Armory
Source

Leaderboard

Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 58,209skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
5 More
eval 37memory 36observability 34infra 24browser 5
Domain
Allback-end 17,215ai-agents 11,349other 8,469search 6,353database 3,279observability 2,842front-end 2,427auth 2,179
5 More
devops 1,841browser 1,757comms 1,585payments 1,353github-vcs 1,090
Vertical
Allfinance 4,486ai-infra 3,509security 3,160productivity 2,110marketing 1,315data-analytics 1,124legal 1,050devtools 963
4 More
education 547healthcare 452e-commerce 445gaming 380
Sort
ScoreUsageTestedMentionsStarsName
Highest FirstRows50100250Export

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

10,184 results · 61,739 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
460122.527machinamcp · ai-agentsAI's home on your Mac: gives AI agents remote access to iMessage, Notes, Reminders, Contacts, and more via MCP.1 starNo one-command install · Source
460122.527madwiki-codex-persistentmcp · ai-agentsProxy interface to OpenAI's Codex CLI with persistent session management, enabling conversational context preservation across multiple interactions…1 starNo one-command install · Source
460122.527smart-colab-mcp-bridgemcp · ai-agentsConnects Claude Desktop to a Google Colab runtime via ngrok for remote Python execution, enabling GPU/CPU code execution with smart timeouts and file…1 starNo one-command install · Source
460122.527paizhaojieti-stdio-mcp-servermcp · ai-agentsEnables solving math, physics, chemistry and other subject problems from images using the Zhipu AI photo-solving agent via STDIO protocol.1 starNo one-command install · Source
460122.527reading-companionmcp · ai-agentsA 4-stage reading companion that helps users set reading goals, discover books, track progress, and deepen learning through reflection, integrated…1 starNo one-command install · Source
460122.527comfymcpmcp · ai-agentsEnables Claude to generate images via ComfyUI from natural language requests, automating workflow construction and execution.1 starNo one-command install · Source
460122.527duck-punch-mcpmcp · ai-agentsA collection of MCP servers that dynamically wrap existing Python SDKs (Google SecOps, SOAR, Google Cloud, Fitbit) to expose their functionality to…1 starNo one-command install · Source
460122.527s3-data-lake-mcp-servermcp · ai-agentsEnables AI agents to query S3 data lakes using natural language, with support for CSV, JSON, Parquet and tools for data discovery, analysis, and…1 starNo one-command install · Source
460122.527bmad-mcp-server-2mcp · ai-agentsA Model Context Protocol (MCP) server that bridges BMAD agents with GitHub Copilot, enabling AI-assisted development workflows through specialized…1 starNo one-command install · Source
460122.527norvalbv-deep-researchmcp · ai-agentsOrchestrates comprehensive research workflows by coordinating web search, academic papers, and technical documentation through parallel LLM voting for…1 starNo one-command install · Source
460122.527mcp-server-google-visionmcp · ai-agentsProvides OCR capabilities to LLMs via Google Cloud Vision, enabling reading of scanned documents, handwriting, and images.1 starNo one-command install · Source
460122.527ai-project-os-mcpmcp · ai-agentsEnforces engineering governance for AI-driven software projects, ensuring state over prompt, freeze over generate, and audit over output through the…1 starNo one-command install · Source
460122.527pagerduty-mcp-communitymcp · ai-agentsA community-maintained MCP server for interacting with PagerDuty accounts, enabling management of incidents, services, schedules, and event…1 starNo one-command install · Source
460122.527ravenna-mcp-servermcp · ai-agentsAllows LLMs to create, update, and retrieve tickets directly from the Ravenna help desk platform.1 starNo one-command install · Source
460122.5278agana-autonomemcp · ai-agentsAutonomous wake/sleep cycle management and cross-agent federation with scheduled messaging and async task coordination1 starNo one-command install · Source
460122.527genetic-mcpmcp · ai-agentsEnables evolutionary idea generation using genetic algorithms with LLM workers, multi-objective fitness evaluation, and advanced genetic operations.1 starNo one-command install · Source
460122.527smart-ai-memory-memdocsmcp · ai-agentsGit-native project memory system with enterprise audit compliance1 starNo one-command install · Source
460122.527simple-memory-mcp-servermcp · ai-agentsA lightweight MCP server that provides persistent knowledge graph storage for AI assistants, enabling memory across sessions through…1 starNo one-command install · Source
460122.527v-rmcp · ai-agentsProvides LLM-friendly weather tools and Norwegian place name resolution via MCP, enabling weather forecasts, air quality, marine conditions, and…1 starNo one-command install · Source
460122.527phaset-manifest-generator-mcpmcp · ai-agentsGenerates Phaset manifest files by analyzing your repository with Claude's AI, automatically inferring fields from code, configs, and documentation.1 starNo one-command install · Source
460122.527mcp-code-modemcp · ai-agentsUniversal Python code execution MCP server that lets LLMs write and run Python for any task, with auto-install packages, streaming output, and…1 starNo one-command install · Source
460122.527rawan-77-sales-insights-agentmcp · ai-agentsExposes dataset preview functionality through the Model Context Protocol, enabling LLM-based analysis workflows to access and analyze CSV sales data.1 starNo one-command install · Source
460122.527zgagnon-run-typescript-skillsmcp · ai-agentsExecutes TypeScript code in isolated temporary workspaces with automatic cleanup, supporting imports from ~/.claude/skills and capturing console…1 starNo one-command install · Source
460122.527daiduo2-tashan-scisparkmcp · ai-agentsAutomates scientific research workflows by integrating arXiv and Google Scholar for paper discovery, employing collaborative AI analysis through…1 starNo one-command install · Source
460122.527clarify-mcp-servermcp · ai-agentsEnables AI agents to ask clarification questions and receive structured user input through a Human-in-the-Loop interface.1 starNo one-command install · Source
460122.527llm-gatewaymcp · ai-agentsCentralized gateway for multiple AWS Bedrock models through the Model Context Protocol (MCP), enabling AI agents to interact with 15+ Bedrock models…1 starNo one-command install · Source
460122.527root-mcp-servermcp · ai-agentsEnables LLMs and MCP clients to execute Python and C++ code using ROOT's PyROOT interface, with support for graphics and error detection.1 starNo one-command install · Source
460122.527utcp-documentation-mcp-servermcp · ai-agentsAssists AI coding agents in understanding and implementing UTCP by providing documentation search, manual validation, code generation, OpenAPI…1 starNo one-command install · Source
460122.527expenselm-mcp-servermcp · ai-agentsMCP server for ExpenseLM, a GenAI powered expense management application. Enables AI agents to access expense data for recording, insights, and…1 starNo one-command install · Source
460122.527markitdown-mcp-servermcp · ai-agentsConverts documents (PDF, DOCX, images, etc.) to Markdown using Microsoft's Markitdown library, with no local setup required. Integrates with AI agents…1 starNo one-command install · Source
460122.527mcp-travel-plannermcp · ai-agentsA unified MCP server providing a single entry point to comprehensive travel planning services, including flights, hotels, weather, geocoding, events…1 starNo one-command install · Source
460122.527jayvps-ghidramcp · ai-agentsBridges Ghidra reverse engineering platform with AI assistants for decompilation, memory mapping, and security analysis1 starNo one-command install · Source
460122.527persona-switcher-mcp-servermcp · ai-agentsDynamic AI persona management for Claude with file-based storage. Switch between different AI personas mid-conversation or start conversations with…1 starNo one-command install · Source
460122.527mnemexmcp · ai-agentsProvides human-like memory dynamics for AI assistants, enabling natural forgetting and reinforcement of memories over time.1 starNo one-command install · Source
460122.527agentsyun-mcpmcp · ai-agents提供多品类优惠券查询和推广链接生成功能，涵盖外卖、美食、休闲娱乐、酒店、旅游和医药等类目。1 starNo one-command install · Source
460122.527bioopenmcpmcp · ai-agentsBioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and STAR with background execution and status checking. It integrates with…1 starNo one-command install · Source
460122.527bigosprite-twimcp · ai-agentsIntegrates with machine learning models through the transformers library to generate images from text prompts with robust data validation and…1 starNo one-command install · Source
460122.527csv-mcp-servermcp · ai-agentsEnables Claude to directly access, query, and analyze local CSV files using natural language, keeping data private and local.1 starNo one-command install · Source
460122.527pdf-filler-recursive-simple-mcpmcp · ai-agentsProvides PDF analysis, data extraction, form filling, and comparison capabilities for Claude and Cursor, supporting both text and scanned documents…1 starNo one-command install · Source
460122.527dacebt-prompt-cleaner-pymcp · ai-agentsTransforms raw, unpolished prompts into clear and effective versions using large language models with quality assessment, retry strategies, and…1 starNo one-command install · Source
460122.527da-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
460122.527incident-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
460122.527engmanager-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
460122.527qgismcpmcp · 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
460122.527corememory-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
460122.527dataiku-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
460122.527gym-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
460122.527reflect-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
460122.527mem0-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
460122.527freee-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
460122.527url-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
460122.527kingjhonri-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
460122.527autoware-mcp-servermcp · ai-agentsUniversal bridge between AI agents and Autoware autonomous driving stack, enabling AI-driven mission planning, real-time vehicle control, and adaptive…1 starNo one-command install · Source
460122.527matterai-mcp-servermcp · ai-agentsEnables code reviews, implementation planning, and pull request generation for AI agents in IDEs like Cursor and Windsurf.1 starNo one-command install · Source
460122.527ai-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
460122.527terminal-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
460122.527mcpcreatioservermcp · 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
460122.527aezizhu-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
460122.527kontext-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
460122.527env-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
460122.527mcp-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
460122.527mcp-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
460122.527openai-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
460122.527subbu3012-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
460122.527smart-cities-mcp-servermcp · ai-agentsEnables AI agents to interact with IoT device data from a smart city, including public lighting, water, and gas meters. Supports querying and…1 starNo one-command install · Source
460122.527graphiti-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
460122.527movilidad-con-promptsmcp · ai-agentsProvides real-time and scheduled bus information for Montevideo's public transport system.1 starNo one-command install · Source
460122.527alex-s-zendesk-mcp-servermcp · ai-agentsEnables interaction with Zendesk to manage tickets, retrieve ticket fields, comments, and priority based on SLA, as well as get unsolved tickets by…1 starNo one-command install · Source
460122.527smartscout-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
460122.5270g-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
460122.527mkp-mcp-servermcp · ai-agentsEnables AI systems like Claude to activate advanced reasoning patterns, domain expertise, and contextual analysis capabilities through Meta-Knowledge…1 starNo one-command install · Source
460122.527findatamcp · ai-agentsMCP server providing professional financial data access for LLMs through providers like Tushare, Wind, and DataYes.1 starNo one-command install · Source
460122.527splunk-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
460122.527memara-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
460122.527json-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
460122.527personal-assistant-mcp-servermcp · ai-agentsEnables users to manage tasks with priorities, perform calculations with history, generate secure passwords, and analyze text, all through MCP tools…1 starNo one-command install · Source
460122.527llm-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
460122.527stata-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
460122.527openai-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
460122.527lpf-github-iomcp · ai-agentsGitHub pages blog1 starNo one-command install · Source
460122.527fluxlora-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
460122.527openvisionmcp · 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
460122.527mcp-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
460122.527meetup-mcp-servermcp · ai-agentsA Model Context Protocol implementation for managing context, prompts, and model interactions in Meetup applications.1 starNo one-command install · Source
460122.527google-adk-a2a-mcpmcp · ai-agentsIntegration of Google ADK with A2A and MCP1 starNo one-command install · Source
460122.527mcp-experimentsmcp · ai-agentsProvides tools for executing Bash and AppleScript commands from LLMs on macOS, with safety modes.1 starNo one-command install · Source
460122.527a2a-go-by-sammcjmcp · ai-agentsAnother Go implementation of A2A protocol1 starNo one-command install · Source
460122.527a2a-by-dwoodardmcp · ai-agentsA2A implementation1 starNo one-command install · Source
460122.527a2a-adk-crewai-implementationmcp · ai-agentsImplementation combining ADK and CrewAI with A2A1 starNo one-command install · Source
460122.527happiness-agentmcp · ai-agentsAgent focused on wellness and happiness1 starNo one-command install · Source
460122.527agentic-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
460122.527a2a-go-by-thinkovationmcp · ai-agentsGo implementation of A2A1 starNo one-command install · Source
460122.527workflow-mcp-servermcp · ai-agentsGuides agents through structured workflows with predefined steps, allowing for flexible execution via instructions and tool calls.1 starNo one-command install · Source
460122.527higress-ops-mcp-servermcp · ai-agentsEnables comprehensive configuration and management of Higress through the Model Context Protocol, with an MCP client built on LangGraph and LangChain…1 starNo one-command install · Source
460122.527script-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
460122.527ashtonvaughan-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
460122.527classroomscribemcp · 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
460122.527claude-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
460122.527dreliq9-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
460122.527eidetic-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

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