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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
11.360svelte-llm-mcpmcp · ai-agentsConnect your AI coding assistant directly to up-to-date Svelte 5 and SvelteKit documentation via this MCP server.302 installsNo commit datelisted No one-command install · Source
21.904jobly-agent-to-agent-contract-marketplacemcp · ai-agentsPost contracts, submit proposals, negotiate terms, and resolve disputes on Jobly — an agent-to-agent contract marketplace. Every contract requires…334 installsNo commit datelisted No one-command install · Source
32.449toolkitmcp · ai-agentsStop your AI agents from writing sloppy TypeScript. A toolkit that teaches coding agents like Claude Code, Codex, Cursor, Amp, and more to ship…366 installsNo commit datelisted No one-command install · Source
43.174delx-mcp-servermcp · ai-agentsAgent operations platform with 20+ tools for AI agents. Dual-protocol MCP + A2A support, session memory, mood tracking, reliability metrics, and…243 installsNo commit datelisted No one-command install · Source
54.898torevamcp · ai-agentsNon-custodial execution primitives for Solana. Best-execution routing across Jupiter Perps, Pacifica, Drift, and Flash Trade. 1 bps to open…418 installsNo commit datelisted No one-command install · Source
65.170toolrankmcp · ai-agents# ToolRank MCP Server Score and optimize MCP tool definitions for AI agent discovery. The first ATO (Agent Tool Optimization) platform. ## Tools ###…425 installsNo commit datelisted No one-command install · Source
75.714compress-newmcp · ai-agentsConvert any webpage to clean markdown and feed it directly into AI agent workflows. Why This Matters? Adding webpages to LLM conversations usually…436 installsNo commit datelisted No one-command install · Source
86.530pentagonalmcp · ai-agents**AI-powered smart contract forge** with an 8-agent adversarial security audit system. ### Tools | Tool | Cost | |---|---| | `pentagonal_audit`…446 installsNo commit datelisted No one-command install · Source
97.346woogoro-hvac-quote-analyzermcp · ai-agentsPaste any HVAC quote into Claude/Cursor/ChatGPT and Woogoro HVAC MCP audits it: - Detects oversizing (proposed tonnage vs Manual J load calculation)…460 installsNo commit datelisted No one-command install · Source
107.619agent-infrastructuremcp · ai-agentsAgent infrastructure that runs itself. Six tools for autonomous agents: free LLM model recommendations across 17 models, real-time provider…462 installsNo commit datelisted No one-command install · Source
118.163recursive-support-agentmcp · ai-agentsQuery the Recursive AI support agent platform — pricing, features, capabilities, and live examples. Recursive builds custom support agents for small…473 installsNo commit datelisted No one-command install · Source
128.435mailx-toolsmcp · ai-agentsMailx Tools is an MCP server that gives AI agents a complete email-deliverability diagnostics toolkit. Verify your domain's ▎ SPF, DKIM, DMARC, and…502 installsNo commit datelisted No one-command install · Source
139.251woogoro-auto-repair-quote-analyzermcp · ai-agentsPaste any auto repair quote or invoice into Claude/Cursor/ChatGPT and Woogoro Auto Repair MCP audits it: - Compares labor hours to Mitchell / AllData…517 installsNo commit datelisted No one-command install · Source
149.251wolfpack-intelligencemcp · ai-agentsOn-chain security and intelligence MCP server for Base chain trading agents. 4 tools: token risk analysis (GoPlus + DexScreener + Dune), fast security…517 installsNo commit datelisted No one-command install · Source
159.523preclick-url-security-scannermcp · ai-agentsPreClick: An MCP-native URL preflight security scanning service for autonomous agents. It scans links for threats and confirms they match the intended…522 installsNo commit datelisted No one-command install · Source
1613.605woogoro-roofing-quote-analyzermcp · ai-agentsPaste any roofing contractor quote into Claude/Cursor/ChatGPT and Woogoro Roofing MCP audits it: - Detects scope gaps (tear-off, underlayment, ice…742 installsNo commit datelisted No one-command install · Source
1713.877queuesimmcp · ai-agentsQueueSim is a free Model Context Protocol server that gives Claude — and any MCP-speaking AI — the ability to run real discrete event queueing…743 installsNo commit datelisted No one-command install · Source
1814.966timers-studiomcp · ai-agentsgemini-extension.json n'est pas un mécanisme d'auto-discovery. Les Gemini Extensions sont publiées via Google AI Studio / Extensions Gallery, pas via…780 installsNo commit datelisted No one-command install · Source
1915.510context-awesomemcp · ai-agentsProvide your AI agents with instant access to the best curated resources from over 8,500 awesome lists and more than 1 million items. Discover…807 installsNo commit datelisted No one-command install · Source
2016.326bitpoort-2mcp · ai-agentsOn-chain blockchain data for AI agents. 41 MCP tools for whale tracking, entity analysis, exchange flows, ML predictions, wallet profiling, direct…864 installsNo commit datelisted No one-command install · Source
2116.598rnwy-trust-intelligence-ai-scannermcp · ai-agentsCheck if an AI agent is trustworthy before you hire it. Sybil detection, signed attestations, and reviewer wallet analysis across 150,000+ agents…896 installsNo commit datelisted No one-command install · Source
2217.142srv-d7aoqmh5pdvs7391dcqgmcp · ai-agents# NWO Robotics MCP Server Control real robots, IoT devices, and autonomous agent swarms through natural language — powered by the [NWO Robotics…924 installsNo commit datelisted No one-command install · Source
2317.687focus-streak-habit-trackermcp · ai-agentsI built a free MCP server for habit tracking — connects to Claude/Cursor It generates complete habit blueprints you can import directly into Focus…955 installsNo commit datelisted No one-command install · Source
2418.775agent-newsmcp · ai-agentsAgent News from The Agent Times gives AI agents a verified, sourced, real-time intelligence layer, that helps to save tokens, time and keep agents in…1,034 installsNo commit datelisted No one-command install · Source
2519.047rowhintmcp · ai-agents# RowHint MCP Server Airline seat quality intelligence via MCP. Per-seat quality scores (1-10) with plain-English notes for **66+ aircraft…1,039 installsNo commit datelisted No one-command install · Source
2620.136agentdm-agent-to-agent-messagingmcp · ai-agentsAgent to Agent communication Platforms, Allows every MCP compatible agent to connect1,065 installsNo commit datelisted No one-command install · Source
2720.680market-intelligencemcp · ai-agentsQuery live Upwork freelance market intelligence directly from your AI agent. Get real-time data about: - Trending skills with week-over-week change…1,119 installsNo commit datelisted No one-command install · Source
2822.557visual-understandingmcp · ai-agentsMCP server for multimodal understanding and object grounding (bounding boxes) across images, videos, and documents, with support for multiple AI…1 starNo commit datelisted No one-command install · Source
2922.557systemr-risk-intelligencemcp · ai-agentsPre-trade risk validation, position sizing, regime detection, and 48 trading tools for AI agents.1 starNo commit datelisted No one-command install · Source
3022.557smart-npv-mcpmcp · ai-agentsEnables AI agents to interact with the Smart NPV CRM for Israeli mortgage advisors, allowing natural language management of client files, statuses…1 starNo commit datelisted No one-command install · Source
3122.557recoursemcp · ai-agentsConsequence evaluation for AI agents to check action recoverability before executing destructive operations.1 starNo commit datelisted No one-command install · Source
3222.557py-canoemcp · ai-agentsMCP server that enables AI agents to interact with Vector CANoe for automotive bus testing and diagnostics using natural language commands.1 starNo commit datelisted No one-command install · Source
3322.557provider-config-syncmcp · ai-agentsUnified management of AI-agent configuration across Claude, Codex, and Gemini, keeping native config files intact while enabling comparison, editing…1 starNo commit datelisted No one-command install · Source
3422.557openclaw-output-vetter-mcpmcp · ai-agentsVerify AI agent output claims against reality: grounding checks, swallowed-exception detection, and transcript review.1 starNo commit datelisted No one-command install · Source
3522.557nouva-mcp-servermcp · ai-agentsCentralized repository for modular, portable skills and memory, enabling AI agents and IDEs to access personalized tools and memory via stdio or SSE…1 starNo commit datelisted No one-command install · Source
3622.557mctx-example-appmcp · ai-agentsReference implementation of an mctx-hosted MCP server demonstrating tools, resources, prompts, and channel events.1 starNo commit datelisted No one-command install · Source
3722.557gh-leszini-memoriamcp · ai-agentsProvide persistent structured memory across conversation sessions.1 starNo commit datelisted No one-command install · Source
3822.557enigma-memorymcp · ai-agentsEnables AI assistants to keep and retrieve private context locally, with verifiable receipts and optional Solana anchoring for public proofs.1 starNo commit datelisted No one-command install · Source
3922.557elite-reasoning-mcpmcp · ai-agentsA 66-tool reasoning pipeline that intercepts prompts to classify intent, check past mistakes, and generate execution plans, enabling any LLM to think…1 starNo commit datelisted No one-command install · Source
4022.557eidetic-works-nucleusmcp · ai-agentsCross-platform memory synchronization between dev environments using persistent knowledge stores called engrams.1 starNo commit datelisted No one-command install · Source
4122.557dreliq9-caidmcp · ai-agentsValidated 3D CAD modeling for AI agents via CAiD and OpenCASCADE, providing 54 tools with geometry validation, volume tracking, and automatic failure…1 starNo commit datelisted No one-command install · Source
4222.557claude-amplifiermcp · ai-agentsAn MCP server that gives Claude persistent, locally-stored memory with verification-gated lessons and a Pattern Oracle to prevent unverified guesses…1 starNo commit datelisted No one-command install · Source
4322.557classroomscribemcp · ai-agentsIntegrates Google Classroom with LLMs and AI agents via MCP. Enables listing courses, assignments, announcements, and generating prioritized TODO…1 starNo commit datelisted No one-command install · Source
4422.557ashtonvaughan-agentbrowsermcp · ai-agentsSemantic browser automation runtime that translates web pages into structured models with dynamic tool registries, site memory, and self-healing…1 starNo commit datelisted No one-command install · Source
4522.557script-generatormcp · ai-agentsGenerates professional video scripts using a multi-agent workflow with OpenAI's GPT-4o and Tavily's research capabilities, enabling efficient content…1 starNo one-command install · Source
4622.557a2a-go-by-thinkovationmcp · ai-agentsGo implementation of A2A1 starNo one-command install · Source
4722.557a2a-zhworkflow · ai-agentsChinese documentation for A2A protocol1 starNo one-command install · Source
4822.557agentic-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
4922.557happiness-agentmcp · ai-agentsAgent focused on wellness and happiness1 starNo one-command install · Source
5022.557a2a-adk-crewai-implementationmcp · ai-agentsImplementation combining ADK and CrewAI with A2A1 starNo one-command install · Source
5122.557a2a-by-dwoodardmcp · ai-agentsA2A implementation1 starNo one-command install · Source
5222.557a2a-go-by-sammcjmcp · ai-agentsAnother Go implementation of A2A protocol1 starNo one-command install · Source
5322.557mcp-experimentsmcp · ai-agentsProvides tools for executing Bash and AppleScript commands from LLMs on macOS, with safety modes.1 starNo one-command install · Source
5422.557a2a-demoworkflow · ai-agentsA2A Demo implementation1 starNo one-command install · Source
5522.557google-adk-a2a-mcpmcp · ai-agentsIntegration of Google ADK with A2A and MCP1 starNo one-command install · Source
5622.557mcp-filesystemmcp · ai-agentsEnables natural language filesystem operations (create, list, delete directories/files) via Ollama local LLM and MCP protocol within allowed…1 starNo one-command install · Source
5722.557openvisionmcp · ai-agentsIntegrates with OpenRouter's vision models to analyze images from file paths, URLs, or base64 data using configurable queries and system prompts…1 starNo one-command install · Source
5822.557fluxlora-mcpmcp · ai-agentsAn MCP server that lets users and autonomous agents generate high-quality images in a chosen artistic style by automatically discovering and applying…1 starNo one-command install · Source
5922.557lpf-github-iomcp · ai-agentsGitHub pages blog1 starNo one-command install · Source
6022.557openai-image-mcp-servermcp · ai-agentsEnables conversational image generation, editing, and refinement through OpenAI models with session memory for iterative creative workflows.1 starNo one-command install · Source
6122.557stata-mcp-servermcp · ai-agentsAn MCP server for managing, editing, and running Stata .do files, integrating with Claude Desktop to enable natural language control of Stata analysis…1 starNo one-command install · Source
6222.557llm-file-operations-agentmcp · ai-agentsEnables natural language file operations and intelligent file analysis via MCP, supporting CRUD actions and multi-step reasoning for directory…1 starNo one-command install · Source
6322.557memory-bank-mcp-mongodbmcp · ai-agentsMCP server for MongoDB-powered memory bank management with multi-project isolation, version control, and real-time statistics.1 starNo one-command install · Source
6422.557mcp-file-lensmcp · ai-agentsAn MCP server that provides a flexible lens into directory structures and files, enabling LLM clients to efficiently navigate and understand codebases…1 starNo one-command install · Source
6522.557json-analyser-mcpmcp · ai-agentsA memory-efficient MCP server for analyzing large JSON files with streaming, querying, schema detection, and chunk processing.1 starNo one-command install · Source
6622.557memara-memory-templatemcp · ai-agentsProvides a minimal foundation structure with only a README.md file, serving as a basic template for developers to bootstrap new MCP server projects.1 starNo one-command install · Source
6722.557splunk-mcp-servermcp · ai-agentsA lightweight, extensible MCP server for Splunk Enterprise that enables secure, async, chat-based interaction with Splunk data via Claude Desktop or…1 starNo one-command install · Source
6822.557findatamcp · ai-agentsMCP server providing professional financial data access for LLMs through providers like Tushare, Wind, and DataYes.1 starNo one-command install · Source
6922.5570g-mcp-servermcp · ai-agentsAn MCP server enabling AI agents to interact with the 0G blockchain, including balance checks, transaction details, block info, and network…1 starNo one-command install · Source
7022.557smartscout-domomcp · ai-agentsAn MCP server that provides Claude Desktop access to SmartScout's Amazon marketplace intelligence data stored in Domo.1 starNo one-command install · Source
7122.557movilidad-con-promptsmcp · ai-agentsProvides real-time and scheduled bus information for Montevideo's public transport system.1 starNo one-command install · Source
7222.557graphiti-memory-mcp-servermcp · ai-agentsEnables AI agents to manage and query a temporally-aware knowledge graph memory, supporting episode tracking, entity relationships, and semantic…1 starNo one-command install · Source
7322.557paylink-mcp-servermcp · ai-agentsOpen-source MCP server that streamlines payment integration for AI agents and financial apps in Africa, providing unified tools for providers like…1 starNo one-command install · Source
7422.557subbu3012-kognamcp · ai-agentsBridges multi-agent AI avatar room engine to enable conversations with specialized avatars, room switching, message history retrieval, and…1 starNo one-command install · Source
7522.557codex-cli-architect-mcpmcp · ai-agentsAn MCP server that provides technical consultation, code review, and code explanation by integrating with OpenAI's Codex CLI, enabling AI-powered…1 starNo one-command install · Source
7622.557openai-multi-model-mcp-servermcp · ai-agentsA Model Context Protocol (MCP) server that enables Claude Code to interact with OpenAI's GPT-5 and GPT-5-mini models.1 starNo one-command install · Source
7722.557mcp-debug-servermcp · ai-agentsAn MCP server that provides Claude with direct debugging capabilities via the Debug Adapter Protocol, currently supporting Go debugging with dlv dap.1 starNo one-command install · Source
7822.557mcp-artisanmcp · ai-agentsA secure MCP server with a workspace sandbox for AI agents to manage prompts, save HTML, and render HTML to images.1 starNo one-command install · Source
7922.557mcp-ttsmcp · ai-agentsAdds text-to-speech capabilities to Cursor IDE, allowing your AI assistant to speak responses, summaries, and explanations out loud using OpenAI or…1 starNo one-command install · Source
8022.557env-mcpmcp · ai-agentsSecure environment variable and configuration management MCP server with Claude Code integration for storing, managing, and retrieving environment…1 starNo one-command install · Source
8122.557kontext-mcp-servermcp · ai-agentsPortable, provider-agnostic memory for AI agents using Azure Data Explorer (Kusto) with temporal and semantic scoring.1 starNo one-command install · Source
8222.557aezizhu-macos-shortcutsmcp · ai-agentsIntegrates with macOS Shortcuts to execute existing automation workflows and create custom text-based prompt shortcuts for streamlined task automation…1 starNo one-command install · Source
8322.557mcpcreatioservermcp · ai-agentsA Node.js MCP server that enables LLM tools to list and read local guide and prompt files for Creatio development, facilitating seamless communication…1 starNo one-command install · Source
8422.557terminal-toolkit-mcpmcp · ai-agentsEnables LLM clients to execute shell commands safely through the MCP protocol, with features like session management, safe mode, and process control.1 starNo one-command install · Source
8522.557ai-pr-review-mcpmcp · ai-agentsAn MCP server that automates pull request reviews using multiple LLM providers (OpenAI, Claude, Gemini, Groq, Perplexity) and supports GitHub and…1 starNo one-command install · Source
8622.557fitness-mcp-servermcp · ai-agentsProvides MCP servers for Claude to access fitness data from Strava and intervals.icu, enabling natural language queries for activity analysis…1 starNo one-command install · Source
8722.557kingjhonri-ollamamcp · ai-agentsIntegrates with Ollama for local LLM inference, enabling direct access to self-hosted language models with streaming support and model management…1 starNo one-command install · Source
8822.557url-content-mcpmcp · ai-agentsMCP server that fetches raw HTML content from a given URL to provide web context to LLMs.1 starNo one-command install · Source
8922.557freee-hr-mcpmcp · ai-agentsEnables managing freee HR operations like employee data, attendance, leave, and approvals through natural language in MCP-compatible clients such as…1 starNo one-command install · Source
9022.557mem0-mcp-servermcp · ai-agentsA local Mem0 memory system integrated with Anthropic Claude via MCP, enabling persistent memory for AI interactions with vector and graph storage.1 starNo one-command install · Source
9122.557reflect-mcp-servermcp · ai-agentsAn unofficial MCP server that enables adding content to daily notes, creating notes, saving links, and scheduling reminders in Reflect from Claude…1 starNo one-command install · Source
9222.557gym-mcpmcp · ai-agentsEnables AI agents to discover and play games like Tic-Tac-Toe through a standardized interface, with plans to integrate more environments.1 starNo one-command install · Source
9322.557dataiku-dss-mcp-servermcp · ai-agentsA comprehensive MCP server for Dataiku DSS integration, providing Claude Code with direct access to manage recipes, datasets, and scenarios.1 starNo one-command install · Source
9422.557corememory-mcpmcp · ai-agentsProvides a local, persistent long-term memory service for MCP-compatible AI agents, enabling them to store, search, and recall information across…1 starNo one-command install · Source
9522.557dbmcp-servermcp · ai-agentsProvides an instant MongoDB MCP server that can be used from any AI agent without local installation.1 starNo one-command install · Source
9622.557qgismcpmcp · ai-agentsQGISMCP connects QGIS to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control QGIS for project…1 starNo one-command install · Source
9722.557engmanager-mcpmcp · ai-agentsProvides LLMs with structured workflow guidance and next-step instructions for development procedures, ensuring consistent practices across projects.1 starNo one-command install · Source
9822.557book-recommendermcp · ai-agentsMCP server that provides book recommendation tools, allowing an AI agent to search and filter books by genre, page count, and ratings using the…1 starNo one-command install · Source
9922.557incident-agentmcp · ai-agentsA Python FastMCP server for incident management and analysis, providing tools for greeting, echo, and server information retrieval.1 starNo one-command install · Source
10022.557da-colon-prompt-cleanermcp · ai-agentsSanitizes and redacts sensitive information from user prompts using OpenAI-compatible APIs to intelligently clean text while detecting and removing…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