
310138.037smart-crypto-portfolio-managermcp · ai-agentsA sophisticated multi-agent system for intelligent cryptocurrency portfolio management using A2A communication2 stars · 1 forkNo one-command install · Source
310138.037jordy33-iot-home-automationmcp · ai-agentsEnables smart home automation with IoT device control and persistent memory for maintaining context across interactions through MQTT protocol2 stars · 1 forkNo one-command install · Source
310138.037exa-omgfluxmcp · ai-agentsProvides a bridge to OhMyGPT Flux image generation API, enabling high-quality image creation from text prompts with customizable parameters and cached…2 stars · 1 forkNo one-command install · Source
310138.037tosin2013-memory-cachemcp · ai-agentsImplements an efficient in-memory caching layer, reducing token consumption and optimizing repeated data access patterns in workflows.2 stars · 1 forkNo one-command install · Source
313036.190ai-skill-storemcp · ai-agentsAgent-first skill marketplace with USK (Universal Skill Kit) open standard. Search, evaluate, and install skills for AI agents across 7 platforms…918 installsNo commit datelisted No one-command install · Source
313135.555aigen-agent-tools-register-collaborate-buildmcp · ai-agentsAgent collaboration toolkit. Register agents, reputation ranks, service marketplace, agent-to-agent messaging.881 installsNo commit datelisted No one-command install · Source
313235.544health4aimcp · ai-agentsApple HealthKit → PostgreSQL sync + MCP server for Claude Code, Cursor, and Ollama. Open-source iOS app with reliable background sync…2 forksNo one-command install · Source
313235.544vesktopclaudebridgemcp · ai-agentsMCP server that lets Claude Code read Discord messages, attachments, and history directly from the Equicord/Vencord client over a local WebSocket…2 forksNo one-command install · Source
313235.544ollama-code-mcpmcp · ai-agentsAn MCP server that lets Claude Code delegate coding tasks such as code generation, review, refactoring, and test writing to a local Ollama instance…2 forksNo one-command install · Source
313235.544nitrostack-calculator-mcp-server-3mcp · ai-agentsA minimal MCP server template for learning NitroStack, providing calculator-focused tools, resources, and prompts with TypeScript and Zod validation.2 forksNo one-command install · Source
313235.544checkmarxmcp · ai-agentsThe Checkmarx Security MCP server bridges your AI assistant (Claude, Cursor, Copilot, etc.) with Checkmarx One's enterprise application security…2 forksNo one-command install · Source
313235.544buu-ai-3d-model-generatormcp · ai-agentsProvides a bridge to the Buu AI platform for generating 3D models from text prompts in various styles including Realistic, LowPoly, Voxel, and…2 forksNo one-command install · Source
313235.544spidergate-mcpmcp · ai-agentsMCP gateway bridging Claude Code with Google Calendar, Google Tasks, and GitHub for calendar/task management and GitHub operations via natural…2 forksNo one-command install · Source
313235.544grok-bridgemcp · ai-agentsEnables ChatGPT Desktop and Codex to delegate substantial work to a locally installed Grok Build agent. Supports consultations, background…2 forksNo one-command install · Source
313235.544gpt-controlmcp · ai-agentsEnables coding agents to request, track, and verify independent cross-model reviews with structured findings, attachment hashes, and provenance…2 forksNo one-command install · Source
313235.544asset-aware-mcpmcp · ai-agentsEnables AI agents to precisely retrieve and analyze PDF assets (tables, figures, sections) via MCP, with knowledge graph integration for medical…2 forksNo one-command install · Source
313235.544predev-architectmcp · ai-agentsGive your AI agents the architecture context they need to build complex systems correctly the first time2 forksNo one-command install · Source
313235.544tenable-mcp-servermcp · ai-agentsAn MCP server for Tenable Vulnerability Management and the Tenable One platform, enabling LLMs to query assets, vulnerabilities, scans, exposure…2 forksNo one-command install · Source
313235.544nano-banana-remote-mcp-servermcp · ai-agentsA remote MCP server that exposes Gemini image generation/editing as a custom connector for Claude, enabling image creation and editing from any chat…2 forksNo one-command install · Source
313235.544mohitsahoo-web-vulnerabilities-scannermcp · ai-agentsAI-powered penetration testing with 30+ security tools and Groq LLM analysis for OWASP Top 10 coverage.2 forksNo one-command install · Source
313235.544coserialmcp · ai-agentsEnables humans and AI agents to collaboratively control serial ports via MCP tools or Web UI, with real-time data sharing across all participants.2 forksNo one-command install · Source
313235.544bluebeam-mcpmcp · ai-agentsMCP server that exposes Bluebeam Revu 21 to Claude for PDF markup, document management, and layer control via Windows COM automation.2 forksNo one-command install · Source
313235.544agent-reach-mcpmcp · ai-agentsProvides 13 internet platforms as MCP tools for AI agents, enabling read, search, and interaction with services like web, YouTube, Twitter, and Reddit…2 forksNo one-command install · Source
313235.544obsidian-livesync-mcpmcp · ai-agentsProvides AI agents and LLM tools with direct read/write access to Obsidian LiveSync vaults via CouchDB, including full end-to-end encryption support.2 forksNo one-command install · Source
313235.544mixxx-mcpmcp · ai-agentsMCP server for Mixxx DJ software that enables AI agents to control transport, mixing, EQ, loops, hotcues, and effects in real time through MIDI and…2 forksNo one-command install · Source
313235.544anylogicple-mcpmcp · ai-agentsGenerates AnyLogic simulation models from natural-language prompts in Claude Code, allowing users to describe queueing systems, factories, or ERs and…2 forksNo one-command install · Source
313235.544eff-mcpmcp · ai-agentsEFF MCP server enables ethical analysis and refinement of user stories using the Ethics Filter Framework, providing scoring, harm clauses, and…2 forksNo one-command install · Source
313235.544erpnext-mcp-servermcp · ai-agentsThis MCP server connects ChatGPT to ERPNext, enabling AI-powered business analytics, report generation, and document management.2 forksNo one-command install · Source
313235.544limitless-mcpmcp · ai-agentsEnables AI agents to trade on Limitless prediction markets on Base via MCP, with tools for wallet management, market discovery, order placement, and…2 forksNo one-command install · Source
313235.5443cx-mcp-servermcp · ai-agentsAn MCP server that connects Claude to a 3CX Phone System (V20+), enabling user management, call monitoring, contact search, and forwarding…2 forksNo one-command install · Source
313235.544easy-jupyter-editor-mcpmcp · ai-agentsEnables AI agents to safely and structurally edit Jupyter Notebook (.ipynb) files by providing tools to read, edit, add, and delete cells without…2 forksNo one-command install · Source
313235.544disease-detection-mcp-servermcp · ai-agentsEnables plant disease detection through an MCP server powered by AI models, supporting deployment on Railway or local Claude Desktop.2 forksNo one-command install · Source
313235.544ai-distiller-mcpmcp · ai-agentsProvides filesystem access to Claude via the MCP protocol, enabling local file operations through natural language.2 forksNo one-command install · Source
313235.544deepseek-reasonermcp · ai-agentsIntegrates DeepSeek's R1 reasoning engine with Claude, enabling complex problem-solving through a tool that processes queries and formats reasoning…2 forksNo one-command install · Source
313235.544encoding-devopsmcp · ai-agentsAn MCP server that connects Claude to video encoding workflows, enabling smart error translation, real-time job analysis, and automated email drafting…2 forksNo one-command install · Source
316134.557fruitflies-agent-social-networkmcp · ai-agentsfruitflies.ai is a social network built exclusively for AI agents. Connect via MCP to register (with proof-of-work challenge), post updates, ask and…1,958 installsNo commit datelisted No one-command install · Source
316233.650sukl-mcpmcp · ai-agentsMCP server poskytující přístup k české databázi léčivých přípravků SÚKL (Státní ústav pro kontrolu léčiv). SUKL MCP Server implementuje Model Context…863 installsNo commit datelisted No one-command install · Source
316332.180ethersflow-mcp-servermcp · ai-agentsEnables AI agents to verify proposed actions through federated adversarial consensus among multiple LLMs, providing Ed25519-signed attestations to…2 starsNo one-command install · Source
316332.180openllmcmcp · ai-agentsUnified MCP server exposing the full OpenLLM gateway API (one tool per operation), semantic code/docs search, and cross-session memory.2 starsNo one-command install · Source
316332.180mcp-threatintelmcp · ai-agentsA threat intelligence MCP server for Claude Code that enables lookup of IOCs, threat feeds, breached credentials, CVEs, and dark web data.2 starsNo one-command install · Source
316332.180unityxclaudemcp · ai-agentsA local MCP server for Unity Editor that provides 20 editor tools to control scripts, scenes, components, assets, and builds.2 starsNo one-command install · Source
316332.180lucairnmcp · ai-agentsPseudonymizes personally identifiable information in prompts before sending to LLMs, with cryptographically signed compliance receipts per response.2 starsNo one-command install · Source
316332.180apprise-rmcpmcp · ai-agentsMCP server that enables agents to send tagged notifications through Apprise, run one-off URL sends, and check upstream health via stdio or streamable…2 starsNo one-command install · Source
316332.180beel-mcp-servermcp · ai-agentsEnables AI agents to issue, correct, and register legally compliant Spanish electronic invoices with AEAT VeriFactu, supporting F1/F2 types, R1–R5…2 starsNo one-command install · Source
316332.180wavedash-mcp-servermcp · ai-agentsRead-only, unauthenticated remote MCP server for public Wavedash docs, providing SDK guidance, engine setup help, and publishing checklists for…2 starsNo one-command install · Source
316332.180rmbrmcp · ai-agentsEmbedded memory and retrieval engine for AI agents, providing local-first memory with MCP support for multi-agent access control.2 starsNo one-command install · Source
316332.180a2crmcp · ai-agentsEncrypted AI agent context handoffs with WorkBaton checkpoints and WorkStash notes.2 starsNo one-command install · Source
316332.180stevepridemore-graph-memorymcp · ai-agentsPersonal knowledge graph for Claude on Neo4j. Typed entities (Person/Project/Decision/Preference/Concept), bi-temporal edge validity…2 starsNo one-command install · Source
316332.180jackchuka-slack-climcp · ai-agentsCLI tool and server for full CRUD operations on Slack channels, messages, users, files, and reactions with JSON-first output optimized for LLM agents.2 starsNo one-command install · Source
316332.180chatgpt-web-agentmcp · ai-agentsEnables ChatGPT web to use local tools like file reading, command execution, and patch application through an MCP server over OpenAI Secure MCP…2 starsNo one-command install · Source
316332.180hebbrix-mcp-servermcp · ai-agentsProvides long-term memory and a temporal knowledge graph for AI agents, enabling persistent memory and reasoning across sessions.2 starsNo one-command install · Source
316332.180limitless-librarymcp · ai-agentsMCP server for verified reuse infrastructure that lets agents query before work to obtain safe, permissioned results (exact component, source-free…2 starsNo one-command install · Source
316332.180aso-audit-mcpmcp · ai-agentsScans any website and produces an Agent Readiness Report scored on the open ASO framework.2 starsNo one-command install · Source
316332.180hubdmcp · ai-agentsA project tracker for teams of humans and AI agents that coordinates work through plain files (markdown and JSONL), providing an MCP server for agents…2 starsNo one-command install · Source
316332.180velvet-ropemcp · ai-agentsAn MCP server for agent authorization that tests the full effect surface and enforces control over consequential actions before dispatch, emitting…2 starsNo one-command install · Source
316332.180filesmcp · ai-agentsCloud-native file orchestration platform for automating secure file operations across multiple systems and protocols2 starsNo one-command install · Source
316332.180gh-wolfe-jam-gemini-fafmcp · ai-agentsUnified AI project context format bridging CLAUDE.md, GEMINI.md, and AGENTS.md into a single .faf source of truth.2 starsNo one-command install · Source
316332.180pico-mcp-extensionsmcp · ai-agentsExposes PICO XR building blocks as MCP tools, enabling AI agents to programmatically configure XR scenes for PICO devices through idempotent…2 starsNo one-command install · Source
316332.180stremaimcp · ai-agentsShared memory layer for AI coding agents to store and recall learned information across sessions and tools.2 starsNo one-command install · Source
316332.180camt053-mcpmcp · ai-agentsMCP server that enables AI agents to parse, validate, and reverse ISO 20022 bank statements, with tools for discovering message types and return…2 starsNo one-command install · Source
316332.180data-profiler-mcpmcp · ai-agentsEnables LLMs to profile and analyze tabular data files (CSV, Parquet, Excel, JSON) by extracting schema, statistics, data quality issues, and dtype…2 starsNo one-command install · Source
316332.180coordinatormcp · ai-agentsEnables multiple Claude Code sessions to communicate, share state, and coordinate tasks through session management, message passing, and task…2 starsNo one-command install · Source
316332.180ot-aiopsmcp · ai-agentsProvides AI agents with safe, governed read access to industrial control systems (OPC-UA, Modbus, S7, Mitsubishi, MTConnect, MQTT/Sparkplug) plus…2 starsNo one-command install · Source
316332.180kiwikimcp · ai-agentsA self-hosted Markdown knowledge base and Agent Harness with an MCP server that enables AI agents to read and write notes, providing persistent memory…2 starsNo one-command install · Source
316332.180board-mcpmcp · ai-agentsMCP bulletin board server for coordinating file ownership across multiple AI coding agents (Claude Code, Codex, OpenCode, Trae). It enables agents to…2 starsNo one-command install · Source
316332.180sethyanow-markymarkmcp · ai-agentsHigh-performance Markdown language server and MCP server for AI agent workflows, providing workspace-aware document analysis, broken link diagnostics…2 starsNo one-command install · Source
316332.180wellness-project-mcpmcp · ai-agentsHosted MCP server that syncs health data from Apple Health, Fitbit, Oura, and Google Health Connect, enabling Claude and ChatGPT to query workouts…2 starsNo one-command install · Source
316332.180travel-artmcp · ai-agentsArt-tourism data for AI agents: biennales, art fairs, and museums with current prices and dates.2 starsNo one-command install · Source
316332.180io-github-aidi1723-omniglyphmcp · ai-agentsOmniGlyph is a local-first MCP server that gives AI agents deterministic Unicode, domain-term, security-scan, and output-guardrail checks before…2 starsNo one-command install · Source
316332.180doctorm333-promptpilot-mcp-servermcp · ai-agentsGenerate images, video, and audio via 20+ AI models (Flux, GPT-Image-1, Imagen 4, Grok, Seedance, ElevenLabs). Prompt builder with styles, lighting…2 starsNo one-command install · Source
316332.180xilinx-vivado-mcpmcp · ai-agentsMCP server for AMD Xilinx Vivado 2023.1 that enables Claude Code to act as an AI FPGA engineer, providing 27 tools for querying, building, simulating…2 starsNo one-command install · Source
316332.180chess-com-mcp-interactive-viewsmcp · ai-agentsChess.com player, game, and daily-puzzle tools where each tool ships its own interactive React view — board replays and a playable puzzle widget, not…2 starsNo one-command install · Source
316332.180superwirelessmcp · ai-agentsEnables AI agents to validate wireless communication ideas by providing standardized channel instances and physical measurements through MCP…2 starsNo one-command install · Source
316332.180memgrepmcp · ai-agentsalso listed as memgrep-2Enables agents to search and retrieve past chat transcripts from a local memory store, allowing cross-project, cross-tool recall of previously solved…2 starsNo 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