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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

13,106 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
20122.557base-batch-send-mcpmcp · ai-agentsEnables AI agents to batch-send ETH or ERC-20 tokens to multiple recipients in one transaction on Base, drastically reducing gas costs.1 starNo one-command install · Source
20222.557base-lp-locker-mcpmcp · ai-agentsAn MCP server for AI agents to lock, manage, and withdraw LP tokens on Base with time-based unlock.1 starNo one-command install · Source
20322.557base-escrow-mcpmcp · ai-agentsMCP server for AI agents to create and manage P2P escrow deals on Base (ETH or ERC-20).1 starNo one-command install · Source
20422.557fiware-orion-mcpmcp · ai-agentsMCP server for FIWARE Orion Context Broker enabling LLMs to manage NGSI-v2 context entities like IoT devices, sensors, and vehicles.1 starNo one-command install · Source
20522.557mcp-mailmcp · ai-agentsA mail-like coordination layer for coding agents, providing identities, inbox/outbox, searchable threads, and advisory file reservations to prevent…1 starNo one-command install · Source
20622.557mcp-c-analyzermcp · ai-agentsProvides precise C++ code semantic analysis for AI coding tools like Claude Code and Cursor by integrating clangd static analysis, enabling symbol…1 starNo one-command install · Source
20722.557signalgate-mcpmcp · ai-agentsProvides real-time crypto market sentiment analysis for BTC, ETH, and SOL using Google Gemini 2.0, enabling AI agents to get actionable alpha.1 starNo one-command install · Source
20822.557povmcp · ai-agentsEnables LLM agents to capture screenshots, control mouse/keyboard, and manage windows on desktop platforms, primarily Windows, via an MCP server.1 starNo one-command install · Source
20922.557watertap-engine-mcpmcp · ai-agentsA water treatment process simulation engine that exposes WaterTAP capabilities through MCP and CLI adapters, enabling AI agents to build, solve, and…1 starNo one-command install · Source
21022.557slay-the-spire-copilotmcp · ai-agentsEnables AI-assisted gameplay for Slay the Spire by reading game state and providing strategy advice or automated actions via Claude Code.1 starNo one-command install · Source
21122.557citenexus-mcpmcp · ai-agentsEnables AI agents to access academic citations, fetch metadata, and generate BibTeX entries directly from Google Scholar via MCP tools.1 starNo one-command install · Source
21222.557qingflow-mcp-crudmcp · ai-agentsEnables CRUD operations on Qingflow forms, queries, and records through agent-native tools like qf.query.plan and qf.query.rows.1 starNo one-command install · Source
21322.557prompyaimcp · ai-agentsContext-aware prompt intelligence that scores and rewrites prompts against your real codebase.1 starNo one-command install · Source
21422.557gemini-searchmcp · ai-agentsFree, unlimited web search MCP server using Gemini CLI's Google Search grounding to provide cited, live web results for any AI agent.1 starNo one-command install · Source
21522.557smritimcp · ai-agentsLocal-first persistent memory for AI agents via MCP, enabling semantic search and memory sharing across agents with zero cloud cost and full privacy.1 starNo one-command install · Source
21622.557factsetsmcp · ai-agentsLocal, persistent, self-maintaining knowledge base for agents1 starNo one-command install · Source
21722.557gh-whm3-uat-runnermcp · ai-agentsHuman-in-the-loop user acceptance testing tool for agent-developed code.1 starNo one-command install · Source
21822.557wezterm-agent-mcpmcp · ai-agentsEnables orchestration of multiple AI coding agents (Claude Code, Gemini CLI, etc.) in isolated Wezterm panes, allowing one agent to spawn, monitor…1 starNo one-command install · Source
21922.557douyin-mcp-servermcp · ai-agentsAn MCP server that enables LLMs to automatically upload videos to the Douyin (TikTok China) creator platform with features like automated login, smart…1 starNo one-command install · Source
22022.557pratapsfdc22-dev-salesforce-ai-agentmcp · ai-agentsIntegrates Claude with Jira, Salesforce, and n8n through 12 tools for story management, metadata deployment, and workflow orchestration.1 starNo one-command install · Source
22122.557xxo47oxx-spa-readermcp · ai-agentsRenders JavaScript single-page application pages via headless Chromium and extracts clean, LLM-ready Markdown content.1 starNo one-command install · Source
22222.557usecortex-mcp-servermcp · ai-agentsProvides persistent memory for AI coding agents, enabling them to read and write structured knowledge through MCP-compatible tools.1 starNo one-command install · Source
22322.557darktw-usecortex-mcpmcp · ai-agentsPersistent knowledge memory for AI agents. Two-way flow: read context into projects and write discoveries back. Structured by topic with AES-256…1 starNo one-command install · Source
22422.557claude-cursor-mcpmcp · ai-agentsEnables Claude.ai to interact with the Cursor editor to read files, write code, get selections, and more.1 starNo one-command install · Source
22522.557claude-dialogue-mcpmcp · ai-agentsEnables peer-to-peer asynchronous conversation between Claude.ai and Claude Code instances via a shared file-based notebook, allowing them to leave…1 starNo one-command install · Source
22622.557purpleflea-casinomcp · ai-agentsProvably fair AI agent casino with 21 games, Kelly criterion bankroll protection, and 0.5% house edge.1 starNo one-command install · Source
22722.557feedoracle-macromcp · ai-agentsReal-time macroeconomic signals for AI trading agents with 86 FRED series and deterministic regime classification.1 starNo one-command install · Source
22822.557local-development-mcp-servermcp · ai-agentsA local MCP server for Claude Desktop with persistent task management, file operations, document generation, and PDF indexing.1 starNo one-command install · Source
22922.557krx-climcp · ai-agentsEnables AI agents to query real-time and historical Korean stock market data from KRX (Korea Exchange) including indices, stocks, ETFs, bonds…1 starNo one-command install · Source
23022.557debug-mcpmcp · ai-agentsA smart debugging agent that remembers errors, automatically diagnoses issues, and accumulates solutions for faster resolution.1 starNo one-command install · Source
23122.557mcp-network-tools-2mcp · ai-agentsNetwork diagnostics tool for AI agents that provides DNS lookup, IP geolocation, SSL certificate inspection, WHOIS queries, and HTTP latency testing.1 starNo one-command install · Source
23222.557cua-macmcp · ai-agentsmacOS MCP server that enables AI agents to directly control the host OS, including mouse, keyboard, windows, files, and accessibility automation for…1 starNo one-command install · Source
23322.557sharozdawa-robotstxt-aimcp · ai-agentsAnalyze and generate robots.txt files with AI crawler detection for 20+ bots including GPTBot and ClaudeBot.1 starNo one-command install · Source
23422.557fastf1-mcpmcp · ai-agentsA local MCP server that gives Claude (or any MCP-compatible AI client) access to Formula 1 race data. Load any session from 2018 onwards, ask…1 starNo one-command install · Source
23522.557conviction-fm-conviction-mcpmcp · ai-agentsThe arena where AI agents compete for real returns. Prompt a strategy in plain English, get a funded agent that runs autonomously. Agents enter daily…1 starNo one-command install · Source
23622.557pyhood-mcpmcp · ai-agentsConnect your Robinhood account to Claude Code (or any MCP client) for conversational portfolio management and automated trading.1 starNo one-command install · Source
23722.557memkitmcp · ai-agentsA fully local, persistent memory layer for AI agents that runs as an MCP stdio server and provides an AI SDK adapter for seamless integration with…1 starNo one-command install · Source
23822.557metabase-mcp-agentsmcp · ai-agentsMCP server for Metabase that gives AI agents full access to query, explore, and manage content in your Metabase instance.1 starNo one-command install · Source
23922.557mcp-server-ai-agentmcp · ai-agentsA Python MCP server with JWT authentication and sample tools (weather + Bitcoin price), plus an AI agent that uses OpenAI to reason about and call…1 starNo one-command install · Source
24022.557spix-hq-spix-mcpmcp · ai-agentsGive AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms…1 starNo one-command install · Source
24122.557open-brainmcp · ai-agentsA remote MCP server enabling semantic memory across multiple AI platforms like Perplexity Comet and Claude Desktop, with vector embeddings for…1 starNo one-command install · Source
24222.557agenttracemcp · ai-agentsMCP server for tracing, logging, and debugging multi-agent systems by capturing sessions, spans, and events in a queryable trace tree.1 starNo one-command install · Source
24322.557io-github-jonnyblankinship-hue-ble-mcpmcp · ai-agentsEnables control of Philips Hue lights via Bluetooth LE directly from Claude, without requiring a Hue Bridge or internet connection.1 starNo one-command install · Source
24422.557neuralvaultcoremcp · ai-agentsAn MCP server that provides persistent long-term memory for AI agents via local SQLite storage with low token overhead, enabling memory storage…1 starNo one-command install · Source
24522.557agent-cost-mcpmcp · ai-agentsTracks AI agent token usage and spending in real time, with budget alerts, per-task cost breakdown, and a visual dashboard.1 starNo one-command install · Source
24622.557nomos-slack-mcpmcp · ai-agentsAn MCP server that enables AI agents to read and write Slack messages as the user, not as a bot, using Slack user tokens for authentic actions across…1 starNo one-command install · Source
24722.557gh-stepankaiser-ccphotomcp · ai-agentsBridges phone cameras to Claude Code over a local network for capturing photos, receiving images, and streaming video.1 starNo one-command install · Source
24822.557steelmind-mcpmcp · ai-agentsProvides structured thinking with step-by-step reasoning and steel-manning verification for AI agents, backed by cognitive science research.1 starNo one-command install · Source
24922.557ai-context-inspectormcp · ai-agentsScans projects to discover all AI configuration files, MCP servers, agents, and memories across 19 tools, enabling export and import of the entire AI…1 starNo one-command install · Source
25022.557yb48666-ctrl-otr-protocolmcp · ai-agentsDeterministic merchant trust scoring and verification for AI agent commerce.1 starNo one-command install · Source
25122.557mcp-deep-researchermcp · ai-agentsA multi-agent research system that decomposes complex queries into targeted sub-questions, searches the web in parallel, scores source credibility…1 starNo one-command install · Source
25222.557unforget-mcp-servermcp · ai-agentsLong-term memory for Claude Code, Cursor, and MCP clients with zero-config embedded PostgreSQL. Stores and retrieves facts, preferences, and decisions…1 starNo one-command install · Source
25322.557office-mcpmcp · ai-agentsAn MCP server that lets Claude control Microsoft Word and Excel on macOS via AppleScript, providing 98 tools for document and spreadsheet automation.1 starNo one-command install · Source
25422.557md-annotatemcp · ai-agentsA local-first markdown review tool with MCP integration, enabling AI and humans to collaboratively annotate documents inline and generate revision…1 starNo one-command install · Source
25522.557dauphin-notion-mcpmcp · ai-agentsGives Claude full read/write access to your Notion workspace with token-efficient compression and parallel operations.1 starNo one-command install · Source
25622.557mcp-image-generatormcp · ai-agentsMCP server for AI image generation supporting multiple providers (OpenRouter, Together AI, Replicate, fal.ai) and compatible with various MCP agents.1 starNo one-command install · Source
25722.557witnessmcp · ai-agentsWitness is an MCP server that integrates with Obsidian to allow AI assistants like Claude to read, write, and organize notes in your vault. It…1 starNo one-command install · Source
25822.557win-cli-mcp-servermcp · ai-agentsHardened MCP server providing controlled access to PowerShell, CMD, Git Bash, and SSH from MCP clients like Claude Desktop.1 starNo one-command install · Source
25922.557ecriswell7-award-flight-dailymcp · ai-agentsProvides AI agents access to 12.3 million award flight records across 25 loyalty programs for travel rewards analysis.1 starNo one-command install · Source
26022.557agent-social-mcpmcp · ai-agentsA social protocol for AI agents to communicate with each other through a central Hub, enabling messaging, online status, and broadcasts.1 starNo one-command install · Source
26122.557nofomo-mcp-servermcp · ai-agentsMCP server and SDK for AI agents to interact with NoFOMO News, enabling reading articles, chatting, rating, and commenting.1 starNo one-command install · Source
26222.557proto-labs-rnd-mesh-statusmcp · ai-agentsMonitors homelab mesh network status for multi-agent AI systems using FastMCP.1 starNo one-command install · Source
26322.557agent-context-optimizer-mcpmcp · ai-agentsAnalyzes tasks to recommend the minimal set of MCP servers needed, reducing context window waste by up to 85%.1 starNo one-command install · Source
26422.557llm-benchmark-mcp-servermcp · ai-agentsEnables AI agents to compare LLM benchmarks, get pricing, and receive model recommendations for tasks and budgets.1 starNo one-command install · Source
26522.557political-finance-mcp-servermcp · ai-agentsMCP server giving AI agents access to US political finance data: campaign contributions, PAC spending, lobbying records, and voting behavior.1 starNo one-command install · Source
26622.557shared-context-cache-mcp-servermcp · ai-agentsMCP server for shared context caching with trust verification -- AI agents share and verify computed results to reduce token cost and increase…1 starNo one-command install · Source
26722.557preset-mcpmcp · ai-agentsMCP server for Preset (managed Apache Superset). Manage dashboards, charts, and datasets from Claude Code and other LLM agents.1 starNo one-command install · Source
26822.557agentic-ai-cyber-security-mcp-servermcp · ai-agentsProvides AI agents with 25 security analysis tools including vulnerability scanning, package hallucination detection, prompt injection firewall, and…1 starNo one-command install · Source
26922.557gh-revmischa-agentbasemcp · ai-agentsShared knowledge base for AI agents with persistent memory, document storage, and cross-agent information sharing.1 starNo one-command install · Source
27022.557optical-context-mcpmcp · ai-agentsCompress OCR-heavy PDFs into dense packed images so agents can work with long visual documents.1 starNo one-command install · Source
27122.557chrboebel-optical-contextmcp · ai-agentsCompresses OCR-heavy PDFs into dense packed images for agent-friendly document processing.1 starNo one-command install · Source
27222.557furkankoykiran-coderlegion-mcpmcp · ai-agentsTypeScript MCP server for CoderLegion — connect AI agents (Claude, Cursor, Cline) to the developer community platform.1 starNo one-command install · Source
27322.557extended-mindmcp · ai-agentsA single MCP server that gives Claude, ChatGPT, Codex, and any MCP-compatible AI access to the same personal context via two tools: context_get and…1 starNo one-command install · Source
27422.557mcporter-bridgemcp · ai-agentsBridges a local mcporter registry into a single MCP server, enabling clients like Codex and Claude to list, inspect, and call tools from multiple MCPs…1 starNo one-command install · Source
27522.557solana-token-analysismcp · ai-agentsReal-time Solana token risk scoring and pump.fun graduation signals for AI assistants and trading agents. Built by Sol, an autonomous AI agent. 6…1 starNo one-command install · Source
27622.557bun-mcp-startermcp · ai-agentsA modern MCP server template built with Bun and TypeScript, supporting stdio and HTTP transports for easy integration with AI assistants like Claude.1 starNo one-command install · Source
27722.557vaultbridgemcp · ai-agentsSecret management MCP server for AI coding agents that prevents secrets from entering the LLM context window by returning metadata only and using…1 starNo one-command install · Source
27822.557memory-quality-mcpmcp · ai-agentsAudits your Claude Code memory store with 4-dimension quality scoring and actionable cleanup recommendations, including a visual dashboard.1 starNo one-command install · Source
27922.557gh-ladyiceberg-memory-quality-auditormcp · ai-agentsAudit and manage Claude Code memory files with quality scoring and conflict detection.1 starNo one-command install · Source
28022.557interactive-climcp · ai-agentsEnables AI agents to interact with interactive CLI processes via a real PTY, allowing them to send keystrokes, read screen output, and handle…1 starNo one-command install · Source
28122.557mcp-docs-helpermcp · ai-agentsEnables LLMs to access MCP protocol specifications and TypeScript SDK documentation with context-aware search and code templates for building custom…1 starNo one-command install · Source
28222.557zentao-mcpmcp · ai-agentsEnables natural language management of ZenTao tasks in Claude, including listing executions/tasks, batch creating/updating/closing tasks, and…1 starNo one-command install · Source
28322.557llm-wiki-mcpmcp · ai-agentsPersistent markdown wiki for your AI agent, built on Karpathy's LLM wiki gist.1 starNo one-command install · Source
28422.557flsteven87-llm-wikimcp · ai-agentsPersistent Karpathy-style LLM wiki with markdown pages your agent grows over time.1 starNo one-command install · Source
28522.557pyocd-debug-mcpmcp · ai-agentsEnables AI tools to perform full-featured embedded microcontroller debugging via pyOCD and CMSIS-DAP probes, including probe management, flashing…1 starNo one-command install · Source
28622.557network-medicmcp · ai-agentsAutonomous network monitoring and auto-remediation MCP server for Claude Desktop, enabling observation, planning, human-approved execution…1 starNo one-command install · Source
28722.557llm-conveyorsmcp · ai-agentsConnects to the LLM Conveyors platform for job hunting, B2B sales outreach, resume management, and ATS scoring with pay-per-action pricing.1 starNo one-command install · Source
28822.557smart-xdebug-mcpmcp · ai-agentsConnects AI assistants like Claude to PHP's XDebug debugger for runtime inspection, breakpoint control, and variable tracking, enabling natural…1 starNo one-command install · Source
28922.557rxolve-artsciimcp · ai-agentsASCII art generation for LLMs with 81 curated artworks, 100 kaomoji, diagrams, FIGlet banners, and image-to-ASCII conversion.1 starNo one-command install · Source
29022.557currency-mcp-agentmcp · ai-agentsLocal service for currency rates and conversion using MCP and agent layer. Accepts user requests, selects appropriate tool, and returns structured…1 starNo one-command install · Source
29122.557dingdawg-finance-agentmcp · ai-agentsFinancial analysis AI for forecasting, audit prep, and SOX/GAAP compliance.1 starNo one-command install · Source
29222.557proxy4agentmcp · ai-agentsRoutes AI agent HTTP requests through residential proxies to bypass anti-bot systems, geo-target by country/city, and maintain sticky sessions across…1 starNo one-command install · Source
29322.557goldentrii-proxy-veilmcp · ai-agentsResidential proxy access for AI agents via Novada, BrightData, Smartproxy, and Oxylabs.1 starNo one-command install · Source
29422.557latexmk-mcpmcp · ai-agentsAn MCP server that exposes LaTeX compilation, log parsing, dependency inspection, and citation checking as tools for AI agents, using latexmk under…1 starNo one-command install · Source
29522.557context-anchor-mcp-servermcp · ai-agentsGit-native MCP server for managing AI context across sessions. Enables LLMs to access project and feature context via markdown files, preserving…1 starNo one-command install · Source
29622.557defi-yield-scanner-mcpmcp · ai-agentsReal-time DeFi analytics MCP server for AI agents. Provides token risk analysis, yield scanning, and wallet exposure checking across Base, Ethereum…1 starNo one-command install · Source
29722.557eaightmcp · ai-agentsAn AI-native web browser that exposes a full MCP server, letting Claude Code, Codex CLI, and Gemini CLI see and control the browser in real time.1 starNo one-command install · Source
29822.557mcp-server-deerflow-kinthaimcp · ai-agentsExposes DeerFlow's multi-agent capabilities (deep research, data analysis, chart visualization, PPT/image generation, consulting) via the Model…1 starNo one-command install · Source
29922.557interactive-clarifymcp · ai-agentsA universal 'Ask User Questions' MCP tool for AI coding agents.1 starNo one-command install · Source
30022.557arijit-gogoi-mpvmcp · ai-agentsControl mpv media player playback, playlists, YouTube streaming, and downloads via AI agents.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