Armory
Source

Leaderboard

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
Sort
ScoreUsageTestedMentionsStarsName
Lowest FirstRows50100250Export

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
10122.557dacebt-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
10222.557pdf-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
10322.557bigosprite-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
10422.557bioopenmcpmcp · 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
10522.557agentsyun-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
10622.557mnemexmcp · ai-agentsProvides human-like memory dynamics for AI assistants, enabling natural forgetting and reinforcement of memories over time.1 starNo one-command install · Source
10722.557jayvps-ghidramcp · ai-agentsBridges Ghidra reverse engineering platform with AI assistants for decompilation, memory mapping, and security analysis1 starNo one-command install · Source
10822.557mcp-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
10922.557expenselm-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
11022.557llm-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
11122.557daiduo2-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
11222.557zgagnon-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
11322.557rawan-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
11422.557mcp-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
11522.557phaset-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
11622.557v-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
11722.557simple-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
11822.557smart-ai-memory-memdocsmcp · ai-agentsGit-native project memory system with enterprise audit compliance1 starNo one-command install · Source
11922.557io-github-silversurfer562-memdocsmcp · ai-agentsProvides persistent, project-specific memory to AI assistants via the Model Context Protocol, enabling context-aware collaboration across sessions…1 starNo one-command install · Source
12022.557genetic-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
12122.5578agana-autonomemcp · ai-agentsAutonomous wake/sleep cycle management and cross-agent federation with scheduled messaging and async task coordination1 starNo one-command install · Source
12222.557pagerduty-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
12322.557ai-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
12422.557norvalbv-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
12522.557mcpjuliaservermcp · ai-agentsA Julia-based MCP server providing tools for database operations, file management, and database administration, with HTTP bridge support for Windows…1 starNo one-command install · Source
12622.557bmad-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
12722.557duck-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
12822.557comfymcpmcp · ai-agentsEnables Claude to generate images via ComfyUI from natural language requests, automating workflow construction and execution.1 starNo one-command install · Source
12922.557reading-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
13022.557smart-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
13122.557madwiki-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
13222.557machinamcp · 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
13322.557speakup-mcp-servermcp · ai-agentsAn MCP server that gives Claude Code text-to-speech capabilities with support for multiple simultaneous instances, message queuing, and a web UI for…1 starNo one-command install · Source
13422.557ptmorris05-scalenemcp · ai-agentsProvides structured access to Scalene's CPU, GPU, and memory profiling capabilities for Python scripts and code snippets.1 starNo one-command install · Source
13522.557gemini-mcp-ultimatemcp · ai-agentsEnables Claude to offload large codebase analysis to Google Gemini with 1M+ token context windows, persistent sessions, and dramatic token savings.1 starNo one-command install · Source
13622.557skillhub-mcpmcp · ai-agentsBridges Claude-style skills to MCP tools, enabling any MCP client to call the same skills for cross-client reuse and flexible packaging.1 starNo one-command install · Source
13722.557214140846-skillhubmcp · ai-agentsConverts Claude-style skills into MCP tools for cross-client reuse.1 starNo one-command install · Source
13822.557renoise-mcpmcp · ai-agentsMCP server for controlling Renoise via OSC. Lets Claude compose music by writing patterns, triggering notes, and controlling playback.1 starNo one-command install · Source
13922.557agent-factory-mcpmcp · ai-agentsA universal MCP server that automatically discovers and registers CLI tools as AI-powered agents with persona configuration, enabling any CLI tool to…1 starNo one-command install · Source
14022.557quantulabs-hivemindmcp · ai-agentsQuery multiple AI models (OpenAI, Anthropic, Google) for consensus responses.1 starNo one-command install · Source
14122.557qualigenai-oracle-bridge-mcpmcp · ai-agentsAn advanced MCP server that enables Claude Desktop to act as an autonomous Oracle Database Administrator and Data Analyst with agentic schema…1 starNo one-command install · Source
14222.557pay-mcpmcp · ai-agentsAn MCP server for USDC payments on Base, enabling AI agents to check balances, send payments, generate payment requests, and view transaction history.1 starNo one-command install · Source
14322.557pentest-mcpmcp · ai-agentsUnified penetration testing MCP server for Claude Desktop providing 34 security tools for reconnaissance, web scanning, code analysis, and…1 starNo one-command install · Source
14422.557m365-roadmap-mcp-servermcp · ai-agentsA Python-based MCP server that enables AI agents to query the Microsoft 365 Roadmap programmatically.1 starNo one-command install · Source
14522.557r331-agent-orchestratormcp · ai-agentsMulti-strategy orchestration system providing four distinct coordination models for autonomous agent teams through separate MCP servers.1 starNo one-command install · Source
14622.557mcp-blender-servermcp · ai-agentsA Python-based MCP server for integrating Blender and 3D modeling capabilities with OpenClaw AI agents.1 starNo one-command install · Source
14722.557claude-meet-mcpmcp · ai-agentsAI-powered scheduling assistant that checks calendars, finds mutual availability, and books meetings via natural language commands.1 starNo one-command install · Source
14822.557mcp-python-replmcp · ai-agentsA production-grade MCP server providing a persistent Python REPL with multi-session support, sandboxing, and timeout protection, enabling LLM agents…1 starNo one-command install · Source
14922.557suricatamcp-servermcp · ai-agentsTurn Claude Desktop into a network security analyst. A comprehensive MCP server that connects Claude Desktop to Suricata IDS/IPS for PCAP analysis…1 starNo one-command install · Source
15022.557model-context-protocol-templatemcp · ai-agentsA production-ready MCP server template that connects LLMs and AI agents to external data, tools, and services with built-in OAuth 2.1 authentication…1 starNo one-command install · Source
15122.557mcpbootmcp · ai-agentsGenerates and serves an MCP server from a natural language prompt, without requiring SDK knowledge or boilerplate code.1 starNo one-command install · Source
15222.557iterm2-agentmcp · ai-agentsMCP server for controlling iTerm2 terminal sessions, enabling screen reading, command execution, keystroke sending, and session management through…1 starNo one-command install · Source
15322.557impact-previewmcp · ai-agentsMCP server that provides impact preview and approval workflow for AI agent actions, allowing users to see diffs and risk assessments before any…1 starNo one-command install · Source
15422.557agent-polis-impact-previewmcp · ai-agentsSimulate and preview the impact of proposed policy changes on affected populations.1 starNo one-command install · Source
15522.557hecatoncheire-mcpmcp · ai-agentsMulti-agent continuous development system with local LLM orchestration.1 starNo one-command install · Source
15622.557mpzarde-fabricmcp · ai-agentsIntegration with Fabric AI framework for running AI patterns and prompts.1 starNo one-command install · Source
15722.557mcp-voicevox-servermcp · ai-agentsMCP server that synthesizes Claude Code responses into Japanese speech using VOICEVOX, enabling audible feedback during development.1 starNo one-command install · Source
15822.557darkside-mcpmcp · ai-agentsAn MCP server that grants AI agents unrestricted file system, Python, and PowerShell access on Windows for real, unfiltered automation.1 starNo one-command install · Source
15922.557bookstore-mcp-servermcp · ai-agentsAn MCP server that exposes tools for querying a bookstore inventory, allowing AI agents to search and retrieve book information via the Model Context…1 starNo one-command install · Source
16022.557math-logic-mcpmcp · ai-agentsMCP server that gives small LLMs verified symbolic-math & logic tools.1 starNo one-command install · Source
16122.557claude-code-mcp-runnermcp · ai-agentsThis MCP server enables remote control and management of Claude Code agents, allowing you to execute missions, configure agent personalities, and…1 starNo one-command install · Source
16222.557x402-mcp-servermcp · ai-agentsAn MCP server that provides DeFi data tools (crypto prices, whale concentration, funding rates) for AI agents via the x402 protocol.1 starNo one-command install · Source
16322.557verified-repo-memorymcp · ai-agentsRepository-scoped memory with code citations and just-in-time verification, preventing stale information for AI coding agents.1 starNo one-command install · Source
16422.557cognitivemyriad-verified-repo-memorymcp · ai-agentsProvides stale-proof repository memory with code citations and just-in-time verification for coding agents.1 starNo one-command install · Source
16522.557coordmcpmcp · ai-agentsA coordination server that enables multiple AI coding agents to work together on the same project by providing shared memory, file locking, decision…1 starNo one-command install · Source
16622.557agent-runtime-mcpmcp · ai-agentsEnables persistent task and goal management with AI-powered decomposition, cross-session continuity, and fault-tolerant multi-agent pipelines.1 starNo one-command install · Source
16722.557thekingoffamily-cursor-task-trackermcp · ai-agentsTask management system for AI coding agents with kanban dashboard and role-based workflows.1 starNo one-command install · Source
16822.557cursor-task-trackermcp · ai-agentsAn MCP server for managing tasks in Cursor IDE, enabling AI agents to create, update, and comment on tasks via MCP tools, with a kanban dashboard and…1 starNo one-command install · Source
16922.557samrajtheailyceum-adtech-suitemcp · ai-agentsSuite of advertising technology tools with multi-agent architectures for creative intelligence, attribution, brand safety, and campaign optimization.1 starNo one-command install · Source
17022.557soundraw-game-bgmmcp · ai-agentsEnables AI agents to generate dynamic game background music by analyzing game scenes with DeepSeek and generating royalty-free tracks via Soundraw…1 starNo one-command install · Source
17122.557skorotkiewicz-tron-light-cyclemcp · ai-agentsMultiplayer Tron light-cycle game where AI agents compete by navigating grids while avoiding crashes, with five difficulty levels and real-time web…1 starNo one-command install · Source
17222.557basegrid-mcp-servermcp · ai-agentsGives Claude Desktop, Cursor, Cline, and other MCP-compatible AI tools persistent memory, enabling them to store and recall information seamlessly…1 starNo one-command install · Source
17322.557aow4-tomes-mcp-servermcp · ai-agentsMCP server for Age of Wonders 4 that helps AI agents guide players in selecting tomes and skills, leveraging tome data from the official wiki.1 starNo one-command install · Source
17422.557skvilmcp · ai-agentsSecurity verification for AI agent skills with community-powered scanning, reputation scoring, and on-chain Solana certifications.1 starNo one-command install · Source
17522.557user-intent-mcpmcp · ai-agentsA multi-modal user intent collection MCP server that allows AI agents to ask users questions and receive text/image replies.1 starNo one-command install · Source
17622.557lfm2-5-localmcp · ai-agentsRun Liquid AI's LFM2.5 model locally on Mac with a chat UI and MCP server for integration with Claude Desktop, Cursor, and other tools. Offers fast…1 starNo one-command install · Source
17722.557fetter-mcpmcp · ai-agentsProvides real-time Python package vulnerability data, enabling AI agents to check CVEs, CVSS scores, and safe versions for informed dependency…1 starNo one-command install · Source
17822.557fettermcp · ai-agentsReal-time Python package metadata and vulnerability data for AI coding agents.1 starNo one-command install · Source
17922.557boardroom-mcpmcp · ai-agentsMulti-advisor debate, institutional memory, trust scoring, and cognitive governance for AI agents, all running locally.1 starNo one-command install · Source
18022.557putput-mcpmcp · ai-agentsFile uploads for AI agents. Upload, list, and manage files from AI coding assistants like Claude, Cursor, Windsurf, and VS Code Copilot with no signup…1 starNo one-command install · Source
18122.557putputmcp · ai-agentsFile uploads for AI agents with CDN delivery and no signup required.1 starNo one-command install · Source
18222.557mcp-abuseipdbmcp · ai-agentsEnables AI agents to check IP reputation and abuse reports via AbuseIPDB, including abuse confidence scores, report details, and bulk IP triage.1 starNo one-command install · Source
18322.557devscontextmcp · ai-agentsDevsContext is an MCP server that provides AI coding agents with synthesized engineering context—requirements, decisions, architecture, and…1 starNo one-command install · Source
18422.557vault-mcpmcp · ai-agentsEnables LLM agents to securely use credentials like passwords and API keys without exposing them in the context window, through encrypted storage and…1 starNo one-command install · Source
18522.557einvoice-mcpmcp · ai-agentsMCP server for German e-invoice compliance (XRechnung 3.0 & ZUGFeRD 2.x) enabling AI agents to validate, generate, parse, and check compliance of…1 starNo one-command install · Source
18622.557proxybase-mcpmcp · ai-agentsGive AI Agents Residential SOCKS5 Passports to Bypass Bot Defenses.1 starNo one-command install · Source
18722.557mcp-yandex-voicemcp · ai-agentsMCP server for Cursor that generates text responses via Yandex GPT and converts them to speech using Yandex SpeechKit TTS, enabling voice replies to…1 starNo one-command install · Source
18822.557cognos-session-memorymcp · ai-agentsEnables persistent session memory for LLMs by trust-scoring and injecting verified context between conversations.1 starNo one-command install · Source
18922.557base76-research-lab-cognos-session-memorymcp · ai-agentsVerified context injection via epistemic trust scoring for session continuity between conversations.1 starNo one-command install · Source
19022.557godot-test-mcpmcp · ai-agentsMCP server for automated Godot 4 game testing. Enables launching games, capturing errors, and verifying changes from Claude Code or any MCP client.1 starNo one-command install · Source
19122.557huanwang0-privacyguardmcp · ai-agentsRoutes sensitive prompts to local Ollama instances instead of cloud LLMs using keyword-based pattern matching for PII, PHI, and credential detection.1 starNo one-command install · Source
19222.557krwl3rmcp · ai-agentsMCP server for web scraping and browser automation, enabling AI agents to extract clean, token-efficient content from web pages.1 starNo one-command install · Source
19322.557swarm-atmcp · ai-agentsEnables agent settlement, trust verification, and ledger operations for multi-agent workflows, with tools for blueprint management, credit tracking…1 starNo one-command install · Source
19422.557mediaeater-swarm-atmcp · ai-agentsSettlement protocol for AI agent swarms with hash-chained ledger, trust scoring, blueprints, and cross-vendor agent coordination.1 starNo one-command install · Source
19522.557universal-image-mcpmcp · ai-agentsMCP server for multi-provider AI image generation (AWS Bedrock, OpenAI, Google Gemini) enabling image generation, transformation, and editing through…1 starNo one-command install · Source
19622.557cloakedmcp · ai-agentsTrustless spending accounts for AI agents on Solana with on-chain enforced limits and zero-knowledge proofs.1 starNo one-command install · Source
19722.557robbhimself-1337-claude-armymcp · ai-agentsOrchestrates multiple Claude Code agents across different projects in parallel from a single chat interface.1 starNo one-command install · Source
19822.557claudearmymcp · ai-agentsAn MCP server that enables Claude to orchestrate multiple autonomous Claude Code agents working in parallel across different projects, with tools to…1 starNo one-command install · Source
19922.557todoist-mcp-helpermcp · ai-agentsConnect AI agents to your Todoist tasks via the Model Context Protocol (MCP).1 starNo one-command install · Source
20022.557base-token-sniper-mcpmcp · ai-agentsAn MCP server for AI agents to discover and trade new token launches on Base chain.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