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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
30195.2172varun29ankus-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
30295.1662agent-qamcp · ai-agentsSelf improving QA agent for software teams897 stars · 15 forksNo one-command install · Source
30395.1641raiansar-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
30495.1382nuphus-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
30595.1250ombre-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
30695.1099repo-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 · 88 forksNo one-command install · Source
30795.1037ori-mnemosmcp · ai-agentsOpen-source persistent memory infrastructure for AI agents.322 stars · 28 forksNo one-command install · Source
30895.0368mumcp · 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
30994.9847open-street-mapmcp · ai-agentsEnhances LLM capabilities with location-based services and geospatial data from OpenStreetMap.222 stars · 48 forksNo one-command install · Source
31094.9715bigcodegen-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
31194.9652constantineb6-comfy-pilotmcp · ai-agentsMCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.231 stars · 44 forksNo one-command install · Source
31294.9454trpc-a2a-gomcp · ai-agentsGo implementation for A2A (Agent2Agent) protocol242 stars · 38 forksNo one-command install · Source
31394.9349disler-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
31494.9346alpha-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
31594.8562healthchainmcp · 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
31694.8369mcp-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
31794.8321deepseek-implementationworkflow · ai-agentsDeepSeek application development course companion code160 stars · 67 forksNo one-command install · Source
31894.8185arcrift-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
31994.7994arra-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
32094.7507sudocodeworkflow · ai-agentsA lightweight agent orchestration tool that lives in your repository and works with several specification frameworks.291 stars · 26 forksNo one-command install · Source
32194.7495flox-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
32294.7479dittomcp · 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
32394.7465soft-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
32494.7399swissknifemcp · ai-agentsChat application with multi-agents system supporting multiple models and MCP213 stars · 41 forksNo one-command install · Source
32594.7061harness-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.93 stars · 77 forksNo one-command install · Source
32694.6996telagod-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
32794.6979vibe-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
32894.6898l33tdawg-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
32994.6686osint-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
33094.6560a2a-samplesworkflow · ai-agentsSamples for A2A implementation107 stars · 70 forksNo one-command install · Source
33194.6208agntcy-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
33294.6119pwno-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
33394.5946mentisworkflow · ai-agentsA powerful multi-agent orchestration framework built on LangGraph296 stars · 23 forksNo one-command install · Source
33494.5932mnemorymcp · ai-agentsSelf-hosted MCP server giving AI agents persistent memory for personalization and context across conversations.277 stars · 25 forksNo one-command install · Source
33594.5510lostintangent-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
33694.5115deepcontextmcp · 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
33794.4875qveris-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
33894.4598jlceda-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
33994.4497marianfoo-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
34094.4368plurmcp · ai-agentsOpen, local-first engram memory for AI agents: read, correct, and delete what your agent remembers. Works across Claude Code, Hermes, OpenClaw, and…244 stars · 26 forksNo one-command install · Source
34194.4359hanzi-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
34294.4339paper-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…239 stars · 27 forksNo one-command install · Source
34394.4175securityfortech-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
34494.3690tinyfish-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
34594.35833dsmax-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
34694.3452clawmemmcp · 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
34794.3396metr-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
34894.3372frappe-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
34994.3196iluxu-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
35094.1804lobumcp · ai-agentsMCP server for Lobu, the open-source backend for AI teammates, providing durable memory and agent capabilities. It enables AI assistants to watch…208 stars · 28 forksNo one-command install · Source
35194.1769glifmcp · 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
35294.1464knowledge-base-servermcp · ai-agentsA persistent memory system that captures, classifies, synthesizes, and retrieves knowledge for AI agents, turning raw information into refined…177 stars · 38 forksNo one-command install · Source
35394.0855omega-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
35494.0731dippyhook · 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
35594.0535io-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
35694.0277homelab-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…192 stars · 29 forksNo one-command install · Source
35794.0028alibaizhanov-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
35893.9722zhihu-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
35993.9229llmtrimmcp · 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…222 stars · 22 forksNo one-command install · Source
36093.9134perplexity-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…180 stars · 30 forksNo one-command install · Source
36093.9134mcp-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…170 stars · 34 forksNo one-command install · Source
36293.8579infinitimeless-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
36393.7837altium-mcpmcp · ai-agentsUse Claude to control or ask questions about your Altium project.151 stars · 43 forksNo one-command install · Source
36493.7761mubarak-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…153 stars · 41 forksNo one-command install · Source
36593.7578kanban-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
36693.7572gemini-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
36793.6962claude-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
36893.6660claude-patent-creatormcp · ai-agentsAn MCP server that enables patent creation and analysis, including regulation search, prior art discovery, claim compliance checks, and patent diagram…177 stars · 27 forksNo one-command install · Source
36993.6581adancurusul-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
37093.6534glade-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
37093.6534jpicklyk-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
37293.6309memovmcp · ai-agentsProvides a memory layer for AI coding agents with Git-powered version control, enabling automatic tracking of prompts, context, and code diffs.192 stars · 23 forksNo one-command install · Source
37393.6295wanaku-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
37493.6154cachebromcp · 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
37593.6123shinpr-imagemcp · ai-agentsIntegrates with Google's Gemini 2.5 Flash model to generate images with automatic prompt enhancement and file-based output, featuring character…157 stars · 33 forksNo one-command install · Source
37693.6036zotero-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
37793.5859nemori-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
37893.5837a2a-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
37993.5655sktime-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
38093.5353gowtham0992-linkmcp · ai-agentsPersonal knowledge wiki maintained by LLMs with agent-optimized search and graph visualization.180 stars · 24 forksNo one-command install · Source
38193.5211iamtouchskyer-memexmcp · ai-agentsZettelkasten-based memory system for AI agents with atomic knowledge cards and bidirectional links.141 stars · 40 forksNo one-command install · Source
38293.5151paiml-pmat-agentmcp · ai-agentsZero-config AI context generation and code quality toolkit164 stars · 28 forksNo one-command install · Source
38393.4965entanglr-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
38493.4615northcindermcp · 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
38593.4576nesquikm-rubber-duckmcp · ai-agentsBridge to multiple OpenAI-compatible LLMs with consensus voting and multi-provider querying176 stars · 24 forksNo one-command install · Source
38693.4398reversecore-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
38793.4339clauditmcp · 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
38893.4198uranid-mnemmcp · ai-agentsRust MCP server providing versioned knowledge graph memory for agents with hybrid GraphRAG retrieval.144 stars · 35 forksNo one-command install · Source
38993.4172codex-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
39093.3839qiankunli-github-iomcp · ai-agentsPersonal blog94 stars · 50 forksNo one-command install · Source
39193.3675pyroprompts-llm-completions-mcpmcp · ai-agentsConnect to OpenAI-compatible chat completion APIs.160 stars · 27 forksNo one-command install · Source
39293.3528macos-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
39393.3516kukapay-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
39493.3209signal-slot-gdbmcp · ai-agentsIntegrates with GDB to provide debugging capabilities for C/C++ programs, enabling breakpoint setting, code stepping, memory examination, and call…158 stars · 27 forksNo one-command install · Source
39593.3104claude-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
39693.3081einverne-github-iomcp · ai-agentsPersonal blog using jekyll-bootstrap105 stars · 47 forksNo one-command install · Source
39793.2757auth0mcp · 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
39893.2135elvismdev-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
39993.1740squirrelscanmcp · 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
40093.1654codex-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

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