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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
40193.1493intina47-context-syncmcp · ai-agentsPersistent knowledge layer syncing context across Claude, Cursor, VS Code, and other development tools191 stars · 18 forksNo one-command install · Source
40293.1453scottcjn-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
40393.0867mcp-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
40493.0613kyanitelabs-videomcp · ai-agentsVideo editing MCP server with FFmpeg, planning, and Hyperframes tools for AI agents.132 stars · 32 forksNo one-command install · Source
40593.0496charlottemcp · 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
40693.0371gh-dcostenco-prismmcp · ai-agentsAI agent persistent memory system with local-first storage, time travel, and multi-agent sync.157 stars · 23 forksNo one-command install · Source
40793.0364systemprompt-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
40892.9955veriteknik-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
40992.9953bench-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
41092.9570kryptobaseddev-cleomcp · ai-agentsTask management protocol for solo developers and AI coding agents with CQRS pattern.160 stars · 21 forksNo one-command install · Source
41192.8848contextkitcli · 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
41292.8765claude-mcpworkflow · ai-agentsClaude Unified Model Context Interaction Protocol48 stars · 56 forksNo one-command install · Source
41392.8690pdf-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
41492.7603hegelionmcp · ai-agentsAn MCP server that improves LLM reasoning through dialectical argumentation and generates verified code via a player-coach loop.172 stars · 17 forksNo one-command install · Source
41592.7499bromoket-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
41692.7207vibe-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
41792.6999gaopengbin-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
41892.6740jjsantos01-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
41992.5995openfate-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
42092.5889cexll-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
42192.5349ab-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
42292.5172open-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.118 stars · 28 forksNo one-command install · Source
42392.4992jnmetacode-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
42492.4795a2a-mcp-tutorialworkflow · ai-agentsA tutorial on how to use Model Context Protocol by Anthropic and Agent2Agent Protocol by Google114 stars · 29 forksNo one-command install · Source
42592.4586raine-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
42692.4565agentrpcmcp · 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
42792.4418justin3go-commcp · ai-agentsA fully-featured modern blog based on VitePress139 stars · 20 forksNo one-command install · Source
42892.4147cursor-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
42992.3778tauri-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
43092.3345webmcpmcp · 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
43192.3151co-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
43292.2967pagerdutymcp · 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
43392.2668houtini-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
43492.2305chiasmusmcp · 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
43592.1862a2a-javamcp · ai-agentsPure Java implementation of Google A2A protocol for Spring Boot109 stars · 27 forksNo one-command install · Source
43692.1717gmp-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
43792.1472alexai-mcp-opencrabmcp · ai-agentsMetaOntology OS integration for ontology-structured agent environments.106 stars · 28 forksNo one-command install · Source
43792.1472mcpm-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
43992.1046jean-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
44092.0690ccexpcli · ai-agentsAn interactive terminal tool for finding and managing Claude Code configuration files and slash commands.271 stars · 9 forksNo one-command install · Source
44192.0572illustrator-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
44292.0112askbudi-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
44392.0057sparesparrow-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
44491.9547claude-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
44591.9111rsigmamcp · 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
44691.8747grahama1970-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
44791.8735health-record-mcpmcp · ai-agentsConnect to an EHR and make clinical data available via MCP85 stars · 36 forksNo one-command install · Source
44891.8688ruvnet-flow-nexusmcp · ai-agentsCloud-powered agentic platform with multi-agent swarms, sandboxes, and workflow automation101 stars · 26 forksNo one-command install · Source
44991.8557crawl4ai-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
45091.8533mcp-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
45191.8179agentic-mcp-tools-owlexmcp · ai-agentsAI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds139 stars · 15 forksNo one-command install · Source
45291.8129egcmcp · 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
45391.7287rive-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
45491.6874ruishu-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
45591.6792cognition-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
45691.6732line-oa-mcp-ultimatemcp · ai-agentsOperate your LINE Official Account from any AI agent through natural language.96 stars · 27 forksNo one-command install · Source
45791.6647yantrikdb-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
45891.5792kryptosai-mcp-observatorymcp · ai-agentsRegression testing for MCP servers. Auto-discovers servers from Claude configs, checks capabilities, invokes tools, detects schema drift between…146 stars · 13 forksNo one-command install · Source
45991.5292scryer-mcpmcp · ai-agentsEnables AI agents to read, modify, and build from architecture models, keeping the model as the source of truth for intent and synchronized with code.115 stars · 17 forksNo one-command install · Source
46091.4284agntcy-identityidentity · ai-agentsUse when agents, MCP servers and multi-agent systems all need issued identities that another party can verify.101 stars · 20 forksNo one-command install · Source
46191.3737continuum-mcp-servermcp · ai-agentsShared memory and orchestration for coding agents, enabling persistent knowledge, multi-agent coordination, and a canonical workflow across…110 stars · 17 forksNo one-command install · Source
46291.3411philliprt-thinkmcp · ai-agentsImplements Anthropic's 'think' tool as a dedicated space for Claude to perform structured reasoning during complex problem-solving tasks, improving…126 stars · 14 forksNo one-command install · Source
46391.3155incomestreamsurfer-paperclip-surfersmcp · ai-agentsAI agent orchestration control plane with persistent memory, skills management, and per-agent assignment of tools and configurations.74 stars · 33 forksNo one-command install · Source
46491.2944hive-academy-anubismcp · ai-agentsOrchestrates AI coding workflows through role-based agents that transition between specialized responsibilities (orchestrator, architect, developer…124 stars · 14 forksNo one-command install · Source
46591.2648sammcp · ai-agentsIntelligent AI memory management system with ML auto-triggers that automatically saves and retrieves information across AI platforms without manual…82 stars · 31 forksNo one-command install · Source
46691.2107rust-codermcp · ai-agentsEnables AI agents to generate, compile, and fix Rust projects from natural language descriptions using LLMs and the Rust compiler.97 stars · 20 forksNo one-command install · Source
46791.2103paremcp · ai-agentsProvides MCP servers that wrap common developer tools (git, npm, docker, etc.) returning structured JSON output, enabling AI agents to reliably…138 stars · 12 forksNo one-command install · Source
46891.1996mcp-gemini-assistantmcp · ai-agentsEnables Claude Code to consult Gemini for complex coding problems with session management, file attachments, and conversation persistence.105 stars · 17 forksNo one-command install · Source
46991.1302herokumcp · ai-agentsFacilitate seamless interaction between LLMs and the Heroku Platform.81 stars · 29 forksNo one-command install · Source
47091.1185crawlie-mcpmcp · ai-agentsEnables LLM agents to crawl and audit websites for technical SEO and GEO issues, providing actionable fixes via tools like crawl_site and…111 stars · 15 forksNo one-command install · Source
47191.0326allaboutai-yt-gpt5mcp · ai-agentsProvides direct integration with OpenAI's GPT-5 API through simple prompt-based and structured conversation tools for text generation without building…83 stars · 26 forksNo one-command install · Source
47291.0064adoslabsproject-gif-nothumanallowedmcp · ai-agentsMulti-agent orchestration platform with tools for posts, knowledge grounding, consensus operations, messaging, and browser automation.103 stars · 16 forksNo one-command install · Source
47390.9683henryhawke-titan-memorymcp · ai-agentsIntegrates neural network-based memory encoding for enhanced long-term information storage and contextually-aware interactions across multiple…91 stars · 20 forksNo one-command install · Source
47490.9637tandem-docsmcp · ai-agentsDocumentation and setup guides for Tandem's AI agent platform, SDKs, and workflows.118 stars · 13 forksNo one-command install · Source
47590.9368docmancermcp · ai-agentsLocal-first memory for coding agents. Discovers the memory, instructions, and rules Claude Code, Codex, and Cursor already wrote on your machine…126 stars · 12 forksNo one-command install · Source
47690.8937adkit-mcp-servermcp · ai-agentsA lightweight semantic ad-matching engine for LLMs that serves relevant advertisements via MCP, allowing agents to request ads using natural-language…46 stars · 35 forksNo one-command install · Source
47790.8804sv-number-mcp-servermcp · ai-agentsMCP server that lets agents order temporary phone numbers, receive SMS verification codes, and manage activations via nine simple tools.561 stars · 5 forksNo one-command install · Source
47890.7320uisightmcp · ai-agentsMCP server that provides AI coding agents with real-time visual access to web apps, enabling them to see screens, run accessibility and layout…127 stars · 11 forksNo one-command install · Source
47990.6987shinpr-sub-agentsmcp · ai-agentsDelegates tasks to specialized AI assistants in Cursor and Claude Code CLI tools by automatically discovering agent definition files and providing…96 stars · 16 forksNo one-command install · Source
48090.6982mcpyatsworkflow · ai-agentsVibeOps - Cisco pyATS MCP Plus Many Other MCPs69 stars · 30 forksNo one-command install · Source
48190.6870deep-research-mcpmcp · ai-agentsA Python-based agent that integrates research providers (OpenAI, Gemini, DR-Tulu, Open Deep Research) with Claude Code via the Model Context Protocol…108 stars · 13 forksNo one-command install · Source
48290.6576dnotitia-akbmcp · ai-agentsOrganizational knowledge base for AI agents. Vault-scoped Markdown docs, structured PostgreSQL tables, and files unified by a URI graph. Hybrid…156 stars · 9 forksarmory install dnotitia-akb --cli claude
48390.6403haasonsaas-deep-code-reasoningmcp · ai-agentsEnables intelligent routing between Claude and Google's Gemini AI for complementary code analysis, leveraging Gemini's 1M token context window for…107 stars · 13 forksNo one-command install · Source
48490.5984agent-security-scanner-mcpmcp · ai-agentsA security scanner for AI coding agents and autonomous assistants that scans code for vulnerabilities, detects hallucinated packages, blocks prompt…121 stars · 11 forksNo one-command install · Source
48590.5641mzxrai-mcp-openaimcp · ai-agentsGenerate text using OpenAI's language models.76 stars · 25 forksNo one-command install · Source
48690.4190bc-code-intelligence-mcpmcp · ai-agentsProvides AI-powered assistance for Microsoft Business Central (BC) development, enabling users to get expert help with debugging, coding, upgrades…93 stars · 15 forksNo one-command install · Source
48790.3915cove-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…81 stars · 19 forksNo one-command install · Source
48890.3498deliberationmcp · ai-agentsAsk Codex, Gemini, Grok, and 400+ OpenRouter models (Qwen, Kimi, DeepSeek) for second opinions or arbiter-mediated consensus. One MCP server for…140 stars · 9 forksNo one-command install · Source
48890.3498claudectxcli · ai-agentsclaudectx lets you switch your entire Claude Code configuration with a single command.140 stars · 9 forksNo one-command install · Source
49090.3496jacobianmcp · ai-agentsAn MCP server for executable mathematics that enables agents to construct objects, compute invariants, search for witnesses, and verify results with…112 stars · 11 forksNo one-command install · Source
49090.3496idea-research-dino-xmcp · ai-agentsEmpower LLMs with fine-grained visual understanding — detect, localize, and describe anything in images with natural language prompts.112 stars · 11 forksNo one-command install · Source
49290.3263deepseek-code-worker-mcpmcp · ai-agentsOffloads expensive code reading, editing, and checking tasks to DeepSeek through Claude Code, saving Codex main-thread tokens by 40-60%.99 stars · 13 forksNo one-command install · Source
49390.3256a2a-rsmcp · ai-agentsA2A Protocol implementation for Rust87 stars · 16 forksNo one-command install · Source
49490.3030oculairmedia-lettamcp · ai-agentsIntegrates with the Letta API to enable creation and management of agents, memory blocks, and tools for advanced AI-based interactions and memory…78 stars · 20 forksNo one-command install · Source
49590.2977scrcpy-mcpmcp · ai-agentsMCP server that gives AI agents full vision and control over Android devices via ADB and scrcpy. Supports screenshots, input, apps, UI automation…90 stars · 15 forksNo one-command install · Source
49690.2405mantrakp04-manusmcp · ai-agentsOrchestrates specialized agents for collaborative task execution with file operations, shell commands, and browser automation capabilities through a…93 stars · 14 forksNo one-command install · Source
49790.2088agentimcp · ai-agentsEnables any MCP-compatible LLM client to autonomously hold, spend, earn, and receive cryptocurrency using native MCP tools, no code required.75 stars · 21 forksNo one-command install · Source
49890.1471red-hat-lightspeed-mcpmcp · ai-agentsA lightweight, self-hosted MCP server that connects LLM-based agents to Red Hat Lightspeed services, enabling natural language querying of read-only…24 stars · 38 forksNo one-command install · Source
49990.1428sagemindai-threadlinemcp · ai-agentsAgent-to-agent messaging relay with zero-config discovery, message routing, and reply handling.77 stars · 19 forksNo one-command install · Source
50090.1243elyin-gemini-bridgemcp · ai-agentsBridges Claude with Google's Gemini AI through the official Gemini CLI, enabling direct queries and file-based context sharing between the two…94 stars · 13 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