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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
540194.007alibaizhanov-mengrammcp · ai-agentsHuman-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile)…191 stars · 29 forksNo one-command install · Source
540294.039shinpr-imagemcp · ai-agentsIntegrates with Google's Gemini 2.5 Flash model to generate images with automatic prompt enhancement and file-based output, featuring character…167 stars · 39 forksNo one-command install · Source
540394.049io-github-vouchdev-vouchmcp · ai-agentsReview-gated knowledge base for LLM agents that ensures durable memory via human-approved writes, compiling a wiki with verified citations.91 stars · 62 forksNo one-command install · Source
540494.057perplexity-web-mcpmcp · ai-agentsEnables AI agents and users to query Perplexity AI's premium models (GPT-5.4, Claude 4.6 Opus, Gemini 3.1 Pro, etc.) via MCP tools, CLI, or API, with…189 stars · 31 forksNo one-command install · Source
540594.083dippyhook · ai-agentsAuto-approve safe bash commands using AST-based parsing, while prompting for destructive operations. Solves permission fatigue without disabling…243 stars · 21 forksNo one-command install · Source
540694.094omega-memorymcp · ai-agentsPersistent memory system for coding agents with semantic search, entity extraction, relationship mapping, and cross-session learning.212 stars · 26 forksNo one-command install · Source
540794.181llmtrimmcp · ai-agentsMCP server and local proxy that compresses LLM prompts, tool output, and replies to cut token cost, with a quality gate that reverts any step that…240 stars · 23 forksNo one-command install · Source
540894.183glifmcp · ai-agentsEnables Claude to run visual AI workflows from glif.app, providing tools to execute, manage, and save Glif workflows directly within conversations.204 stars · 29 forksNo one-command install · Source
540994.191knowledge-base-servermcp · ai-agentsA persistent memory system that captures, classifies, synthesizes, and retrieves knowledge for AI agents, turning raw information into refined…179 stars · 38 forksNo one-command install · Source
541094.292homelab-monitormcp · ai-agentsPlug-and-play homelab dashboard in one container — GPU, local-AI VRAM, Docker, systemd, host health. Built-in read-only MCP server so AI agents can…208 stars · 30 forksNo one-command install · Source
541194.322iluxu-llmbasedosmcp · ai-agentsSecure Arch Linux gateway that bridges LLMs with local system capabilities through specialized servers for file system, email, sync, and agent…292 stars · 20 forksNo one-command install · Source
541294.337metr-task-standardeval · ai-agentsMETR's Task Standard: a specification and scaffold for creating agentic tasks used in autonomous agent capability evaluations.192 stars · 37 forksNo one-command install · Source
541394.344frappe-mcpmcp · ai-agentsAllows Frappe Framework apps to function as MCP servers, exposing Python-defined tools for LLM interaction.167 stars · 54 forksNo one-command install · Source
541494.3533dsmax-mcpmcp · ai-agentsConnect AI agents to Autodesk 3ds Max through the Model Context Protocol, enabling natural language control of scene creation, materials, modifiers…193 stars · 37 forksNo one-command install · Source
541594.360clawmemmcp · ai-agentsOn-device memory layer with retrieval-augmented search, hooks, and MCP server for AI agents to persist and recall context across sessions without…206 stars · 32 forksNo one-command install · Source
541694.366tinyfish-agentqlmcp · ai-agentsExtracts structured data from web pages based on natural language descriptions, converting website content into JSON format without custom scraping…178 stars · 45 forksNo one-command install · Source
541794.428securityfortech-secops-mcpmcp · ai-agentsAll-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it…208 stars · 33 forksNo one-command install · Source
541894.432hanzi-browsemcp · ai-agentsMCP server providing browser automation for AI agents with context-aware playbooks and skills for complex websites.176 stars · 51 forksNo one-command install · Source
541994.451marianfoo-arc-1mcp · ai-agentsConnect AI agents to SAP ABAP systems for reading, writing, and managing SAP data.175 stars · 53 forksNo one-command install · Source
542094.458jlceda-mcp-servermcp · ai-agentsEnables AI coding assistants to control JLCPCB EDA for PCB automation, exposing 39 tools for component manipulation, routing, copper pour, DRC, and…231 stars · 29 forksNo one-command install · Source
542194.481lobumcp · ai-agentsMCP server for Lobu, the open-source backend for AI teammates, providing durable memory and agent capabilities. It enables AI assistants to watch…223 stars · 31 forksNo one-command install · Source
542294.496qveris-agent-toolkitmcp · ai-agentsCapability routing network for AI agents to discover, inspect, and call 10,000+ real-world financial capabilities through one unified MCP protocol.260 stars · 25 forksNo one-command install · Source
542394.520deepcontextmcp · ai-agentsAdds symbol-aware semantic search to coding agents like Codex CLI and Claude Code, enabling precise codebase context via natural language queries.276 stars · 24 forksNo one-command install · Source
542494.557lostintangent-gistpadmcp · ai-agentsTransforms GitHub Gists into a personal knowledge management system with specialized handling for daily notes, reusable prompts with frontmatter…208 stars · 37 forksNo one-command install · Source
542594.592mnemorymcp · ai-agentsSelf-hosted MCP server giving AI agents persistent memory for personalization and context across conversations.277 stars · 25 forksNo one-command install · Source
542694.604paper-fetch-mcpmcp · ai-agentsMCP server that turns DOI, URL, or paper titles into structured Markdown full-text with metadata and assets, enabling AI agents to read beyond…248 stars · 28 forksNo one-command install · Source
542794.609mentisworkflow · ai-agentsA powerful multi-agent orchestration framework built on LangGraph296 stars · 23 forksNo one-command install · Source
542894.611pwno-mcpmcp · ai-agentsA stateful debugging and binary research system for LLM agents, integrating GDB + pwndbg with MCP for deterministic exploit workflows and…280 stars · 25 forksNo one-command install · Source
542994.615agntcy-diridentity · ai-agentsUse when agents and multi-agent systems need to announce themselves and be found across organisations rather than hardcoded.184 stars · 55 forksNo one-command install · Source
543094.650a2a-samplesworkflow · ai-agentsSamples for A2A implementation107 stars · 70 forksNo one-command install · Source
543194.675osint-tools-mcp-servermcp · ai-agentsA comprehensive MCP server that exposes multiple OSINT tools to AI assistants like Claude, enabling sophisticated reconnaissance and information…237 stars · 32 forksNo one-command install · Source
543294.694l33tdawg-sagemcp · ai-agentsPersistent, consensus-validated institutional memory infrastructure for AI agents with BFT validation and confidence scoring.252 stars · 29 forksNo one-command install · Source
543394.703telagod-code-abyssidentity · ai-agentsUse when you want a coding agent to have a consistent, composable personality and voice across Claude Code, Codex, Gemini CLI and OpenClaw.239 stars · 32 forksNo one-command install · Source
543494.714vibe-logcli · ai-agentsAnalyses your Claude Code prompts locally, gives session analysis and guidance in the status line, and produces HTML reports. Installs and uninstalls…340 stars · 21 forksNo one-command install · Source
543594.736dittomcp · ai-agentsAn MCP server that loads your Ditto profile, mined from your local Claude Code, Codex, and OpenCode session logs, so your agent works like you…282 stars · 27 forksNo one-command install · Source
543694.751swissknifemcp · ai-agentsChat application with multi-agents system supporting multiple models and MCP213 stars · 41 forksNo one-command install · Source
543794.752flox-mcpmcp · ai-agentsMCP server for the FLOX trading framework. About 30 tools to run backtests, scaffold strategies, validate for lookahead bias, compute indicators…223 stars · 38 forksNo one-command install · Source
543894.762soft-ue-climcp · ai-agentsMCP server for controlling Unreal Engine 5 from AI agents, providing 120+ commands for spawning actors, editing Blueprints, managing assets, and more…205 stars · 46 forksNo one-command install · Source
543994.812arcrift-mcp-servermcp · ai-agentsPersistent memory for AI coding tools that captures conversations, builds a searchable knowledge graph, and automatically injects relevant context…245 stars · 33 forksNo one-command install · Source
544094.813arra-oraclemcp · ai-agentsMCP server for semantic search over Oracle philosophy using hybrid search (FTS5 + LanceDB). Integrates with Claude Code for querying wisdom and…87 stars · 82 forksNo one-command install · Source
544194.825sudocodeworkflow · ai-agentsA lightweight agent orchestration tool that lives in your repository and works with several specification frameworks.293 stars · 27 forksNo one-command install · Source
544294.836deepseek-implementationworkflow · ai-agentsDeepSeek application development course companion code160 stars · 67 forksNo one-command install · Source
544394.843mcp-autopilot-jobhuntmcp · ai-agentsScans 130+ company careers pages and scores every role against your resume with an LLM (0–100), surfacing top matches. Drafts tailored cover letters…206 stars · 50 forksNo one-command install · Source
544494.863healthchainmcp · ai-agentsTyped, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup…222 stars · 42 forksNo one-command install · Source
544594.940alpha-vantage-mcp-servermcp · ai-agentsEnables LLMs and agentic workflows to access real-time and historical stock market data through the Model Context Protocol.210 stars · 53 forksNo one-command install · Source
544694.943disler-nano-agentmcp · ai-agentsBridges OpenAI's Agent SDK with natural language task execution, enabling autonomous agent workflows with file system operations, multi-provider LLM…205 stars · 57 forksNo one-command install · Source
544794.947constantineb6-comfy-pilotmcp · ai-agentsMCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.229 stars · 44 forksNo one-command install · Source
544894.950trpc-a2a-gomcp · ai-agentsGo implementation for A2A (Agent2Agent) protocol242 stars · 38 forksNo one-command install · Source
544994.983bigcodegen-neovim-integrationmcp · ai-agentsIntegrates Claude Desktop with Neovim, enabling AI-enhanced coding assistance within the familiar Vim environment through direct interaction with…322 stars · 26 forksNo one-command install · Source
545094.987open-street-mapmcp · ai-agentsEnhances LLM capabilities with location-based services and geospatial data from OpenStreetMap.222 stars · 48 forksNo one-command install · Source
545195.024harness-mcp-servermcp · ai-agentsAn MCP server that gives AI agents full access to the Harness.io platform through 11 consolidated tools and 207 resource types.104 stars · 83 forksNo one-command install · Source
545295.048mumcp · ai-agentsMu is an MCP server and web app that provides agents and humans access to real-world services like news, web search, mail, markets, weather, video…425 stars · 21 forksNo one-command install · Source
545395.073repo-context-mcpmcp · ai-agentsMCP server that helps AI coding agents understand a repository by providing lightweight tree/map, code search, and token-budgeted context packing…105 stars · 85 forksNo one-command install · Source
545495.103ori-mnemosmcp · ai-agentsOpen-source persistent memory infrastructure for AI agents.322 stars · 28 forksNo one-command install · Source
545595.136nuphus-mcpmcp · ai-agentsDesktop automation MCP server for any AI agent: control the screen, windows, mouse/keyboard, and Chrome (CDP) on your machine. Installable via npm…290 stars · 34 forksNo one-command install · Source
545695.147ombre-brainmcp · ai-agentsA long-term emotional memory system for Claude, enabling persistent, cross-conversation memory with emotional tagging using Russell's valence/arousal…154 stars · 77 forksNo one-command install · Source
545795.174raiansar-claude-gemini-collaborationmcp · ai-agentsEnables Claude to collaborate with Google's Gemini AI through question answering, configurable code review, and brainstorming sessions for multi-model…250 stars · 43 forksNo one-command install · Source
545895.176agent-qamcp · ai-agentsSelf improving QA agent for software teams897 stars · 15 forksNo one-command install · Source
545995.218varun29ankus-shodh-memorymcp · ai-agentsCognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.275 stars · 39 forksNo one-command install · Source
546095.219openloremcp · 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
546195.233agentic-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
546295.250plurmcp · ai-agentsOpen, local-first engram memory for AI agents: read, correct, and delete what your agent remembers. Works across Claude Code, Hermes, OpenClaw, and…295 stars · 36 forksNo one-command install · Source
546395.273claude-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
546495.311claude-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
546595.324ccxraycli · 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
546695.327open-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 · 51 forksNo one-command install · Source
546795.377sdglbl-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
546895.398zueai-mcp-managermcp · ai-agentsSimple Web UI to install and manage MCP servers for Claude Desktop App.292 stars · 41 forksNo one-command install · Source
546995.417sylvianai-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
547095.428negai-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
547195.435sts2-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
547295.450nhadaututtheky-neural-memorymcp · ai-agentsPersistent memory for AI agents with 55 MCP tools and spreading activation recall.240 stars · 67 forksNo one-command install · Source
547395.452ghost-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
547495.526mcpware-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
547595.534darknet-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
547695.539aliargun-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
547795.540reamcp · 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
547895.567agnixcli · 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
547995.590mcp-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
548095.601memorygraphmcp · 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
548195.613fradser-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
548295.754linear-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
548395.757claude-composercli · ai-agentsA tool that adds small enhancements to Claude Code.670 stars · 23 forksNo one-command install · Source
548495.762symbol-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
548595.764netbox-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
548695.776conechoai-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
548795.778tidewave-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
548895.779dashclawmcp · ai-agentsGovernance runtime for AI agents: a guard tool evaluates risky actions against policy before they execute (block / warn / require human approval)…308 stars · 53 forksNo one-command install · Source
548995.811hotricenoodles-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
549095.853learn-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
549195.938chemiguel23-memorymeshmcp · ai-agentsStore and query structured data in local knowledge graphs.353 stars · 49 forksNo one-command install · Source
549295.945duriantaco-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
549396.002juspay-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
549496.006okf-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
549596.012bcefghj-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
549696.022blockbench-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
549796.025telememmcp · 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
549896.034quackbackio-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
549996.066ai-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
550096.148lyellr88-marmmcp · ai-agentsPersistent memory system with semantic search for AI agents340 stars · 69 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