Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 99.9011 | world-monitor-mcpmcp · ai-agents | MCP server for real-time global intelligence, AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking, enabling agents and… | 87,417 stars · 13,325 forks | No one-command install · Source | |
| 2 | 99.8282 | mem0-mcpmcp · ai-agents | Use to give an agent long-term, cross-session memory backed by a managed service — store and semantically recall facts about a user or project that… | 66,022 stars · 7,762 forks · 21 mentions | No one-command install · Source | |
| 3 | 99.7803 | metabasemcp · ai-agents | Official Metabase MCP server enabling AI agents to search, explore, query, and visualize data in a self-hosted Metabase instance. | 49,047 stars · 6,782 forks | No one-command install · Source | |
| 4 | 99.7149 | codebase-memory-mcpmcp · ai-agents | High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 159 languages… | 41,746 stars · 3,400 forks · 1 mention | No one-command install · Source | |
| 5 | 99.6066 | rocketride-org-rocketride-servermcp · ai-agents | MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline tool with multi-LLM… | 12,739 stars · 5,046 forks | No one-command install · Source | |
| 6 | 99.4796 | vectorize-io-hindsightmcp · ai-agents | Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory | 22,110 stars · 1,689 forks | No one-command install · Source | |
| 7 | 99.3028 | computer-use-mcpmcp · ai-agents | MCP server that enables Claude to control your computer, similar to Anthropic's computer use but easy to set up locally. | 356 stars · 41 forks · passed install test | No one-command install · Source | |
| 8 | 99.2319 | uno-platformmcp · ai-agents | Cross-platform .NET development framework documentation and prompts | 10,030 stars · 878 forks | No one-command install · Source | |
| 9 | 99.2240 | ottomator-agentsmcp · ai-agents | Open source AI Agents hosted on the oTTomator Live Agent Studio platform | 5,752 stars · 1,953 forks | No one-command install · Source | |
| 10 | 99.0986 | agentdesk-browser-usemcp · ai-agents | AgentDesk fork of browser-use that integrates with the AgentDesk agent platform — adds desktop-tool registration, task planning hooks, and multi-agent… | 7,306 stars · 527 forks | No one-command install · Source | |
| 11 | 99.0545 | klavis-stratamcp · ai-agents | One MCP server that guides your AI agents use tools reliably progressively at any scale. | 5,812 stars · 561 forks | No one-command install · Source | |
| 12 | 99.0427 | ouroborosmcp · ai-agents | Local-first Agent OS that wraps Claude Code, Codex CLI, and other coding agents in a replayable Seed → Ledger → Runtime contract, driven by an… | 5,749 stars · 580 forks | No one-command install · Source | |
| 13 | 98.9957 | tradingview-mcpmcp · ai-agents | AI-powered trading toolkit with backtesting, live sentiment, Yahoo Finance data, and 30+ technical analysis tools, integrated as an MCP server for… | 4,324 stars · 921 forks | No one-command install · Source | |
| 14 | 98.8984 | chat-on-steroidsmcp · ai-agents | Enables ChatGPT to access approved local Windows folders, run commands, control the desktop, and manage session history through a permission-bounded… | 4,047 stars · 541 forks | No one-command install · Source | |
| 15 | 98.8138 | adsagentmcp · ai-agents | Google Ads analysis and management — read performance, manage keywords, bids, and campaigns via AI agents. | 3,445 stars · 426 forks | No one-command install · Source | |
| 16 | 98.7929 | agent-devicemcp · ai-agents | Mobile and desktop device automation for AI agents, enabling control of iOS, Android, TV, and macOS applications. | 4,316 stars · 268 forks | No one-command install · Source | |
| 17 | 98.7837 | basicmachines-memorymcp · ai-agents | Knowledge management system that builds a persistent semantic graph in markdown, locally. | 4,043 stars · 295 forks | No one-command install · Source | |
| 18 | 98.5997 | memanto-mcpmcp · ai-agents | MEMANTO is a memory agent. It remembers, recalls, and answers - so your agents can achieve long-term goals and avoid confusion. | 1,855 stars · 642 forks | No one-command install · Source | |
| 19 | 98.5758 | zinja-coder-jadx-ai-mcpmcp · ai-agents | JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse… | 2,741 stars · 249 forks | No one-command install · Source | |
| 20 | 98.5705 | llmsresearch-paperbananamcp · ai-agents | Generates publication-quality methodology diagrams and statistical plots from text descriptions using a multi-agent pipeline with specialized agents… | 2,294 stars · 334 forks | No one-command install · Source | |
| 21 | 98.5615 | notediscovery-mcp-servermcp · ai-agents | NoteDiscovery is a self-hosted plain-markdown notes app (MIT, no telemetry) with a built-in stdio MCP server. The server exposes tools so AI clients… | 2,776 stars · 233 forks | No one-command install · Source | |
| 22 | 98.5325 | louislva-claude-peersmcp · ai-agents | Enables Claude Code instances to discover each other and exchange messages in real time via a local broker daemon. | 2,202 stars · 300 forks | No one-command install · Source | |
| 23 | 98.4931 | webclawmcp · ai-agents | Web extraction engine for LLMs with TLS fingerprinting to bypass bot detection, delivering clean markdown output. | 2,360 stars · 233 forks | No one-command install · Source | |
| 24 | 98.4789 | cjo4m06-mcp-shrimp-task-managermcp · ai-agents | A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency… | 2,148 stars · 255 forks | No one-command install · Source | |
| 25 | 98.4314 | mariocandela-beelzebubmcp · ai-agents | Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior… | 2,165 stars · 205 forks | No one-command install · Source | |
| 26 | 98.3747 | claude-real-videomcp · ai-agents | Lets any LLM agent actually watch videos: a watch_video tool takes a URL or local file and returns scene-aware keyframes fused with a timestamped… | 2,104 stars · 186 forks | No one-command install · Source | |
| 27 | 98.3675 | microsoft-learnmcp · ai-agents | Enables AI agents to bring trusted and up-to-date information directly from Microsoft's official documentation | 1,868 stars · 238 forks | No one-command install · Source | |
| 28 | 98.3121 | jau123-meigen-ai-designmcp · ai-agents | Unified image generation across local ComfyUI workflows, OpenAI APIs, and MeiGen Cloud with a curated prompt library. | 1,735 stars · 224 forks | No one-command install · Source | |
| 29 | 98.2317 | mcp-adaptermcp · ai-agents | The official WordPress package for MCP integration that exposes WordPress abilities as Model Context Protocol (MCP) tools, resources, and prompts for… | 1,647 stars · 190 forks | No one-command install · Source | |
| 30 | 98.2251 | openosintmcp · ai-agents | AI-powered OSINT framework exposing 10 tools (email, username, breach, WHOIS, IP, subdomain, phone, Shodan, dorks, Pastebin) as an MCP server for… | 1,512 stars · 242 forks | No one-command install · Source | |
| 31 | 98.1387 | pm-claude-skills-mcpmcp · ai-agents | In Anthropic's official Claude plugin directory · 400 professional Agent Skills (PRDs, launches, compliance, CVs & more) for Claude, ChatGPT, Gemini… | 1,330 stars · 233 forks | No one-command install · Source | |
| 32 | 98.1199 | miscusi-peek-cheatengine-bridgemcp · ai-agents | Bridge Cheat Engine memory analysis to AI workflows via named pipes | 1,363 stars · 204 forks | No one-command install · Source | |
| 33 | 98.1114 | ezyang-codemcpmcp · ai-agents | Coding agent with basic read, write and command line tools. | 1,608 stars · 140 forks | No one-command install · Source | |
| 34 | 98.0824 | mnemox-ai-tradememorymcp · ai-agents | Persistent outcome-weighted memory for trading agents with trade journaling, behavioral bias detection, and strategy adjustment. | 1,411 stars · 166 forks | No one-command install · Source | |
| 35 | 98.0395 | rinadelph-agent-mcpmcp · ai-agents | A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG… | 1,295 stars · 180 forks | No one-command install · Source | |
| 36 | 97.9701 | power-bi-modeling-mcp-servermcp · ai-agents | The Power BI Modeling MCP Server implements the MCP specification to create a seamless connection between AI agents and Power BI semantic models. This… | 1,123 stars · 201 forks | No one-command install · Source | |
| 37 | 97.9519 | tldx-mcpmcp · ai-agents | An MCP server for tldx that allows AI agents to brainstorm brand names and instantly verify domain availability using lightning-fast, concurrent RDAP… | 1,919 stars · 80 forks | No one-command install · Source | |
| 38 | 97.9380 | ktxmcp · ai-agents | ktx is an MCP server that provides agents with accurate warehouse querying by serving a self-improving context layer of approved metrics, joinable… | 1,569 stars · 101 forks | No one-command install · Source | |
| 39 | 97.9309 | loki-modemcp · ai-agents | Autonomous spec-to-product coding-agent CLI. Its MCP server exposes 34 tools over stdio: project state and task-queue ops, memory retrieve/store, code… | 1,054 stars · 205 forks | No one-command install · Source | |
| 40 | 97.8709 | drawio-livemcp · ai-agents | Launches/connects to the visible draw.io desktop editor and edits its active graph model in real time, allowing AI agents to draw scientific figures… | 1,393 stars · 102 forks | No one-command install · Source | |
| 41 | 97.8696 | agent-network-protocolmcp · ai-agents | Open source protocol for agent communication, defining how agents connect with each other | 1,408 stars · 101 forks | No one-command install · Source | |
| 42 | 97.8261 | ai-tradermcp · ai-agents | Enables AI assistants like Claude to run backtests, fetch market data, list strategies, and analyze trading algorithms via natural language. | 1,063 stars · 146 forks | No one-command install · Source | |
| 43 | 97.7864 | coding-tools-mcpmcp · ai-agents | Empower any MCP-compatible AI Agent(MCP Client) with engineering-grade capabilities to understand, modify, run, and deliver real-world code… | 956 stars · 164 forks | No one-command install · Source | |
| 44 | 97.7669 | heymrun-heymmcp · ai-agents | Source-available, self-hosted AI workflow automation platform. Build multi-agent, RAG, and tool-using pipelines on a visual canvas, then expose any… | 1,285 stars · 96 forks | No one-command install · Source | |
| 45 | 97.7556 | langchain-mcpdocmcp · ai-agents | Provides AI systems with access to documentation from llms.txt files by fetching and parsing content from specified URLs, enabling seamless… | 1,032 stars · 129 forks | No one-command install · Source | |
| 46 | 97.5297 | cobrowser-browser-usemcp · ai-agents | Provides an async browser automation server using OpenAI's GPT-4o model, enabling remote web navigation, content extraction, and task execution with… | 843 stars · 115 forks | No one-command install · Source | |
| 47 | 97.5243 | aymericzip-intlayermcp · ai-agents | A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs. | 818 stars · 122 forks | No one-command install · Source | |
| 48 | 97.4671 | alioshr-memory-bankmcp · ai-agents | Transforms file-based memory banks into a centralized, remotely accessible service for multi-project management with consistent structure and… | 919 stars · 86 forks | No one-command install · Source | |
| 49 | 97.4398 | disler-just-promptmcp · ai-agents | Unified interface for interacting with multiple LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama with parallel… | 738 stars · 132 forks | No one-command install · Source | |
| 50 | 97.4381 | codeabra-iaimcp · ai-agents | Local long-term memory MCP server for AI coding assistants with three-tier episodic, semantic, and procedural memory storage. | 832 stars · 98 forks | No one-command install · Source | |
| 51 | 97.3971 | syedazharmbnr1-claude-chatgptmcp · ai-agents | Integrates Claude with the ChatGPT desktop app on macOS using AppleScript, enabling cross-assistant interactions for prompt sending, response… | 795 stars · 101 forks | No one-command install · Source | |
| 52 | 97.3164 | artokun-comfyuimcp · ai-agents | MCP server and Claude Code plugin for ComfyUI: run workflows, generate images, and manage models. | 711 stars · 109 forks | No one-command install · Source | |
| 53 | 97.3076 | tidewave-phoenixmcp · ai-agents | Better agentic Elixir Phoenix development, runtime-level tools for your agent to talk to your running app. | 847 stars · 74 forks | No one-command install · Source | |
| 54 | 97.2728 | tufantunc-ssh-mcpmcp · ai-agents | MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH… | 680 stars · 104 forks | No one-command install · Source | |
| 55 | 97.2708 | golfmcp · ai-agents | Easiest framework for building MCP servers with automatic discovery of tools, prompts, and resources, plus enterprise-grade authentication and… | 839 stars · 70 forks | No one-command install · Source | |
| 56 | 97.2560 | solomdmcp · ai-agents | A free, open-source Markdown editor with a bundled MCP server (stdio, read-only): point Claude, Cursor, or any MCP client at your notes vault for… | 973 stars · 59 forks | No one-command install · Source | |
| 57 | 97.2545 | phpmcp · ai-agents | PHP implementation that enables PHP applications to expose methods as tools, prompts, and resources through attribute-based annotations with support… | 865 stars · 66 forks | No one-command install · Source | |
| 58 | 97.2446 | fofamapmcp · ai-agents | A MCP-enabled asset mapping and vulnerability scanning agent with AI self-reflection, allowing natural language queries and automated scanning… | 713 stars · 95 forks | No one-command install · Source | |
| 59 | 97.1920 | dataeval-dingomcp · ai-agents | MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation… | 752 stars · 77 forks | No one-command install · Source | |
| 60 | 97.1733 | tuanle96-mcp-odoomcp · ai-agents | Production-grade MCP server for Odoo ERP (16-19) with zero Odoo-side install. 24 tools across read, write (approval-token gated), diagnose, migrate… | 400 stars · 184 forks | No one-command install · Source | |
| 61 | 97.1597 | agentic-mcp-tools-memoramcp · ai-agents | Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management. | 726 stars · 78 forks | No one-command install · Source | |
| 62 | 97.1502 | mem-agent-mcpmcp · ai-agents | MCP server for the driaforall/mem-agent model that enables interaction with an obsidian-like memory system through apps like Claude Desktop or LM… | 627 stars · 100 forks | No one-command install · Source | |
| 63 | 97.1086 | misakanetmcp · ai-agents | Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions. Includes guided prompts for failure triage and… | 432 stars · 170 forks | No one-command install · Source | |
| 64 | 97.0120 | kodymcp · ai-agents | Kody is an MCP server that gives AI agents a portable home for memory, keys, code, and automations on Cloudflare Workers. It offers a compact tool… | 678 stars · 66 forks | No one-command install · Source | |
| 65 | 96.9916 | fablecutmcp · ai-agents | FableCut is a Premiere-style non-linear video editor that runs entirely in your browser — and exposes its whole timeline as one JSON document. Edit it… | 650 stars · 68 forks | No one-command install · Source | |
| 66 | 96.9878 | joinlymcp · ai-agents | Enables AI agents to join and actively participate in video calls, providing real-time interaction and meeting tools through an MCP server. | 566 stars · 93 forks | No one-command install · Source | |
| 67 | 96.8938 | agentkeymcp · ai-agents | AgentKey is the execution layer between AI agents and the real internet. One MCP install gives your Claude / Cursor / n8n agent unified access to web… | 625 stars · 65 forks | No one-command install · Source | |
| 68 | 96.8144 | catlog22-maestro-flowmcp · ai-agents | Workflow orchestration CLI with MCP endpoint support, multi-agent dashboard, and extensible template system. | 558 stars · 68 forks | No one-command install · Source | |
| 69 | 96.7688 | flyto-coremcp · ai-agents | Secure execution engine for AI agents with 300+ modules. | 480 stars · 83 forks | No one-command install · Source | |
| 70 | 96.7474 | etsd-tech-mcp-pointermcp · ai-agents | Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to… | 596 stars · 58 forks | No one-command install · Source | |
| 71 | 96.7102 | rustunnel-mcpmcp · ai-agents | MCP (Model Context Protocol) server for rustunnel. Lets AI agents (Claude Code, Cursor, Windsurf) create and manage public tunnels to local services… | 655 stars · 48 forks | No one-command install · Source | |
| 72 | 96.6825 | pv-bhat-vibe-checkmcp · ai-agents | The definitive Vibe Coder's sanity check MCP server: Upgrade your agent with self-aware oversight. | 501 stars · 66 forks | No one-command install · Source | |
| 73 | 96.6606 | wasdubya-x64dbgmcp · ai-agents | Enables Claude to control x64dbg through natural language commands for dynamic analysis of software, supporting console commands, debugging status… | 512 stars · 64 forks | No one-command install · Source | |
| 74 | 96.6592 | cersei-mcpmcp · ai-agents | Rust SDK for building AI coding agents with built-in MCP client support via stdio transport. | 460 stars · 79 forks | No one-command install · Source | |
| 75 | 96.6557 | private-journalmcp · ai-agents | A comprehensive MCP server that provides Claude with private journaling and semantic search capabilities for processing thoughts, reflections, and… | 440 stars · 88 forks | No one-command install · Source | |
| 76 | 96.6029 | riponcm-projectmemmcp · ai-agents | Local-first memory and judgment layer for AI coding agents with pre-commit warnings and cross-project lesson tracking. | 794 stars · 37 forks | No one-command install · Source | |
| 77 | 96.5580 | memclawmcp · ai-agents | Governed shared memory platform for AI agents and agent fleets. Provides persistent memory, cross-agent knowledge sharing, permissions, audit trails… | 470 stars · 64 forks | No one-command install · Source | |
| 78 | 96.5577 | 1mcp-agentmcp · ai-agents | Aggregates multiple MCP servers into a single unified interface, reducing system resource usage and simplifying configuration management with dynamic… | 494 stars · 58 forks | armory install 1mcp-agent --cli claude | |
| 79 | 96.4819 | agentify-desktopmcp · ai-agents | MCP server that enables AI tools to control local browser sessions for ChatGPT, Claude, and other AI services, supporting querying, navigation, file… | 545 stars · 47 forks | No one-command install · Source | |
| 80 | 96.4602 | fabio-rovai-open-ontologiesmcp · ai-agents | AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via… | 462 stars · 59 forks | No one-command install · Source | |
| 81 | 96.4478 | roam-codemcp · ai-agents | Provides local codebase intelligence as an MCP server, enabling AI agents to query dependencies, assess change impact, and produce tamper-evident… | 513 stars · 49 forks | No one-command install · Source | |
| 82 | 96.4166 | megamemorymcp · ai-agents | An MCP server that lets coding agents build and query a persistent knowledge graph of concepts, architecture, and decisions, enabling them to remember… | 513 stars · 47 forks | No one-command install · Source | |
| 83 | 96.3901 | gannonh-memento-mcpmcp · ai-agentsContributed by Sentinel | Memento MCP: A Knowledge Graph Memory System for LLMs | 424 stars · 63 forks | No one-command install · Source | |
| 84 | 96.3268 | notebooklm-skillmcp · ai-agents | Bridges NotebookLM's research capabilities with Claude's content generation, enabling creation of notebooks, deep research queries, and structured… | 446 stars · 54 forks | No one-command install · Source | |
| 85 | 96.3217 | planexemcp · ai-agents | Generate rough-draft project plans from natural-language prompts. | 398 stars · 63 forks | No one-command install · Source | |
| 86 | 96.3213 | ai-kline-mcp-servermcp · ai-agents | MCP server for A-share stock technical analysis and AI prediction, enabling LLM-based interaction to analyze stocks. | 344 stars · 95 forks | No one-command install · Source | |
| 87 | 96.3059 | pyghidra-mcpmcp · ai-agents | Exposes Ghidra reverse engineering capabilities via MCP, enabling LLMs and agents to analyze binaries, decompile, search, and edit programs headlessly… | 421 stars · 57 forks | No one-command install · Source | |
| 88 | 96.2769 | trading-skillsmcp · ai-agents | Provides 32 trading analysis tools for AI-powered market analysis, including real-time data, technical indicators, options Greeks, scanners, and… | 350 stars · 79 forks | No one-command install · Source | |
| 89 | 96.2655 | clawdcursormcp · ai-agents | The local MCP server that gives any AI agent safe desktop control. Provides 6 compact tools (computer, accessibility, window, system, browser, task)… | 399 stars · 58 forks | No one-command install · Source | |
| 90 | 96.2561 | merozemory-ida-multimcp · ai-agents | Orchestrates multiple IDA Pro instances through a centralized registry system, enabling concurrent binary analysis across different samples with… | 407 stars · 56 forks | No one-command install · Source | |
| 91 | 96.2168 | enrichmcpmcp · ai-agents | Turns your data model into a semantic layer for AI agents, automatically generating typed, discoverable tools with entity relationships and schema… | 644 stars · 32 forks | No one-command install · Source | |
| 92 | 96.1631 | wmuxmcp · ai-agents | A native Windows terminal multiplexer with MCP bridge for AI agents, enabling browser automation, multi-agent coordination, and terminal control. | 366 stars · 62 forks | No one-command install · Source | |
| 93 | 96.1417 | lyellr88-marmmcp · ai-agents | Persistent memory system with semantic search for AI agents | 340 stars · 69 forks | No one-command install · Source | |
| 94 | 96.1100 | agentrecallmcp · ai-agents | MCP server for persistent, compounding memory that automatically captures corrections and insights across AI sessions, enabling agents to learn and… | 370 stars · 57 forks | No one-command install · Source | |
| 95 | 96.0572 | ai-team-osmcp · ai-agents | Turns Claude Code into a self-driving AI company with autonomous CEO, agent teams, and self-improvement capabilities. | 353 stars · 57 forks | No one-command install · Source | |
| 96 | 96.0260 | quackbackio-quackbackmcp · ai-agents | Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on… | 293 stars · 96 forks | No one-command install · Source | |
| 97 | 96.0249 | blockbench-mcpmcp · ai-agents | Enables AI agents to create and edit 3D models in Blockbench via the Model Context Protocol. | 386 stars · 47 forks | No one-command install · Source | |
| 98 | 96.0219 | telememmcp · ai-agents | Long-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 forks | No one-command install · Source | |
| 99 | 96.0099 | okf-knowledge-agent-mcp-servermcp · ai-agents | An 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 forks | No one-command install · Source | |
| 100 | 96.0087 | bcefghj-smart-csmcp · ai-agents | Enterprise multi-agent customer service system using MCP for standardized tool interfaces across order queries, ticket management, and knowledge base… | 388 stars · 46 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.