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
530191.6666yantrikdb-mcpmcp · ai-agentsMCP server providing cognitive memory tools (remember, recall, think, etc.) for AI agents, enabling forgetting, consolidation, and contradiction…172 stars · 11 forksNo one-command install · Source
530291.6722line-oa-mcp-ultimatemcp · ai-agentsOperate your LINE Official Account from any AI agent through natural language.96 stars · 27 forksNo one-command install · Source
530391.6818cognition-wheelmcp · ai-agentsEnables querying multiple AI models in parallel (Claude, Gemini, O3) and synthesizing their responses using anonymous analysis to reduce bias…193 stars · 10 forksNo one-command install · Source
530491.6886ruishu-mcpmcp · ai-agentsAn MCP server that bridges LLMs with dynamic real-world data by leveraging Chrome DevTools Protocol to intercept and reconstruct network traffic…88 stars · 34 forksNo one-command install · Source
530591.7343rive-editormcp · ai-agentsConnects the Rive Editor to enable automated creation of complex View Models, State Machines, Layouts, and Shapes through natural language prompts…27 stars · 54 forksNo one-command install · Source
530691.8032cove-sensory-mcpmcp · ai-agentsA local stdio MCP server that lets an Agent use configured multimodal providers to inspect images, video, audio, and music files, acting as a sensory…103 stars · 24 forksNo one-command install · Source
530791.8122agentic-mcp-tools-owlexmcp · ai-agentsAI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds138 stars · 15 forksNo one-command install · Source
530891.8362egcmcp · ai-agentsLocal MCP runtime that gives persistent cross-session memory to 12 AI coding agents (Claude Code, Cursor, Codex, Gemini CLI, Windsurf, Amp, and more)…47 stars · 42 forksNo one-command install · Source
530991.8757ruvnet-flow-nexusmcp · ai-agentsCloud-powered agentic platform with multi-agent swarms, sandboxes, and workflow automation101 stars · 26 forksNo one-command install · Source
531091.8762crawl4ai-mcp-server-2mcp · ai-agentsA lightweight MCP server that exposes Crawl4AI web scraping and crawling capabilities as tools for AI agents, enabling single-page scraping and…107 stars · 23 forksNo one-command install · Source
531191.8780mcp-google-docmcp · ai-agentsMCP server that allows you to connect to Google Docs through Claude, enabling listing, reading, creating, updating, searching, and deleting documents.48 stars · 42 forksNo one-command install · Source
531291.8875health-record-mcpmcp · ai-agentsConnect to an EHR and make clinical data available via MCP85 stars · 36 forksNo one-command install · Source
531391.8943grahama1970-claude-codemcp · ai-agentsEnables AI to execute code, manage files, run Git operations, and perform terminal commands through a robust task orchestration system with…124 stars · 18 forksNo one-command install · Source
531491.9225rsigmamcp · ai-agentsRSigma is a Rust detection-engineering toolkit for the Sigma standard. Its MCP server (rsigma mcp serve) exposes the toolchain to AI agents over stdio…136 stars · 16 forksNo one-command install · Source
531591.9731claude-code-agentsskill · ai-agentsComprehensive E2E development workflow with helpful Claude Code subagent prompts for solo devs. Run multiple auditors in parallel, automate fix cycles…147 stars · 15 forksNo one-command install · Source
531692.0221sparesparrow-prompt-managermcp · ai-agentsManages and serves customizable prompt templates with variable substitution and tag-based organization for streamlined LLM interactions in development…117 stars · 21 forksNo one-command install · Source
531792.0238askbudi-roundtablemcp · ai-agentsMeta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized…125 stars · 19 forksNo one-command install · Source
531892.0658ccexpcli · ai-agentsAn interactive terminal tool for finding and managing Claude Code configuration files and slash commands.271 stars · 9 forksNo one-command install · Source
531992.0711illustrator-mcpmcp · ai-agentsEnables AI agents to generate vector graphics in Adobe Illustrator using natural language prompts, by sending ExtendScript commands via a local MCP…143 stars · 16 forksNo one-command install · Source
532092.0997jean-technologies-jean-memorymemory · ai-agentsUse when you want mem0-style and graph-style memory combined behind one interface.171 stars · 13 forksNo one-command install · Source
532192.1569mcpm-climcp · ai-agentsA command-line tool for managing MCP servers in Claude App, which can also act as an MCP server itself to enable package management and discovery.106 stars · 28 forksNo one-command install · Source
532292.1569alexai-mcp-opencrabmcp · ai-agentsMetaOntology OS integration for ontology-structured agent environments.106 stars · 28 forksNo one-command install · Source
532392.1873gmp-code-assistmcp · ai-agentsEnhances LLM responses by grounding them in official Google Maps Platform documentation and code samples via MCP tools for developing applications.105 stars · 29 forksNo one-command install · Source
532492.1890a2a-javamcp · ai-agentsPure Java implementation of Google A2A protocol for Spring Boot109 stars · 27 forksNo one-command install · Source
532592.2422chiasmusmcp · ai-agentsMCP server that gives LLMs access to formal verification via Z3 and SWI-Prolog, plus tree-sitter-based source code analysis. Translates natural…213 stars · 11 forksNo one-command install · Source
532692.2469sv-number-mcp-servermcp · ai-agentsMCP server that lets agents order temporary phone numbers, receive SMS verification codes, and manage activations via nine simple tools.551 stars · 7 forksNo one-command install · Source
532792.2781houtini-lmmcp · ai-agentsProvides expert prompt engineering capabilities through LM Studio integration, featuring 35+ specialized functions for code analysis, generation…113 stars · 26 forksNo one-command install · Source
532892.3163pagerdutymcp · ai-agentsIntegrates with PagerDuty's incident management platform to provide tools for managing incidents, services, teams, users, schedules, escalation…77 stars · 40 forksNo one-command install · Source
532992.3209co-reading-mcpmcp · ai-agentsA local MCP server that gives Claude a durable reading room for EPUB and plain text books, enabling chunk-by-chunk navigation, annotations, progress…111 stars · 28 forksNo one-command install · Source
533092.3456webmcpmcp · ai-agentsMCP server for web search and content extraction using DuckDuckGo or SearXNG, with Playwright-based fetching and LLM-powered data extraction.139 stars · 19 forksNo one-command install · Source
533192.3836tauri-plugin-mcpmcp · ai-agentsAn MCP server that allows AI agents to interact with and debug Tauri applications through screenshots, DOM access, input simulation, and more.108 stars · 31 forksNo one-command install · Source
533292.4146cursor-notebook-mcpmcp · ai-agentsAn MCP server that enables AI agents to create, read, edit, and manage Jupyter Notebook files programmatically, overcoming limitations in Cursor's…161 stars · 16 forksNo one-command install · Source
533392.4534justin3go-commcp · ai-agentsA fully-featured modern blog based on VitePress139 stars · 20 forksNo one-command install · Source
533492.4627a2a-mcp-tutorialworkflow · ai-agentsA tutorial on how to use Model Context Protocol by Anthropic and Agent2Agent Protocol by Google113 stars · 29 forksNo one-command install · Source
533592.4709agentrpcmcp · ai-agentsA universal RPC layer for AI agents. Connect to any function, any language, any framework, in minutes.135 stars · 21 forksNo one-command install · Source
533692.4778raine-consult-llmmcp · ai-agentsEscalates complex reasoning tasks to more powerful language models (OpenAI o3, Google Gemini 2.5 Pro, DeepSeek Reasoner) by forwarding markdown…132 stars · 22 forksNo one-command install · Source
533792.5230jnmetacode-shellwardmcp · ai-agentsAI Agent Security Middleware & MCP Server with 8-layer defense including prompt injection detection, DLP data flow tracking, command blocking, and PII…131 stars · 23 forksNo one-command install · Source
533892.5536ab-methodworkflow · ai-agentsA principled, spec-driven workflow that transforms large problems into focused, incremental missions using Claude Code's specialized sub agents…189 stars · 14 forksNo one-command install · Source
533992.5921cexll-codex-climcp · ai-agentsBridges OpenAI's Codex CLI with structured command execution, brainstorming sessions, and chunked response delivery for code analysis, automated…179 stars · 15 forksNo one-command install · Source
534092.6194openfate-bazi-mcpmcp · ai-agentsEnables AI agents to calculate deterministic Bazi (Four Pillars) charts with True Solar Time and Earthly Branch interactions, avoiding LLM…142 stars · 21 forksNo one-command install · Source
534192.6371jacobianmcp · ai-agentsAn MCP server for executable mathematics that enables agents to construct objects, compute invariants, search for witnesses, and verify results with…194 stars · 14 forksNo one-command install · Source
534292.6928jjsantos01-jupyter-notebook-mcpmcp · ai-agentsconnects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.130 stars · 26 forksNo one-command install · Source
534392.7138gaopengbin-cesium-mcpmcp · ai-agentsAI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS — camera flight, GeoJSON/3D Tiles layers, markers, spatial…133 stars · 25 forksNo one-command install · Source
534492.7339vibe-annotationsmcp · ai-agentsMCP server that exposes web page annotations to AI coding agents, enabling automated implementation of visual feedback and design tweaks.149 stars · 21 forksNo one-command install · Source
534592.7598bromoket-x64dbgmcp · ai-agentsAI-powered reverse engineering and debugging interface for the x64dbg debugger with breakpoints, memory analysis, and tracing.125 stars · 29 forksNo one-command install · Source
534692.7899hegelionmcp · ai-agentsAn MCP server that improves LLM reasoning through dialectical argumentation and generates verified code via a player-coach loop.173 stars · 17 forksNo one-command install · Source
534792.8683open-computer-usemcp · ai-agentsMCP server that gives any LLM a managed Docker workspace with live browser, terminal, code execution, document skills, and autonomous sub-agents.123 stars · 32 forksNo one-command install · Source
534892.8832pdf-toolsmcp · ai-agentsThe local PDF workflow for Claude Desktop and MCP hosts: fill, sign, merge, split, extract, and analyze PDFs without sending files to a web app.153 stars · 22 forksNo one-command install · Source
534992.8903contextkitcli · ai-agentsA systematic development framework that transforms Claude Code into a proactive development partner. Features 4-phase planning methodology…166 stars · 19 forksNo one-command install · Source
535092.9620claude-mcpworkflow · ai-agentsClaude Unified Model Context Interaction Protocol49 stars · 57 forksNo one-command install · Source
535192.9692kryptobaseddev-cleomcp · ai-agentsTask management protocol for solo developers and AI coding agents with CQRS pattern.160 stars · 21 forksNo one-command install · Source
535293.0012veriteknik-pluggedin-mcp-proxymcp · ai-agentsA comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and…135 stars · 29 forksNo one-command install · Source
535393.0159bench-studio-publicmcp · ai-agentsMCP server that lets AI agents generate images and videos, build websites, and produce designed PDFs with transparent model routing, cost tracking…113 stars · 43 forksNo one-command install · Source
535493.0358systemprompt-code-orchestratormcp · ai-agentsOrchestrates Claude Code CLI and Gemini CLI sessions to perform complex coding tasks through unified task management, agent coordination, and progress…140 stars · 28 forksNo one-command install · Source
535593.0513charlottemcp · ai-agentsA token-efficient MCP server that gives AI agents structured access to the web, returning compact page summaries and targeted queries instead of full…176 stars · 19 forksNo one-command install · Source
535693.0787kyanitelabs-videomcp · ai-agentsVideo editing MCP server with FFmpeg, planning, and Hyperframes tools for AI agents.132 stars · 32 forksNo one-command install · Source
535793.1000mcp-localmcp · ai-agentsRuns local MCP servers (filesystem, search, read-only shell) exposed via Tailscale Funnel with OAuth, enabling claude.ai to securely access local…126 stars · 37 forksNo one-command install · Source
535893.1591scottcjn-rustchain-bottubemcp · ai-agentsInteracts with RustChain's Proof-of-Antiquity blockchain and BoTTube video platform for mining, video content, and agent-to-agent communication.108 stars · 45 forksNo one-command install · Source
535993.1612squirrelscanmcp · ai-agentsMCP server for website QA auditing, covering SEO, performance, security, accessibility, and agent experience with 260+ rules and AI-optimized output…265 stars · 13 forksNo one-command install · Source
536093.1632intina47-context-syncmcp · ai-agentsPersistent knowledge layer syncing context across Claude, Cursor, VS Code, and other development tools191 stars · 18 forksNo one-command install · Source
536193.1835codex-subagents-mcpmcp · ai-agentsEnables Codex CLI to delegate tasks to file-based specialized agents with isolated execution, auditability, and CI-friendly validation.160 stars · 24 forksNo one-command install · Source
536293.2333elvismdev-mem0-mcp-selfhostedmcp · ai-agentsSelf-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero-config OAT auth, split-model…107 stars · 46 forksNo one-command install · Source
536393.2944auth0mcp · ai-agentsIntegrates with LLMs and AI agents, allowing you to perform various Auth0 management operations using natural language. For instance, you could simply…115 stars · 46 forksNo one-command install · Source
536493.3032gh-dcostenco-prismmcp · ai-agentsAI agent persistent memory system with local-first storage, time travel, and multi-agent sync.157 stars · 27 forksNo one-command install · Source
536593.3039einverne-github-iomcp · ai-agentsPersonal blog using jekyll-bootstrap105 stars · 47 forksNo one-command install · Source
536693.3213claude-toolboxcli · ai-agentsThis is a starter template repository designed to provide a complete development environment for Claude-Code with pre-configured MCP servers and tools…148 stars · 31 forksNo one-command install · Source
536793.3606macos-mcpmcp · ai-agentsA lightweight MCP server that bridges AI agents and macOS, enabling automation of file navigation, application control, UI interaction, browser…165 stars · 25 forksNo one-command install · Source
536893.3645qiankunli-github-iomcp · ai-agentsPersonal blog94 stars · 50 forksNo one-command install · Source
536993.3682pyroprompts-llm-completions-mcpmcp · ai-agentsConnect to OpenAI-compatible chat completion APIs.160 stars · 27 forksNo one-command install · Source
537093.3706kukapay-crypto-indicatorsmcp · ai-agentsProvides AI trading agents with real-time technical analysis indicators and trading signals for cryptocurrency markets, enabling quantitative strategy…130 stars · 43 forksNo one-command install · Source
537193.4134signal-slot-gdbmcp · ai-agentsIntegrates with GDB to provide debugging capabilities for C/C++ programs, enabling breakpoint setting, code stepping, memory examination, and call…159 stars · 28 forksNo one-command install · Source
537293.4317uranid-mnemmcp · ai-agentsRust MCP server providing versioned knowledge graph memory for agents with hybrid GraphRAG retrieval.144 stars · 35 forksNo one-command install · Source
537393.4342codex-as-mcpmcp · ai-agentsDelegates work from MCP clients (like Claude Code) to the Codex CLI, allowing spawning of autonomous Codex subagents for tasks.173 stars · 24 forksNo one-command install · Source
537493.4345clauditmcp · ai-agentsEnables searching over 20,000+ smart contract audit findings from Solodit, with filters for severity, firm, tags, and more. Designed for use with AI…157 stars · 29 forksNo one-command install · Source
537593.4438reversecore-mcpmcp · ai-agentsAn enterprise-grade MCP server for AI-powered reverse engineering. Enables AI agents to perform comprehensive binary analysis through natural language…195 stars · 20 forksNo one-command install · Source
537693.4714nesquikm-rubber-duckmcp · ai-agentsBridge to multiple OpenAI-compatible LLMs with consensus voting and multi-provider querying176 stars · 24 forksNo one-command install · Source
537793.4847northcindermcp · ai-agentsNorthCinder is an MCP server that enables AI agents to compare products against a brief, rank them with explanations, and support approved checkout…1,219 stars · 8 forksNo one-command install · Source
537893.4877entanglr-zettelkasten-mcpmcp · ai-agentsA Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search…163 stars · 28 forksNo one-command install · Source
537993.5094paiml-pmat-agentmcp · ai-agentsZero-config AI context generation and code quality toolkit164 stars · 28 forksNo one-command install · Source
538093.5425gowtham0992-linkmcp · ai-agentsPersonal knowledge wiki maintained by LLMs with agent-optimized search and graph visualization.180 stars · 24 forksNo one-command install · Source
538193.5831sktime-mcpmcp · ai-agentsAn MCP server that enables LLMs to discover, reason about, compose, and execute sktime estimator workflows via a registry-driven semantic engine.27 stars · 110 forksNo one-command install · Source
538293.5915a2a-bridgemcp · ai-agentsBridges Google's Agent-to-Agent protocol with MCP, enabling agent discovery, registration, message sending, and task management through protocol…148 stars · 38 forksNo one-command install · Source
538393.5955nemori-ai-nemorimemory · ai-agentsUse when you want to see whether aligning memory to episode-sized chunks beats a heavier memory framework.207 stars · 20 forksNo one-command install · Source
538493.6176cachebromcp · ai-agentsProvides file caching and diff tracking for AI coding agents, reducing token usage by returning changes or confirming no changes instead of full file…218 stars · 19 forksNo one-command install · Source
538593.6191zotero-cli-ccmcp · ai-agentsMCP server that exposes 45 tools for Zotero reference management, enabling AI agents to read/write items, search, extract PDF text, and manage…202 stars · 21 forksNo one-command install · Source
538693.6221wanaku-ai-wanakumcp · ai-agents☁️ 🏠 The Wanaku MCP Router is a SSE-based MCP server that provides an extensible routing engine that allows integrating your enterprise systems with…133 stars · 49 forksNo one-command install · Source
538793.6256iamtouchskyer-memexmcp · ai-agentsZettelkasten-based memory system for AI agents with atomic knowledge cards and bidirectional links.142 stars · 42 forksNo one-command install · Source
538893.6486adancurusul-embedded-debuggermcp · ai-agentsProvides hardware debugging capabilities for ARM Cortex-M and RISC-V microcontrollers through probe-rs integration, supporting popular debug probes…171 stars · 28 forksNo one-command install · Source
538993.6717jpicklyk-task-orchestratormcp · ai-agentsEnforces server-side workflow discipline for AI agents through persistent work items, typed dependency graphs, quality gates, and actor attribution.205 stars · 21 forksNo one-command install · Source
539093.6717glade-mcpmcp · ai-agentsConnect any MCP-compatible AI client (Claude Code, Cursor, Windsurf) to Unity or Godot. 300+ granular tools, an editor aware system prompt, game…205 stars · 21 forksNo one-command install · Source
539193.6743memovmcp · ai-agentsProvides a memory layer for AI coding agents with Git-powered version control, enabling automatic tracking of prompts, context, and code diffs.194 stars · 23 forksNo one-command install · Source
539293.6981claude-paceobservability · ai-agentsA lightweight Bash + jq statusline for Claude Code that displays rate limit pace delta (burn rate vs. time remaining), 5h/7d usage percentage, context…229 stars · 19 forksNo one-command install · Source
539393.7516kanban-tuimcp · ai-agentsMCP server for kanban-tui, a terminal-based task manager, that exposes task, board, and column management commands for AI agents to interact with.279 stars · 16 forksNo one-command install · Source
539493.7564gemini-search-mcp-2mcp · ai-agentsMCP server for web search powered by Google AI Mode (Gemini). Enables any AI agent to search the web in real-time for free and without rate limits.174 stars · 29 forksNo one-command install · Source
539593.7977altium-mcpmcp · ai-agentsUse Claude to control or ask questions about your Altium project.151 stars · 43 forksNo one-command install · Source
539693.8655infinitimeless-lmstudiomcp · ai-agentsBridges Claude with locally running LLM models via LM Studio, enabling users to leverage private models through Claude's interface while maintaining…169 stars · 33 forksNo one-command install · Source
539793.9252mubarak-alketbi-game-asset-generatormcp · ai-agentsConnects to Hugging Face Spaces to generate 2D pixel art sprites and 3D game assets from text prompts using specialized AI models for rapid game…159 stars · 41 forksNo one-command install · Source
539893.9262mcp-server-wereadmcp · ai-agentsAn MCP server enabling LLMs to access WeChat Reading bookshelf, notes, highlights, and reviews via tools like get_bookshelf, search_books, and…171 stars · 34 forksNo one-command install · Source
539993.9701zhihu-collections-mcpmcp · ai-agentsThis MCP server enables AI agents to list, export, and search Zhihu collections, converting them to Markdown files with images.178 stars · 32 forksNo one-command install · Source
540093.9761claude-patent-creatormcp · ai-agentsAn MCP server that enables patent creation and analysis, including regulation search, prior art discovery, claim compliance checks, and patent diagram…189 stars · 29 forksNo 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