Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5201 | 88.8504 | logic-pro-mcp-servermcp · ai-agents | Enables AI agents like Claude and Cursor to control Logic Pro for music production, including creating tracks, writing MIDI, operating transport and… | 66 stars · 15 forks | No one-command install · Source | |
| 5202 | 88.8595 | githits-mcp-servermcp · ai-agents | Enables AI coding agents to search and access open-source code, documentation, and package information via a local MCP server. | 91 stars · 9 forks | No one-command install · Source | |
| 5203 | 88.8923 | knowall-ai-neo4j-agent-memorymcp · ai-agents | Stores entities and relationships in a Neo4j graph database with semantic search and temporal filtering, enabling persistent contextual memory for… | 69 stars · 14 forks | No one-command install · Source | |
| 5204 | 88.9293 | intervals-icu-mcpmcp · ai-agents | A Model Context Protocol (MCP) server for Intervals.icu integration. Access your training data, wellness metrics, and performance analysis through… | 35 stars · 27 forks | No one-command install · Source | |
| 5205 | 88.9449 | gh-codeofaxel-kilnmcp · ai-agents | AI agent control of 3D printers for OctoPrint, Moonraker, Bambu, Prusa, and Elegoo. | 70 stars · 14 forks | No one-command install · Source | |
| 5206 | 88.9536 | production-grade-mcp-agentic-systemmcp · ai-agents | A production-grade MCP server designed for multi-tenant, authenticated, and observable AI agent systems, enabling secure tool execution across… | 62 stars · 19 forks | No one-command install · Source | |
| 5207 | 88.9799 | bricks-mcpmcp · ai-agents | Comprehensive MCP server for Bricks Builder with 100+ tools to manage pages, templates, styles, SEO, and content directly from AI assistants like… | 85 stars · 10 forks | No one-command install · Source | |
| 5208 | 89.0670 | ai-diagram-prototype-generatormcp · ai-agents | Integrates with multiple AI providers (ZhipuAI, OpenAI, Gemini) to automatically generate architecture diagrams, flowcharts, and mobile app prototypes… | 69 stars · 15 forks | No one-command install · Source | |
| 5209 | 89.0670 | docx-mcp-cjmcp · ai-agents | Enables AI agents to intelligently analyze and fill any Word document tables using precise coordinate-based filling and 42 MCP tools. | 69 stars · 15 forks | No one-command install · Source | |
| 5210 | 89.0670 | frida-agentmcp · ai-agents | AI-driven Android dynamic analysis tool wrapping Frida for automated reverse engineering with device management, script injection, method hooking, and… | 69 stars · 15 forks | No one-command install · Source | |
| 5211 | 89.1042 | vishisht16-humane-proxymcp · ai-agents | AI safety middleware that detects self-harm and criminal intent in LLM prompts. | 29 stars · 29 forks | No one-command install · Source | |
| 5212 | 89.1210 | swiftlensmcp · ai-agents | MCP server that provides semantic-level analysis of Swift codebases to AI agents by integrating with Apple's SourceKit-LSP, enabling compiler-grade… | 126 stars · 7 forks | No one-command install · Source | |
| 5213 | 89.1353 | cap-mcp-pluginmcp · ai-agents | A CAP plugin that automatically generates MCP servers from your CAP services, transforming OData services into AI-accessible resources, tools, and… | 61 stars · 22 forks | No one-command install · Source | |
| 5214 | 89.1935 | domdemetz-claude-soulmcp · ai-agents | Self-improving learning engine for Claude Code. Extracts signals from every session (corrections, successes, confusion), runs periodic reflections… | 90 stars · 10 forks | armory install domdemetz-claude-soul --cli claude | |
| 5215 | 89.2061 | openinsider-mcpmcp · ai-agents | An MCP server that exposes 16 free investment-research signals (insider trades, SEC filings, short data, and live quotes) to any MCP-compatible LLM. | 99 stars · 9 forks | No one-command install · Source | |
| 5216 | 89.2145 | lansespirit-gpt-imagemcp · ai-agents | Integrates with OpenAI's gpt-image-1 model for text-to-image generation and editing with comprehensive caching, prompt template management, cost… | 69 stars · 16 forks | No one-command install · Source | |
| 5217 | 89.2404 | kanban-mcp-2mcp · ai-agents | An MCP server that provides a database-backed kanban board with 40+ tools for AI agents to track issues, features, todos, epics, and diary entries… | 80 stars · 12 forks | No one-command install · Source | |
| 5218 | 89.2760 | boldcommerce-magento2mcp · ai-agents | Connects Claude to Magento 2 e-commerce platforms for querying product information, customer data, order statistics, and revenue metrics using natural… | 59 stars · 25 forks | No one-command install · Source | |
| 5219 | 89.2802 | thedaviddias-llms-txt-explorermcp · ai-agents | Provides a bridge for exploring websites with llms.txt files, enabling fetching and parsing of website-specific language model instructions for… | 77 stars · 13 forks | No one-command install · Source | |
| 5220 | 89.2802 | jovancoding-network-aimcp · ai-agents | Multi-agent orchestration MCP server with race-condition-safe shared blackboard. 20+ MCP tools: blackboard read/write, agent spawn/stop, FSM… | 77 stars · 13 forks | No one-command install · Source | |
| 5221 | 89.2980 | jgrants-mcp-servermcp · ai-agents | MCP server for Japan's Jグランツ grant application system, enabling LLMs to search and retrieve subsidy information via natural language. | 50 stars · 26 forks | No one-command install · Source | |
| 5222 | 89.3581 | aec-model-bridgemcp · ai-agents | Open, secure runtime that puts Revit, Rhino, Navisworks, and Power BI behind one MCP call center, enabling an AI agent to orchestrate them directly… | 63 stars · 22 forks | No one-command install · Source | |
| 5223 | 89.3717 | cchistorycli · ai-agents | Like the shell history command, but for your Claude Code sessions: lists every Bash or Bash-mode command Claude Code ran in a session. | 137 stars · 7 forks | No one-command install · Source | |
| 5224 | 89.3761 | madguyevans-resale-agentmcp · ai-agents | Automates C2C second-hand resale through 7 tools covering photo recognition, price research, listing generation, repricing, and auto-delisting across… | 94 stars · 10 forks | No one-command install · Source | |
| 5225 | 89.3855 | codejunkie99-brainmcp · ai-agents | Rust MCP server providing git-backed long-term memory for AI coding agents with SQLite indexing and CLI interface. | 79 stars · 13 forks | No one-command install · Source | |
| 5226 | 89.4118 | agent-lspmcp · ai-agents | Stateful LSP runtime for AI agents — 50+ tools across 30+ programming languages. | 118 stars · 8 forks | No one-command install · Source | |
| 5227 | 89.4540 | upwork-mcp-servermcp · ai-agents | MCP server for Upwork via browser automation. Enables Claude Code to search jobs, manage proposals, messages, and contracts on Upwork. | 64 stars · 22 forks | No one-command install · Source | |
| 5228 | 89.4815 | okooo5km-memory-knowledge-graphmcp · ai-agents | Provides a persistent knowledge graph system for maintaining structured memory across conversations, enabling creation, querying, and management of… | 106 stars · 9 forks | No one-command install · Source | |
| 5229 | 89.5271 | jotaderodriguez-bonsai-blender-ifcmcp · ai-agents | Connects Claude to Blender for analyzing and interacting with IFC building models through five specialized tools for querying project information… | 64 stars · 23 forks | No one-command install · Source | |
| 5230 | 89.5650 | openinvestmcp · ai-agents | Investment decision tools for AI agents: portfolio status, isolated multi-agent committee analysis, auditable verdict history, and lookahead-protected… | 82 stars · 13 forks | No one-command install · Source | |
| 5231 | 89.6052 | decisionnode-decisionnodemcp · ai-agents | Record development decisions as structured JSON, embed as vectors via Gemini, and search semantically over MCP. Shared store across Claude Code… | 83 stars · 13 forks | No one-command install · Source | |
| 5232 | 89.6085 | riper-workflowworkflow · ai-agents | Structured development workflow enforcing separation between Research, Innovate, Plan, Execute, and Review phases. Features consolidated subagents for… | 93 stars · 11 forks | No one-command install · Source | |
| 5233 | 89.6391 | portel-dev-ncp-orchestratormcp · ai-agents | Intelligent orchestration layer that unifies multiple MCP servers into a single gateway with RAG-powered discovery engine for semantic tool routing… | 100 stars · 10 forks | No one-command install · Source | |
| 5234 | 89.6431 | infoblox-dns-aidmcp · ai-agents | Discover and publish AI agents via DNS using SVCB records per RFC 9460. | 63 stars · 26 forks | No one-command install · Source | |
| 5235 | 89.6458 | frx-director-mcpmcp · ai-agents | MCP server that lets a high-capability director model drive the firefox-reverse browser's built-in reverse-engineering Agent, with a cheap worker… | 77 stars · 15 forks | No one-command install · Source | |
| 5236 | 89.7093 | multi-cli-mcpmcp · ai-agents | An MCP server that bridges multiple AI clients (Claude, Gemini, Codex, OpenCode) so they can call each other as tools. | 72 stars · 18 forks | No one-command install · Source | |
| 5237 | 89.7094 | vs-claude-codemcp · ai-agents | A native Visual Studio 2026 extension implementing Claude Code's IDE integration protocol: agent edits open in VS's diff viewer for accept/reject, and… | 81 stars · 14 forks | No one-command install · Source | |
| 5238 | 89.7128 | agents-councilmcp · ai-agents | The simplest way to bridge and collaborate across AI Agent sessions like Claude Code, Codex, Gemini, or Cursor. It allows your agents to combine their… | 66 stars · 23 forks | No one-command install · Source | |
| 5239 | 89.7128 | legal-hub-mcp-argentinamcp · ai-agents | Unified MCP server for Argentine legal sources, enabling access to 11 databases including jurisprudence, legislation, official bulletins, and court… | 66 stars · 23 forks | No one-command install · Source | |
| 5240 | 89.7255 | vapimcp · ai-agents | Integrates with Vapi's AI voice calling platform to manage voice assistants, phone numbers, and outbound calls with scheduling support through eight… | 58 stars · 27 forks | No one-command install · Source | |
| 5241 | 89.7259 | nighttrek-ollamamcp · ai-agents | Bridges Ollama's local large language model runner, enabling low-latency access to the LLM while maintaining data privacy and control. | 74 stars · 17 forks | No one-command install · Source | |
| 5242 | 89.7259 | mcp-apps-playgroundmcp · ai-agents | A demo MCP server showcasing interactive HTML UIs for tools like list sorting, flame graphs, and feature flags, enabling bidirectional communication… | 74 stars · 17 forks | No one-command install · Source | |
| 5243 | 89.7598 | peppermcp · ai-agents | Pepper gives AI agents eyes and hands inside iOS Simulator apps, enabling them to view screens, tap buttons, inspect objects, and intercept network… | 103 stars · 10 forks | No one-command install · Source | |
| 5244 | 89.7674 | palinodemcp · ai-agents | Git-versioned markdown memory for AI agents with search, save, compact, lint, and audit tools. | 28 stars · 33 forks | No one-command install · Source | |
| 5245 | 89.7805 | mcp-server-for-home-assistant-http-transportmcp · ai-agents | A Home Assistant Custom Component that provides an MCP server using HTTP transport, allowing AI assistants like Claude to interact with your Home… | 73 stars · 18 forks | No one-command install · Source | |
| 5246 | 89.7932 | memory-bankmcp · ai-agents | Provides a structured documentation system for preserving context in complex projects through templates, project summaries, and consistent knowledge… | 77 stars · 16 forks | No one-command install · Source | |
| 5247 | 89.8005 | garmin-connect-mcp-servermcp · ai-agents | A Model Context Protocol (MCP) server for Garmin Connect integration. Access your activities, health data, training metrics, and more through Claude… | 61 stars · 27 forks | No one-command install · Source | |
| 5248 | 89.8125 | major7apps-pensyvemcp · ai-agents | Universal memory runtime for AI agents with episodic, semantic, and procedural memory. | 87 stars · 13 forks | No one-command install · Source | |
| 5249 | 89.8127 | madeye-agent-filesystem-daemonmcp · ai-agents | Persistent sidecar daemon with MCP bridge eliminating per-call fork/exec overhead for AI agents accessing filesystems, git, and source code. | 117 stars · 9 forks | No one-command install · Source | |
| 5250 | 89.8304 | agent-roommcp · ai-agents | A multi-agent collaboration layer for AI coding agents enabling real-time communication, code review, and task handoff across distributed development… | 68 stars · 23 forks | No one-command install · Source | |
| 5251 | 89.9249 | 8bitgentleman-activitywatchmcp · ai-agents | Integrates with ActivityWatch to enable LLMs to interact with time tracking data, providing tools for listing buckets, executing AQL queries, and… | 72 stars · 20 forks | No one-command install · Source | |
| 5252 | 89.9367 | freellmpoolmcp · ai-agents | MCP server that pools free tiers of multiple LLM providers behind an OpenAI-compatible endpoint, enabling model routing, failover, and usage tracking… | 95 stars · 12 forks | No one-command install · Source | |
| 5253 | 89.9876 | mcp-gitwandmcp · ai-agents | an MCP server that auto-resolves Git merge conflicts so agents only touch the complex hunks — deterministic pattern engine with confidence scores and… | 167 stars · 7 forks | No one-command install · Source | |
| 5254 | 89.9919 | claude-swarmmcp · ai-agents | Orchestrates parallel Claude Code worker swarms with protocol-based behavioral governance for multi-hour autonomous coding sessions. | 110 stars · 10 forks | No one-command install · Source | |
| 5255 | 90.0195 | a2a-langgraphmcp · ai-agents | A2A implementation using LangGraph | 59 stars · 28 forks | No one-command install · Source | |
| 5256 | 90.0482 | yuvalsuede-memorymcp · ai-agents | Automatically extracts and organizes project memories from conversation transcripts, maintaining both quick-access CLAUDE.md files and comprehensive… | 98 stars · 12 forks | No one-command install · Source | |
| 5257 | 90.0482 | pinkpixel-mem0-autonomous-memorymcp · ai-agents | Provides autonomous memory capabilities for storing, retrieving, and utilizing conversation information across sessions, with automatic extraction and… | 98 stars · 12 forks | No one-command install · Source | |
| 5258 | 90.1054 | skillsmithmcp · ai-agents | Discover, install, and manage reusable skills for Claude Code. | 78 stars · 18 forks | No one-command install · Source | |
| 5259 | 90.1070 | tmux-bridge-mcpmcp · ai-agents | Enables AI agents to communicate and coordinate across tmux panes, allowing them to read, type, and send messages to each other without manual… | 99 stars · 12 forks | No one-command install · Source | |
| 5260 | 90.1220 | elyin-gemini-bridgemcp · ai-agents | Bridges Claude with Google's Gemini AI through the official Gemini CLI, enabling direct queries and file-based context sharing between the two… | 94 stars · 13 forks | No one-command install · Source | |
| 5261 | 90.1281 | claudiohook · ai-agents | A small library that plays OS-native sounds for Claude Code events through hooks. | 114 stars · 10 forks | No one-command install · Source | |
| 5262 | 90.1421 | red-hat-lightspeed-mcpmcp · ai-agents | A lightweight, self-hosted MCP server that connects LLM-based agents to Red Hat Lightspeed services, enabling natural language querying of read-only… | 24 stars · 38 forks | No one-command install · Source | |
| 5263 | 90.1575 | sagemindai-threadlinemcp · ai-agents | Agent-to-agent messaging relay with zero-config discovery, message routing, and reply handling. | 77 stars · 19 forks | No one-command install · Source | |
| 5264 | 90.2333 | agentimcp · ai-agents | Enables any MCP-compatible LLM client to autonomously hold, spend, earn, and receive cryptocurrency using native MCP tools, no code required. | 75 stars · 21 forks | No one-command install · Source | |
| 5265 | 90.3050 | scrcpy-mcpmcp · ai-agents | MCP server that gives AI agents full vision and control over Android devices via ADB and scrcpy. Supports screenshots, input, apps, UI automation… | 90 stars · 15 forks | No one-command install · Source | |
| 5266 | 90.3129 | mantrakp04-manusmcp · ai-agents | Orchestrates specialized agents for collaborative task execution with file operations, shell commands, and browser automation capabilities through a… | 94 stars · 14 forks | No one-command install · Source | |
| 5267 | 90.3211 | oculairmedia-lettamcp · ai-agents | Integrates with the Letta API to enable creation and management of agents, memory blocks, and tools for advanced AI-based interactions and memory… | 78 stars · 20 forks | No one-command install · Source | |
| 5268 | 90.3256 | a2a-rsmcp · ai-agents | A2A Protocol implementation for Rust | 87 stars · 16 forks | No one-command install · Source | |
| 5269 | 90.3325 | deepseek-code-worker-mcpmcp · ai-agents | Offloads expensive code reading, editing, and checking tasks to DeepSeek through Claude Code, saving Codex main-thread tokens by 40-60%. | 99 stars · 13 forks | No one-command install · Source | |
| 5270 | 90.3574 | idea-research-dino-xmcp · ai-agents | Empower LLMs with fine-grained visual understanding — detect, localize, and describe anything in images with natural language prompts. | 112 stars · 11 forks | No one-command install · Source | |
| 5271 | 90.3605 | claudectxcli · ai-agents | claudectx lets you switch your entire Claude Code configuration with a single command. | 140 stars · 9 forks | No one-command install · Source | |
| 5272 | 90.3605 | deliberationmcp · ai-agents | Ask Codex, Gemini, Grok, and 400+ OpenRouter models (Qwen, Kimi, DeepSeek) for second opinions or arbiter-mediated consensus. One MCP server for… | 140 stars · 9 forks | No one-command install · Source | |
| 5273 | 90.4226 | bc-code-intelligence-mcpmcp · ai-agents | Provides AI-powered assistance for Microsoft Business Central (BC) development, enabling users to get expert help with debugging, coding, upgrades… | 93 stars · 15 forks | No one-command install · Source | |
| 5274 | 90.5814 | mzxrai-mcp-openaimcp · ai-agents | Generate text using OpenAI's language models. | 76 stars · 25 forks | No one-command install · Source | |
| 5275 | 90.6081 | agent-security-scanner-mcpmcp · ai-agents | A security scanner for AI coding agents and autonomous assistants that scans code for vulnerabilities, detects hallucinated packages, blocks prompt… | 121 stars · 11 forks | No one-command install · Source | |
| 5276 | 90.6669 | dnotitia-akbmcp · ai-agents | Organizational knowledge base for AI agents. Vault-scoped Markdown docs, structured PostgreSQL tables, and files unified by a URI graph. Hybrid… | 156 stars · 9 forks | armory install dnotitia-akb --cli claude | |
| 5277 | 90.6946 | mcpyatsworkflow · ai-agents | VibeOps - Cisco pyATS MCP Plus Many Other MCPs | 69 stars · 30 forks | No one-command install · Source | |
| 5278 | 90.7031 | shinpr-sub-agentsmcp · ai-agents | Delegates tasks to specialized AI assistants in Cursor and Claude Code CLI tools by automatically discovering agent definition files and providing… | 96 stars · 16 forks | No one-command install · Source | |
| 5279 | 90.7505 | uisightmcp · ai-agents | MCP server that provides AI coding agents with real-time visual access to web apps, enabling them to see screens, run accessibility and layout… | 127 stars · 11 forks | No one-command install · Source | |
| 5280 | 90.8824 | adkit-mcp-servermcp · ai-agents | A lightweight semantic ad-matching engine for LLMs that serves relevant advertisements via MCP, allowing agents to request ads using natural-language… | 46 stars · 35 forks | No one-command install · Source | |
| 5281 | 90.8978 | haasonsaas-deep-code-reasoningmcp · ai-agents | Enables intelligent routing between Claude and Google's Gemini AI for complementary code analysis, leveraging Gemini's 1M token context window for… | 109 stars · 14 forks | No one-command install · Source | |
| 5282 | 90.8978 | deep-research-mcpmcp · ai-agents | A Python-based agent that integrates research providers (OpenAI, Gemini, DR-Tulu, Open Deep Research) with Claude Code via the Model Context Protocol… | 109 stars · 14 forks | No one-command install · Source | |
| 5283 | 90.9488 | docmancermcp · ai-agents | Local-first memory for coding agents. Discovers the memory, instructions, and rules Claude Code, Codex, and Cursor already wrote on your machine… | 126 stars · 12 forks | No one-command install · Source | |
| 5284 | 90.9669 | tandem-docsmcp · ai-agents | Documentation and setup guides for Tandem's AI agent platform, SDKs, and workflows. | 118 stars · 13 forks | No one-command install · Source | |
| 5285 | 90.9710 | henryhawke-titan-memorymcp · ai-agents | Integrates neural network-based memory encoding for enhanced long-term information storage and contextually-aware interactions across multiple… | 91 stars · 20 forks | No one-command install · Source | |
| 5286 | 91.0188 | adoslabsproject-gif-nothumanallowedmcp · ai-agents | Multi-agent orchestration platform with tools for posts, knowledge grounding, consensus operations, messaging, and browser automation. | 103 stars · 16 forks | No one-command install · Source | |
| 5287 | 91.0339 | allaboutai-yt-gpt5mcp · ai-agents | Provides direct integration with OpenAI's GPT-5 API through simple prompt-based and structured conversation tools for text generation without building… | 83 stars · 26 forks | No one-command install · Source | |
| 5288 | 91.1319 | herokumcp · ai-agents | Facilitate seamless interaction between LLMs and the Heroku Platform. | 81 stars · 29 forks | No one-command install · Source | |
| 5289 | 91.1375 | crawlie-mcpmcp · ai-agents | Enables LLM agents to crawl and audit websites for technical SEO and GEO issues, providing actionable fixes via tools like crawl_site and… | 111 stars · 15 forks | No one-command install · Source | |
| 5290 | 91.2186 | rust-codermcp · ai-agents | Enables AI agents to generate, compile, and fix Rust projects from natural language descriptions using LLMs and the Rust compiler. | 97 stars · 20 forks | No one-command install · Source | |
| 5291 | 91.2269 | mcp-gemini-assistantmcp · ai-agents | Enables Claude Code to consult Gemini for complex coding problems with session management, file attachments, and conversation persistence. | 105 stars · 17 forks | No one-command install · Source | |
| 5292 | 91.2601 | sammcp · ai-agents | Intelligent AI memory management system with ML auto-triggers that automatically saves and retrieves information across AI platforms without manual… | 82 stars · 31 forks | No one-command install · Source | |
| 5293 | 91.3156 | hive-academy-anubismcp · ai-agents | Orchestrates AI coding workflows through role-based agents that transition between specialized responsibilities (orchestrator, architect, developer… | 124 stars · 14 forks | No one-command install · Source | |
| 5294 | 91.3327 | incomestreamsurfer-paperclip-surfersmcp · ai-agents | AI agent orchestration control plane with persistent memory, skills management, and per-agent assignment of tools and configurations. | 74 stars · 33 forks | No one-command install · Source | |
| 5295 | 91.3651 | philliprt-thinkmcp · ai-agents | Implements Anthropic's 'think' tool as a dedicated space for Claude to perform structured reasoning during complex problem-solving tasks, improving… | 126 stars · 14 forks | No one-command install · Source | |
| 5296 | 91.3910 | continuum-mcp-servermcp · ai-agents | Shared memory and orchestration for coding agents, enabling persistent knowledge, multi-agent coordination, and a canonical workflow across… | 110 stars · 17 forks | No one-command install · Source | |
| 5297 | 91.4467 | paremcp · ai-agents | Provides MCP servers that wrap common developer tools (git, npm, docker, etc.) returning structured JSON output, enabling AI agents to reliably… | 138 stars · 13 forks | No one-command install · Source | |
| 5298 | 91.5457 | scryer-mcpmcp · ai-agents | Enables AI agents to read, modify, and build from architecture models, keeping the model as the source of truth for intent and synchronized with code. | 115 stars · 17 forks | No one-command install · Source | |
| 5299 | 91.5888 | agntcy-identityidentity · ai-agents | Use when agents, MCP servers and multi-agent systems all need issued identities that another party can verify. | 103 stars · 21 forks | No one-command install · Source | |
| 5300 | 91.5890 | kryptosai-mcp-observatorymcp · ai-agents | Regression testing for MCP servers. Auto-discovers servers from Claude configs, checks capabilities, invokes tools, detects schema drift between… | 146 stars · 13 forks | No 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.