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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
20197.4398disler-just-promptmcp · ai-agentsUnified interface for interacting with multiple LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama with parallel…738 stars · 132 forksNo one-command install · Source
20297.4381codeabra-iaimcp · ai-agentsLocal long-term memory MCP server for AI coding assistants with three-tier episodic, semantic, and procedural memory storage.832 stars · 98 forksNo one-command install · Source
20397.4253claudekitcli · ai-agentsA CLI toolkit for Claude Code with auto-save checkpoints, code quality hooks, specification generation and execution, and 20+ specialised sub-agents…763 stars · 118 forksNo one-command install · Source
20497.3971syedazharmbnr1-claude-chatgptmcp · ai-agentsIntegrates Claude with the ChatGPT desktop app on macOS using AppleScript, enabling cross-assistant interactions for prompt sending, response…795 stars · 101 forksNo one-command install · Source
20597.3853awesome-ralphworkflow · ai-agentsA curated list of resources about Ralph, the AI coding technique that runs AI coding agents in automated loops until specifications are fulfilled.918 stars · 74 forksNo one-command install · Source
20697.3164artokun-comfyuimcp · ai-agentsMCP server and Claude Code plugin for ComfyUI: run workflows, generate images, and manage models.711 stars · 109 forksNo one-command install · Source
20797.3076tidewave-phoenixmcp · ai-agentsBetter agentic Elixir Phoenix development, runtime-level tools for your agent to talk to your running app.847 stars · 74 forksNo one-command install · Source
20897.2843ralph-wiggum-marketerworkflow · ai-agentsA Claude Code plugin that provides an autonomous AI copywriter: research agents gather market knowledge into custom knowledge bases, and a Ralph loop…774 stars · 85 forksNo one-command install · Source
20997.2728tufantunc-ssh-mcpmcp · ai-agentsMCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH…680 stars · 104 forksNo one-command install · Source
21097.2708golfmcp · ai-agentsEasiest framework for building MCP servers with automatic discovery of tools, prompts, and resources, plus enterprise-grade authentication and…839 stars · 70 forksNo one-command install · Source
21197.2560solomdmcp · ai-agentsA free, open-source Markdown editor with a bundled MCP server (stdio, read-only): point Claude, Cursor, or any MCP client at your notes vault for…973 stars · 59 forksNo one-command install · Source
21297.2545phpmcp · ai-agentsPHP implementation that enables PHP applications to expose methods as tools, prompts, and resources through attribute-based annotations with support…865 stars · 66 forksNo one-command install · Source
21397.2446fofamapmcp · ai-agentsA MCP-enabled asset mapping and vulnerability scanning agent with AI self-reflection, allowing natural language queries and automated scanning…713 stars · 95 forksNo one-command install · Source
21497.2002claude-code-elcli · ai-agentsAn Emacs interface for Claude Code CLI.743 stars · 79 forksNo one-command install · Source
21597.1920dataeval-dingomcp · ai-agentsMCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation…752 stars · 77 forksNo one-command install · Source
21697.1733tuanle96-mcp-odoomcp · ai-agentsProduction-grade MCP server for Odoo ERP (16-19) with zero Odoo-side install. 24 tools across read, write (approval-token gated), diagnose, migrate…400 stars · 184 forksNo one-command install · Source
21797.1597agentic-mcp-tools-memoramcp · ai-agentsPersistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.726 stars · 78 forksNo one-command install · Source
21897.1502mem-agent-mcpmcp · ai-agentsMCP server for the driaforall/mem-agent model that enables interaction with an obsidian-like memory system through apps like Claude Desktop or LM…627 stars · 100 forksNo one-command install · Source
21997.1112princeton-nlp-webshopeval · ai-agentsContributed by Sentinel[NeurIPS 2022] 🛒WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents589 stars · 107 forks · 3 mentionsStaleNo one-command install · Source
22097.1086misakanetmcp · ai-agentsAgent failure memory network. Search 235+ verified debugging lessons from real engineering sessions. Includes guided prompts for failure triage and…432 stars · 170 forksNo one-command install · Source
22197.0120kodymcp · ai-agentsKody is an MCP server that gives AI agents a portable home for memory, keys, code, and automations on Cloudflare Workers. It offers a compact tool…678 stars · 66 forksNo one-command install · Source
22296.9916fablecutmcp · ai-agentsFableCut is a Premiere-style non-linear video editor that runs entirely in your browser — and exposes its whole timeline as one JSON document. Edit it…650 stars · 68 forksNo one-command install · Source
22396.9878joinlymcp · ai-agentsEnables AI agents to join and actively participate in video calls, providing real-time interaction and meeting tools through an MCP server.566 stars · 93 forksNo one-command install · Source
22496.8938agentkeymcp · ai-agentsAgentKey is the execution layer between AI agents and the real internet. One MCP install gives your Claude / Cursor / n8n agent unified access to web…625 stars · 65 forksNo one-command install · Source
22596.8144catlog22-maestro-flowmcp · ai-agentsWorkflow orchestration CLI with MCP endpoint support, multi-agent dashboard, and extensible template system.558 stars · 68 forksNo one-command install · Source
22696.8051unicity-aos-capsule-identityidentity · ai-agentsUse when an agent's identity must be persisted as state and assembled into its system prompt at boot, rather than pasted into a prompt by hand.8,503 stars · 19 forksNo one-command install · Source
22796.7867stonybrooknlp-appworldeval · ai-agentsContributed by Sentinel🌍 AppWorld: A Controllable World of Apps and People for Benchmarking Function Calling and Interactive Coding Agent, ACL'24 Best Resource Paper.500 stars · 78 forks · 4 mentionsNo one-command install · Source
22896.7759claude-code-repos-indexworkflow · ai-agentsAn index of 75+ Claude Code repositories by one author, covering content management, system design, deep research, IoT, agentic workflows, server…536 stars · 69 forksNo one-command install · Source
22996.7688flyto-coremcp · ai-agentsSecure execution engine for AI agents with 300+ modules.480 stars · 83 forksNo one-command install · Source
23096.7683claudopro-directoryworkflow · ai-agentsWell-crafted, wide selection of Claude Code hooks, slash commands, subagent files, and more, covering a range of specialized tasks and workflows…300 stars · 144 forksNo one-command install · Source
23196.7474etsd-tech-mcp-pointermcp · ai-agentsVisual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to…596 stars · 58 forksNo one-command install · Source
23296.7102rustunnel-mcpmcp · ai-agentsMCP (Model Context Protocol) server for rustunnel. Lets AI agents (Claude Code, Cursor, Windsurf) create and manage public tunnels to local services…655 stars · 48 forksNo one-command install · Source
23396.6825pv-bhat-vibe-checkmcp · ai-agentsThe definitive Vibe Coder's sanity check MCP server: Upgrade your agent with self-aware oversight.501 stars · 66 forksNo one-command install · Source
23496.6606wasdubya-x64dbgmcp · ai-agentsEnables Claude to control x64dbg through natural language commands for dynamic analysis of software, supporting console commands, debugging status…512 stars · 64 forksNo one-command install · Source
23596.6592cersei-mcpmcp · ai-agentsRust SDK for building AI coding agents with built-in MCP client support via stdio transport.460 stars · 79 forksNo one-command install · Source
23696.6557private-journalmcp · ai-agentsA comprehensive MCP server that provides Claude with private journaling and semantic search capabilities for processing thoughts, reflections, and…440 stars · 88 forksNo one-command install · Source
23796.6366claude-code-hook-comms-hcomhook · ai-agentsA lightweight CLI tool for real-time communication between Claude Code sub-agents through hooks, with @-mention targeting, a live monitoring dashboard…470 stars · 70 forksNo one-command install · Source
23896.6188the-agentic-startupcli · ai-agentsA collection of agents, commands and output styles for shipping production code with Claude Code.515 stars · 60 forksNo one-command install · Source
23996.6029riponcm-projectmemmcp · ai-agentsLocal-first memory and judgment layer for AI coding agents with pre-commit warnings and cross-project lesson tracking.794 stars · 37 forksNo one-command install · Source
24096.5580memclawmcp · ai-agentsGoverned shared memory platform for AI agents and agent fleets. Provides persistent memory, cross-agent knowledge sharing, permissions, audit trails…470 stars · 64 forksNo one-command install · Source
24196.55771mcp-agentmcp · ai-agentsAggregates multiple MCP servers into a single unified interface, reducing system resource usage and simplifying configuration management with dynamic…494 stars · 58 forksarmory install 1mcp-agent --cli claude
24296.4819agentify-desktopmcp · ai-agentsMCP server that enables AI tools to control local browser sessions for ChatGPT, Claude, and other AI services, supporting querying, navigation, file…545 stars · 47 forksNo one-command install · Source
24396.4750simoneworkflow · ai-agentsA broader project management workflow for Claude Code that encompasses not just a set of commands, but a system of documents, guidelines, and…558 stars · 46 forksNo one-command install · Source
24496.4602fabio-rovai-open-ontologiesmcp · ai-agentsAI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via…462 stars · 59 forksNo one-command install · Source
24596.4536web-assets-generator-skillskill · ai-agentsEasily generate web assets from Claude Code including favicons, app icons (PWA), and social media meta images (Open Graph) for Facebook, Twitter…490 stars · 52 forksNo one-command install · Source
24696.4478roam-codemcp · ai-agentsProvides local codebase intelligence as an MCP server, enabling AI agents to query dependencies, assess change impact, and produce tamper-evident…513 stars · 49 forksNo one-command install · Source
24796.4166megamemorymcp · ai-agentsAn MCP server that lets coding agents build and query a persistent knowledge graph of concepts, architecture, and decisions, enabling them to remember…513 stars · 47 forksNo one-command install · Source
24896.3901gannonh-memento-mcpmcp · ai-agentsContributed by SentinelMemento MCP: A Knowledge Graph Memory System for LLMs424 stars · 63 forksNo one-command install · Source
24996.3268notebooklm-skillmcp · ai-agentsBridges NotebookLM's research capabilities with Claude's content generation, enabling creation of notebooks, deep research queries, and structured…446 stars · 54 forksNo one-command install · Source
25096.3217planexemcp · ai-agentsGenerate rough-draft project plans from natural-language prompts.398 stars · 63 forksNo one-command install · Source
25196.3213ai-kline-mcp-servermcp · ai-agentsMCP server for A-share stock technical analysis and AI prediction, enabling LLM-based interaction to analyze stocks.344 stars · 95 forksNo one-command install · Source
25296.3059pyghidra-mcpmcp · ai-agentsExposes Ghidra reverse engineering capabilities via MCP, enabling LLMs and agents to analyze binaries, decompile, search, and edit programs headlessly…421 stars · 57 forksNo one-command install · Source
25396.2769trading-skillsmcp · ai-agentsProvides 32 trading analysis tools for AI-powered market analysis, including real-time data, technical indicators, options Greeks, scanners, and…350 stars · 79 forksNo one-command install · Source
25496.2655clawdcursormcp · ai-agentsThe local MCP server that gives any AI agent safe desktop control. Provides 6 compact tools (computer, accessibility, window, system, browser, task)…399 stars · 58 forksNo one-command install · Source
25596.2561merozemory-ida-multimcp · ai-agentsOrchestrates multiple IDA Pro instances through a centralized registry system, enabling concurrent binary analysis across different samples with…407 stars · 56 forksNo one-command install · Source
25696.2168enrichmcpmcp · ai-agentsTurns your data model into a semantic layer for AI agents, automatically generating typed, discoverable tools with entity relationships and schema…644 stars · 32 forksNo one-command install · Source
25796.2075continuous-evaleval · ai-agentsRelari's modular evaluation library for LLM pipelines with deterministic + LLM-based metrics for RAG and agent workflows.517 stars · 38 forksNo one-command install · Source
25896.1799gemini-cli-extensions-julescli · ai-agentsContributed by SentinelA Gemini CLI extension that allows you to use the Gemini CLI to orchestrate the Jules asynchronous agent to perform coding tasks like bug fixing…414 stars · 50 forks · 5 mentionsNo one-command install · Source
25996.1631wmuxmcp · ai-agentsA native Windows terminal multiplexer with MCP bridge for AI agents, enabling browser automation, multi-agent coordination, and terminal control.366 stars · 62 forksNo one-command install · Source
26096.1417lyellr88-marmmcp · ai-agentsPersistent memory system with semantic search for AI agents340 stars · 69 forksNo one-command install · Source
26196.1100agentrecallmcp · ai-agentsMCP server for persistent, compounding memory that automatically captures corrections and insights across AI sessions, enabling agents to learn and…370 stars · 57 forksNo one-command install · Source
26296.0572ai-team-osmcp · ai-agentsTurns Claude Code into a self-driving AI company with autonomous CEO, agent teams, and self-improvement capabilities.353 stars · 57 forksNo one-command install · Source
26396.0260quackbackio-quackbackmcp · ai-agentsOpen-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on…293 stars · 96 forksNo one-command install · Source
26496.0249blockbench-mcpmcp · ai-agentsEnables AI agents to create and edit 3D models in Blockbench via the Model Context Protocol.386 stars · 47 forksNo one-command install · Source
26596.0219telememmcp · ai-agentsLong-term and multimodal memory for AI agents. Store facts and conversations with add_memory, recall them with search_memories — 8 tools over…486 stars · 35 forksNo one-command install · Source
26696.0099okf-knowledge-agent-mcp-servermcp · ai-agentsAn LLM-managed knowledge base following the Open Knowledge Format (OKF) v0.1 spec. Provides MCP tools: kb_query, kb_add, kb_update, kb_status over…306 stars · 71 forksNo one-command install · Source
26796.0087bcefghj-smart-csmcp · ai-agentsEnterprise multi-agent customer service system using MCP for standardized tool interfaces across order queries, ticket management, and knowledge base…388 stars · 46 forksNo one-command install · Source
26895.9758juspay-neurolinkmcp · ai-agentsMaking enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration…129 stars · 125 forksNo one-command install · Source
26995.9497duriantaco-skylosmcp · ai-agentsPrivacy-first SAST tool for Python, TypeScript, and Go that detects dead code, security vulnerabilities, and code quality issues with hybrid AST and…546 stars · 30 forksNo one-command install · Source
27095.9287chemiguel23-memorymeshmcp · ai-agentsStore and query structured data in local knowledge graphs.353 stars · 49 forksNo one-command install · Source
27195.8497learn-faster-kitworkflow · ai-agentsAn educational framework for Claude Code based on the "FASTER" approach to self-teaching, with agents, slash commands and tools for learning at your…380 stars · 41 forksNo one-command install · Source
27295.8033hotricenoodles-crosslinkmcp · ai-agentsOpen-source LLM proxy gateway with integrated MCP gateway, supporting multi-provider routing, load balancing, rate limiting, caching, and HTTP/SSE…453 stars · 32 forksNo one-command install · Source
27395.7756tidewave-railsmcp · ai-agentsBetter agentic Rails development, runtime-level tools for your agent to talk to your running app.474 stars · 30 forksNo one-command install · Source
27495.7601symbol-delta-ledgermcp · ai-agentsEnables AI coding agents to efficiently query code context via a symbol graph, reducing token usage by up to 20x.469 stars · 30 forksNo one-command install · Source
27595.7590conechoai-nano-bananamcp · ai-agentsIntegrates with Google's Gemini 2.5 Flash to generate and edit images from text prompts, supporting iterative workflows with reference images and…228 stars · 93 forksNo one-command install · Source
27695.7487linear-mcpmcp · ai-agentsEnables AI agents to manage Linear issues, projects, teams, and more via the Model Context Protocol.10 forks · passed install testNo one-command install · Source
27795.7450netbox-mcp-servermcp · ai-agentsRead-only MCP server for NetBox that enables LLMs to query NetBox objects (devices, IPAM, etc.) and change logs through natural language, with field…221 stars · 93 forksNo one-command install · Source
27895.7418claude-composercli · ai-agentsA tool that adds small enhancements to Claude Code.670 stars · 23 forksNo one-command install · Source
27995.6156fradser-mas-sequential-thinkingmcp · ai-agentsOrchestrates a team of specialized agents working in parallel to break down complex problems through structured thinking steps, enabling…305 stars · 45 forksNo one-command install · Source
28095.6053dashclawmcp · ai-agentsGovernance runtime for AI agents: a guard tool evaluates risky actions against policy before they execute (block / warn / require human approval)…296 stars · 49 forksNo one-command install · Source
28195.5938mcp-fiscal-brasilmcp · ai-agentsConnects AI agents to Brazilian tax compliance data (CNPJ, CPF, NFe, SPED, eSocial) and provides tools for due diligence, risk scoring, and tax regime…284 stars · 55 forksNo one-command install · Source
28295.5917memorygraphmcp · ai-agentsGraph-based MCP memory server for AI coding agents to store patterns, track relationships, and retrieve knowledge across sessions.242 stars · 81 forksNo one-command install · Source
28395.5673agnixcli · ai-agentsA comprehensive linter for Claude Code agent files. Validate CLAUDE.md, AGENTS.md, SKILL.md, hooks, MCP, and more. Plugin for all major IDEs included…401 stars · 30 forksNo one-command install · Source
28495.5395reamcp · ai-agentsMCP server that enables agents to reverse engineer applications, from high-level behavior down to native binaries, using tools like Hopper and Ghidra.389 stars · 31 forksNo one-command install · Source
28595.5382aliargun-geminimcp · ai-agentsIntegrates Google's Gemini AI models enabling real-time response streaming and LLM processing capabilities.258 stars · 62 forksNo one-command install · Source
28695.5249darknet-mcp-servermcp · ai-agentsDark web & threat intelligence for AI agents. HIBP, ThreatFox, ransomware tracking, Tor .onion access, blockchain intel, exploit search, stealer logs…319 stars · 39 forksNo one-command install · Source
28795.5235mcpware-claude-code-organizermcp · ai-agentsVisual dashboard for managing Claude Code memories, skills, MCP servers, and hooks across scope hierarchies with drag-and-drop.376 stars · 32 forksNo one-command install · Source
28895.4499ghost-in-the-droidmcp · ai-agentsGive any LLM agent a real Android or iPhone. 62 MCP tools: tap, swipe, type, screenshot, screen-tree reading, app launch, camera, TTS, crash reports…334 stars · 35 forksNo one-command install · Source
28995.4465nhadaututtheky-neural-memorymcp · ai-agentsPersistent memory for AI agents with 55 MCP tools and spreading activation recall.240 stars · 67 forksNo one-command install · Source
29095.4286sts2-ai-agentmcp · ai-agentsEnables AI agents to play Slay the Spire 2 by exposing game state and actions through an MCP server, supporting combat, rewards, and run management.302 stars · 39 forksNo one-command install · Source
29195.4241sylvianai-excel-agentmcp · ai-agentsEnables natural language manipulation of Excel spreadsheets including cell operations, formula management, formatting, data validation, and pivot…303 stars · 38 forksNo one-command install · Source
29295.4154negai-ai-agentclawmcp · ai-agentsDeclarative agent workflow framework that publishes workflows as MCP servers and connects to MCP servers as tools.340 stars · 33 forksNo one-command install · Source
29395.3927zueai-mcp-managermcp · ai-agentsSimple Web UI to install and manage MCP servers for Claude Desktop App.292 stars · 41 forksNo one-command install · Source
29495.3842sdglbl-claude-codemcp · ai-agentsEnables Claude to execute code-related tasks through direct tools for code understanding, modification, command execution, and file operations with…303 stars · 37 forksNo one-command install · Source
29595.3198ccxraycli · ai-agentsA transparent HTTP proxy and real-time dashboard that sits between Claude Code and the Anthropic API. Captures every request and response without…291 stars · 39 forksNo one-command install · Source
29695.3150claude-teamsmcp · ai-agentsMCP server that enables multi-agent collaboration with task lists, inter-agent messaging, and tmux-based spawning, making Claude Code's agent teams…281 stars · 41 forksNo one-command install · Source
29795.3063open-image-debuggermcp · ai-agentsGives AI agents eyes on in-memory image buffers in live gdb/lldb C/C++ debug sessions: list observable symbols at a breakpoint, view renderings, read…250 stars · 50 forksNo one-command install · Source
29895.2699claude-hookshook · ai-agentsA TypeScript-based system for configuring and customizing Claude Code hooks with a powerful and flexible interface.389 stars · 26 forksNo one-command install · Source
29995.2289agentic-workflow-patternsworkflow · ai-agentsA collection of agentic patterns from Anthropic's docs, each with a Mermaid diagram and a code example: sub-agent orchestration, progressive skills…302 stars · 33 forksNo one-command install · Source
30095.2174openloremcp · ai-agentsProvides persistent architectural memory and structural cognition for AI coding agents, enabling efficient orientation, graph-aware context, and drift…291 stars · 36 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.

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