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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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11,931 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
10195.9758juspay-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
10295.9497duriantaco-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
10395.9287chemiguel23-memorymeshmcp · ai-agentsStore and query structured data in local knowledge graphs.353 stars · 49 forksNo one-command install · Source
10495.8033hotricenoodles-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
10595.7756tidewave-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
10695.7601symbol-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
10795.7590conechoai-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
10895.7487linear-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
10995.7450netbox-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
11095.6156fradser-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
11195.6053dashclawmcp · 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
11295.5938mcp-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
11395.5917memorygraphmcp · 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
11495.5395reamcp · 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
11595.5382aliargun-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
11695.5249darknet-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
11795.5235mcpware-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
11895.4499ghost-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
11995.4465nhadaututtheky-neural-memorymcp · ai-agentsPersistent memory for AI agents with 55 MCP tools and spreading activation recall.240 stars · 67 forksNo one-command install · Source
12095.4286sts2-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
12195.4241sylvianai-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
12295.4154negai-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
12395.3927zueai-mcp-managermcp · ai-agentsSimple Web UI to install and manage MCP servers for Claude Desktop App.292 stars · 41 forksNo one-command install · Source
12495.3842sdglbl-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
12595.3150claude-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
12695.3063open-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
12795.2174openloremcp · 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
12895.2172varun29ankus-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
12995.1662agent-qamcp · ai-agentsSelf improving QA agent for software teams897 stars · 15 forksNo one-command install · Source
13095.1641raiansar-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
13195.1382nuphus-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
13295.1250ombre-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
13395.1099repo-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
13495.1037ori-mnemosmcp · ai-agentsOpen-source persistent memory infrastructure for AI agents.322 stars · 28 forksNo one-command install · Source
13595.0368mumcp · 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
13694.9847open-street-mapmcp · ai-agentsEnhances LLM capabilities with location-based services and geospatial data from OpenStreetMap.222 stars · 48 forksNo one-command install · Source
13794.9715bigcodegen-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
13894.9652constantineb6-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
13994.9454trpc-a2a-gomcp · ai-agentsGo implementation for A2A (Agent2Agent) protocol242 stars · 38 forksNo one-command install · Source
14094.9349disler-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
14194.9346alpha-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
14294.8562healthchainmcp · 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
14394.8369mcp-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
14494.8185arcrift-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
14594.7994arra-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
14694.7495flox-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
14794.7479dittomcp · 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
14894.7465soft-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
14994.7399swissknifemcp · ai-agentsChat application with multi-agents system supporting multiple models and MCP213 stars · 41 forksNo one-command install · Source
15094.7061harness-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
15194.6898l33tdawg-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
15294.6686osint-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
15394.6119pwno-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
15494.5932mnemorymcp · ai-agentsSelf-hosted MCP server giving AI agents persistent memory for personalization and context across conversations.277 stars · 25 forksNo one-command install · Source
15594.5510lostintangent-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
15694.5115deepcontextmcp · 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
15794.4875qveris-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
15894.4598jlceda-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
15994.4497marianfoo-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
16094.4368plurmcp · 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
16194.4359hanzi-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
16294.4339paper-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
16394.4175securityfortech-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
16494.3690tinyfish-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
16594.35833dsmax-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
16694.3452clawmemmcp · 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
16794.3372frappe-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
16894.3196iluxu-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
16994.1804lobumcp · 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
17094.1769glifmcp · 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
17194.1464knowledge-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
17294.0855omega-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
17394.0535io-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
17494.0277homelab-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
17594.0028alibaizhanov-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
17693.9722zhihu-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
17793.9229llmtrimmcp · 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
17893.9134perplexity-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
17893.9134mcp-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
18093.8579infinitimeless-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
18193.7837altium-mcpmcp · ai-agentsUse Claude to control or ask questions about your Altium project.151 stars · 43 forksNo one-command install · Source
18293.7761mubarak-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
18393.7578kanban-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
18493.7572gemini-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
18593.6660claude-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
18693.6581adancurusul-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
18793.6534glade-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
18793.6534jpicklyk-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
18993.6309memovmcp · 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
19093.6295wanaku-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
19193.6154cachebromcp · 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
19293.6123shinpr-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
19393.6036zotero-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
19493.5837a2a-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
19593.5655sktime-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
19693.5353gowtham0992-linkmcp · ai-agentsPersonal knowledge wiki maintained by LLMs with agent-optimized search and graph visualization.180 stars · 24 forksNo one-command install · Source
19793.5211iamtouchskyer-memexmcp · ai-agentsZettelkasten-based memory system for AI agents with atomic knowledge cards and bidirectional links.141 stars · 40 forksNo one-command install · Source
19893.5151paiml-pmat-agentmcp · ai-agentsZero-config AI context generation and code quality toolkit164 stars · 28 forksNo one-command install · Source
19993.4965entanglr-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
20093.4615northcindermcp · 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

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