Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2501 | 38.066 | opencode-mcp-2mcp · ai-agents | Enables Claude Code to delegate tasks to OpenCode subagents asynchronously, with tools for starting tasks, polling status, and fetching results. | 2 stars · 1 fork | No one-command install · Source | |
| 2502 | 38.066 | mystreetmcp · ai-agents | MCP oracle of reputation for ia agent | 2 stars · 1 fork | No one-command install · Source | |
| 2503 | 38.066 | mcp-steammcp · ai-agents | MCP server for Steam that enables LLM agents to manage gaming libraries, achievements, stats, and discover store content through 20 tools. | 2 stars · 1 fork | No one-command install · Source | |
| 2504 | 38.066 | codemapmcp · ai-agents | MCP server for local-first code intelligence, providing structural code graph, semantic search, and impact analysis to AI agents. | 2 stars · 1 fork | No one-command install · Source | |
| 2505 | 38.066 | biterik-openbismcp · ai-agents | Exposes openBIS scientific data management to LLM agents with 30+ tools for browsing, searching, and managing research data. | 2 stars · 1 fork | No one-command install · Source | |
| 2506 | 38.066 | verifimind-peasmcp · ai-agents | Enables structured multi-LLM critique of concepts using three specialized agents (Innovation, Ethics, Security) with multi-vendor LLM support… | 2 stars · 1 fork | No one-command install · Source | |
| 2507 | 38.066 | gh-creator35lwb-web-verifimindmcp · ai-agents | Multi-agent AI validation with RefleXion Trinity for ethical and secure application development. | 2 stars · 1 fork | No one-command install · Source | |
| 2508 | 38.066 | rebuild-dossiermcp · ai-agents | An MCP server that reverse-engineers a rebuild spec (CLAUDE.md, config, and mutation-tested tests) from an existing app, enabling coding agents to… | 2 stars · 1 fork | No one-command install · Source | |
| 2509 | 38.066 | agntcy-agent-directorymcp · ai-agents | MCP server for the agntcy OASF agent directory, enabling AI agents to create, validate, search, and manage agent records using the Open Agent Schema… | 2 stars · 1 fork | No one-command install · Source | |
| 2510 | 38.066 | gigabrainmcp · ai-agents | A local-first memory control plane for AI agents, providing auditable recall via MCP with provenance and contradiction handling. | 2 stars · 1 fork | No one-command install · Source | |
| 2511 | 38.066 | cachly-dev-cachly-mcpmcp · ai-agents | Persistent AI memory brain for Claude Code, Cursor, Copilot, Windsurf, Cline & Zed. `session_start()` briefs your AI on last session, lessons, and… | 2 stars · 1 fork | No one-command install · Source | |
| 2512 | 38.066 | mcp-super-appmcp · ai-agents | MCP server for Claude Code that consolidates routine setup actions like project scaffolding, skills, landing page builds, guard hooks, images, and… | 2 stars · 1 fork | No one-command install · Source | |
| 2513 | 38.066 | zalo-mcpmcp · ai-agents | Self-contained MCP server for Zalo that enables AI agents like Claude Code and Cursor to automate Zalo Personal and Official Accounts via a 1-click… | 2 stars · 1 fork | No one-command install · Source | |
| 2514 | 38.066 | openai-secure-mcp-tunnelmcp · ai-agents | Enables file operations and bash command execution on the local workspace, securely exposed to ChatGPT via OpenAI Tunnel. | 2 stars · 1 fork | No one-command install · Source | |
| 2515 | 38.066 | okffsmcp · ai-agents | An MCP server that lets Claude Code manage GitHub issues, branches, and pull requests through natural language, automating the full development… | 2 stars · 1 fork | No one-command install · Source | |
| 2516 | 38.066 | auxly-memory-climcp · ai-agents | Local-first, file-based memory layer for AI agents — one shared Markdown vault across Claude, Codex, Gemini, Cursor and any MCP client. Provides… | 2 stars · 1 fork | No one-command install · Source | |
| 2517 | 38.066 | portunimcp · ai-agents | An MCP server that provides a shared graph of an organization's projects, processes, areas, and principles, enabling consistent context for tools and… | 2 stars · 1 fork | No one-command install · Source | |
| 2518 | 38.095 | steadyfetchmcp · ai-agents | Reliable web fetching MCP server with built-in retry logic, circuit breaker patterns, caching, and anti-bot bypass. Fetches URLs as raw HTML or clean… | 972 installs | No commit datelisted | No one-command install · Source |
| 2519 | 38.367 | agent-canvas-arenamcp · ai-agents | A decentralized 32×32 pixel-war execution grid for autonomous AI agents on Base Mainnet. Competitive game theory meets an on-chain USDC economy with… | 2,229 installs | No commit datelisted | No one-command install · Source |
| 2520 | 38.412 | seyhunak-agentcraftmcp · ai-agents | Provides a flexible agent framework with pre-configured agents for tasks like marketing, code review, scheduling, and regulatory compliance, using… | 3 stars | No commit datelisted | No one-command install · Source |
| 2521 | 38.412 | nhevers-mica-energymcp · ai-agents | Routes LLM inference compute through distributed nodes powered by cheap renewable energy. | 3 stars | No commit datelisted | No one-command install · Source |
| 2522 | 38.412 | dandeliongold-mcp-timemcp · ai-agents | Provides current time and time difference calculations in ISO format (YYYY-MM-DD HH:mm:ss) using JavaScript Date. Supports both Windows and macOS for… | 3 stars | No one-command install · Source | |
| 2523 | 38.412 | url-fetchmcp · ai-agents | Enables Claude to retrieve and display web content, JSON data, and images directly within conversations through specialized URL fetching tools. | 3 stars | No one-command install · Source | |
| 2524 | 38.412 | mcp-server-rustmcp · ai-agents | A simple MCP server that integrates Rust functions via WebAssembly, enabling operations like factorial computation through Claude Desktop. | 3 stars | No one-command install · Source | |
| 2525 | 38.412 | mcp-oworkflow · ai-agents | MCP-based orchestration framework | 3 stars | No one-command install · Source | |
| 2526 | 38.412 | georgejeffer-gemini-flashmcp · ai-agents | Enables direct access to Google's Gemini 2.0 Flash model from Claude Desktop through a bidirectional communication channel that maintains conversation… | 3 stars | No one-command install · Source | |
| 2527 | 38.412 | openai-gpt-image-1-mcpmcp · ai-agents | Provides AI agents and coding assistants with image generation and editing capabilities using OpenAI's GPT-image-1 model, with support for local or… | 3 stars | No one-command install · Source | |
| 2528 | 38.412 | fakoli-ai-bridgemcp · ai-agents | Secure bridge to OpenAI and Google Gemini APIs with multi-layer security protection including prompt injection detection, content filtering, input… | 3 stars | No one-command install · Source | |
| 2529 | 38.412 | agent-vrm-mcpmcp · ai-agents | Enables Claude to generate speech from text and express it through a 3D VRM avatar via the AgentVRM engine. | 3 stars | No one-command install · Source | |
| 2530 | 38.412 | zerodha-claude-mcpmcp · ai-agents | Enables AI models to interact with the Zerodha trading platform for portfolio management, trading, and account operations through natural language. | 3 stars | No one-command install · Source | |
| 2531 | 38.412 | pymdumcp · ai-agents | Enables Claude Desktop or Gemini CLI to communicate with PyMDU, allowing analysis and processing of urban data using PyMDU tools through natural… | 3 stars | No one-command install · Source | |
| 2532 | 38.412 | bowwowxx-gemini-image-generationmcp · ai-agents | Integrates with Google's Gemini 2.0 Flash experimental model to generate images from text prompts with configurable aspect ratios and output formats… | 3 stars | No one-command install · Source | |
| 2533 | 38.412 | ts-diagnostics-mcpmcp · ai-agents | Provides real-time TypeScript diagnostics with intelligent caching for AI agents, enabling instant queries instead of running tsc repeatedly. | 3 stars | No one-command install · Source | |
| 2534 | 38.412 | ssh-agent-mcpmcp · ai-agents | Enables AI assistants to manage SSH connections, execute commands, and transfer files via SFTP over the Model Context Protocol. | 3 stars | No one-command install · Source | |
| 2535 | 38.412 | bernierllc-brain-trustmcp · ai-agents | Provides contextual Q&A and plan review capabilities through OpenAI integration, offering question-answering with optional context and structured plan… | 3 stars | No one-command install · Source | |
| 2536 | 38.412 | memphoramcp · ai-agents | Add persistent memory to AI assistants | 3 stars | No one-command install · Source | |
| 2537 | 38.412 | finsliparnmcp · ai-agents | Transforms single-attempt coding into a multi-attempt, test-validated refinement loop by running your actual test suite and feeding failures back to… | 3 stars | No one-command install · Source | |
| 2538 | 38.412 | 156554395-doubao-image-videomcp · ai-agents | Integrates with Doubao (ByteDance's AI platform) to generate images from text prompts, create videos from descriptions, and check video generation… | 3 stars | No one-command install · Source | |
| 2539 | 38.412 | nano-mcp-servermcp · ai-agents | MCP server for NANO cryptocurrency operations, enabling AI agents to generate wallets, send/receive transactions, check balances, and more via… | 3 stars | No one-command install · Source | |
| 2540 | 38.412 | writefreely-mcp-servermcp · ai-agents | An MCP server for WriteFreely that enables AI agents to publish and manage content on WriteFreely instances (including self-hosted instances and… | 3 stars | No one-command install · Source | |
| 2541 | 38.412 | master-mcp-orchestrator-2mcp · ai-agents | Centralized MCP server that intelligently routes user queries to appropriate MCP tools, aggregates responses from multiple servers, and supports both… | 3 stars | No one-command install · Source | |
| 2542 | 38.412 | master-mcp-orchestratormcp · ai-agents | A central MCP server that connects to multiple MCP servers and intelligently routes user queries to the appropriate MCP tools, then aggregates and… | 3 stars | No one-command install · Source | |
| 2543 | 38.412 | connect-mcpmcp · ai-agents | An Obsidian plugin that runs an MCP server, enabling AI agents to read, edit, search notes, and run Dataview queries in your vault. | 3 stars | No one-command install · Source | |
| 2544 | 38.412 | hongkongaddressmcpmcp · ai-agents | Enables Hong Kong address lookup and correction using government data, with fuzzy matching and LLM-powered correction for both Chinese and English… | 3 stars | No one-command install · Source | |
| 2545 | 38.412 | tripwiremcp · ai-agents | A local MCP server that auto-injects relevant context into file reads when an agent accesses specified paths, ensuring agents have necessary knowledge… | 3 stars | No one-command install · Source | |
| 2546 | 38.412 | nougat-mcpmcp · ai-agents | Provides high-fidelity OCR for scientific PDFs using Meta's Nougat, with output format control and settings for agent workflows. | 3 stars | No one-command install · Source | |
| 2547 | 38.412 | openclaw-climcp · ai-agents | Enables interaction with OpenClaw agents via MCP, supporting natural language queries and session management. | 3 stars | No one-command install · Source | |
| 2548 | 38.412 | quizz-mcpmcp · ai-agents | Enables Claude to generate interactive quizzes from conversations to test understanding and reinforce learning. | 3 stars | No one-command install · Source | |
| 2549 | 38.412 | comfy-mcpmcp · ai-agents | MCP server that enables AI agents to control a local ComfyUI instance for image generation, allowing workflow understanding, parameter modification… | 3 stars | No one-command install · Source | |
| 2550 | 38.412 | clipsnapmcp · ai-agents | MCP server that gives Claude Code reliable access to clipboard images and screenshots, fixing broken paste in iTerm2. | 3 stars | No one-command install · Source | |
| 2551 | 38.412 | catobot-autoexperiment-mcp-servermcp · ai-agents | A domain-agnostic MCP server for autonomous experimentation, generalizing Karpathy's autoresearch pattern into a reusable server that any AI agent can… | 3 stars | No one-command install · Source | |
| 2552 | 38.412 | realwigu-mcp-doctormcp · ai-agents | Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude Code, Cursor, VS Code, Windsurf, and Claude Desktop, then tests… | 3 stars | No one-command install · Source | |
| 2553 | 38.412 | py2755-aiogram-mcpmcp · ai-agents | MCP server middleware for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts covering messaging, rich media, moderation, interactive keyboards… | 3 stars | No one-command install · Source | |
| 2554 | 38.412 | claude-oracle-mcpmcp · ai-agents | An MCP server for discovering Claude Code skills, plugins, and MCP servers by searching 15,000+ resources from 17 registries, GitHub, and the web with… | 3 stars | No one-command install · Source | |
| 2555 | 38.412 | mcp-stravamcp · ai-agents | Minimalist Strava integration for Claude with 7 focused tools for querying athlete stats, activities, zones, and segment analysis. | 3 stars | No one-command install · Source | |
| 2556 | 38.412 | adr-mcp-setupmcp · ai-agents | Automatically captures Claude Code sessions and generates Architecture Decision Records with quality scoring. | 3 stars | No one-command install · Source | |
| 2557 | 38.412 | deveras-siteproofmcp · ai-agents | Scans websites for WCAG accessibility issues, AI engine optimization, and AI agent security compliance via Deveras. | 3 stars | No one-command install · Source | |
| 2558 | 38.412 | kaminocorp-elephantasmmcp · ai-agents | Long-term agentic memory framework providing persistent memory, searchable knowledge, and evolving identity for agents. | 3 stars | No one-command install · Source | |
| 2559 | 38.412 | elephantasm-mcpmcp · ai-agents | MCP server for long-term agent memory, providing persistent memory, searchable knowledge, and evolving identity for AI agents. | 3 stars | No one-command install · Source | |
| 2560 | 38.412 | airsstoolmcp · ai-agents | Enables AI agents to discover, fetch, and manage RSS feeds from 1500+ websites via RSSHub, with subscription groups and content filtering. | 3 stars | No one-command install · Source | |
| 2561 | 38.412 | signal-found-sf-mcpmcp · ai-agents | Connect AI agents to Signal Found's proprietary Reddit outreach network. Find prospects posting about problems your product solves, send personalized… | 3 stars | No one-command install · Source | |
| 2562 | 38.412 | yyyhy-nash-arenamcp · ai-agents | A Chess and Card Game Arena For LLM, Agents can battle in game by mcp | 3 stars | No one-command install · Source | |
| 2563 | 38.412 | nolas-shadow-agent1st-ads-mcpmcp · ai-agents | Meta (Facebook/Instagram) and TikTok ad campaign management for AI agents. One tool call creates a complete campaign — targeting, creative, budget… | 3 stars | No one-command install · Source | |
| 2564 | 38.412 | surfa-mcp-servermcp · ai-agents | Query your Surfa Analytics data using natural language through Claude Desktop, ChatGPT, or any MCP-compatible client. Turn your analytics into… | 3 stars | No one-command install · Source | |
| 2565 | 38.412 | archetypal-aimcp · ai-agents | Persistent memory for AI agents with recall, remember, and checkpoint tools that preserve context across Claude Code sessions. | 3 stars | No one-command install · Source | |
| 2566 | 38.412 | aviation-mcp-servermcp · ai-agents | MCP server giving AI agents access to real-time aviation data — live flight tracking, airport weather, airline and airport information. | 3 stars | No one-command install · Source | |
| 2567 | 38.412 | precisioncontextenginemcp · ai-agents | Enables AI coding agents to efficiently navigate and understand large codebases by providing tools for entry point location, call chain analysis, and… | 3 stars | No one-command install · Source | |
| 2568 | 38.412 | misty-step-moonbridgemcp · ai-agents | Spawns Kimi K2.5 agents for parallel execution of up to 10 AI approaches simultaneously, enabling cost-effective exploration of multiple solution… | 3 stars | No one-command install · Source | |
| 2569 | 38.412 | macos-desktop-controlmcp · ai-agents | Provides native macOS desktop automation for AI agents, enabling screen capture, mouse/keyboard control, window management, and iOS/Android simulator… | 3 stars | No one-command install · Source | |
| 2570 | 38.412 | bburda-ai-memory-protocolmcp · ai-agents | Versioned, graph-based persistent memory for coding agents using Sphinx-Needs with typed entries, relationship tracking, confidence scoring, and stale… | 3 stars | No one-command install · Source | |
| 2571 | 38.412 | hanbeenmoon-t9-ipcmcp · ai-agents | Inter-session communication between multiple Claude Code sessions via file-based messaging. | 3 stars | No one-command install · Source | |
| 2572 | 38.412 | whatsapp-mcp-automationmcp · ai-agents | A WhatsApp MCP server providing 32 tools for Claude, Cursor, and Windsurf, including polls, stickers, status updates, events, live location, and group… | 3 stars | No one-command install · Source | |
| 2573 | 38.412 | merxmcp · ai-agents | TRON blockchain resource exchange platform exposing energy trading and wallet operations for AI agents. | 3 stars | No one-command install · Source | |
| 2574 | 38.412 | comfyui-mcp-hubmcp · ai-agents | Give AI agents full control over your local ComfyUI by exposing 77 tools for workflow management, image generation, model handling, and real-time… | 3 stars | No one-command install · Source | |
| 2575 | 38.412 | swarm-mcpmcp · ai-agents | Orchestrate parallel Claude agent workloads via Docker containers with combinators for parallel execution, map-reduce, and pipeline workflows. | 3 stars | No one-command install · Source | |
| 2576 | 38.412 | stiege-swarm-agent-orchestratormcp · ai-agents | Orchestrates parallel Claude agent workloads in isolated Docker containers with functional combinators and lazy result references. | 3 stars | No one-command install · Source | |
| 2577 | 38.412 | maroondlabs-sourcebookmcp · ai-agents | Live codebase intelligence for AI agents — conventions, blast radius analysis, import graphs, and git insights. | 3 stars | No one-command install · Source | |
| 2578 | 38.412 | davidlbatey-distillmcp · ai-agents | Converts saved articles into AI-generated two-host podcasts using LLM dialogue generation and multiple TTS providers. | 3 stars | No one-command install · Source | |
| 2579 | 38.412 | feralcarazp-project-memorymcp · ai-agents | MCP server providing structured project context and memory to AI coding assistants via writable MEMORY.md files and dependency graphs. | 3 stars | No one-command install · Source | |
| 2580 | 38.412 | tim-y-boy-excel-parsermcp · ai-agents | Universal Excel parsing MCP server for AI agents, supporting reading and processing Excel files in agent workflows. | 3 stars | No one-command install · Source | |
| 2581 | 38.412 | karellen-rr-mcpmcp · ai-agents | Enables LLM-powered debugging with rr reverse execution, allowing record and replay of program execution via GDB/MI for forward and reverse state… | 3 stars | No one-command install · Source | |
| 2582 | 38.412 | lukelamb-claude-terminal-mcpmcp · ai-agents | Terminal, filesystem, and background-job tools for Claude Desktop on Linux/macOS. Zero npm deps, pure Node. | 3 stars | No one-command install · Source | |
| 2583 | 38.412 | shangri-la-0428-oasycemcp · ai-agents | On-chain economic system for AI agents with escrow, marketplace, data rights, reputation, and dispute resolution. | 3 stars | No one-command install · Source | |
| 2584 | 38.412 | cronmcpmcp · ai-agents | Cron scheduler stdio MCP server that enables creating and managing scheduled prompt jobs with persistence and optional tick notifications. | 3 stars | No one-command install · Source | |
| 2585 | 38.412 | ros-claw-ros2-moveit2-motion-planningmcp · ai-agents | Enables LLMs to control robotic arm motion planning via ROS 2 MoveIt2 with Digital Twin Firewall safety validation and support for UR5, Franka, and… | 3 stars | No one-command install · Source | |
| 2586 | 38.412 | ros-claw-ros2-nav2-navigationmcp · ai-agents | Enables LLMs to control autonomous robot navigation via ROS 2 Nav2 with MuJoCo safety validation, semantic waypoints, and multi-robot support. | 3 stars | No one-command install · Source | |
| 2587 | 38.412 | wake-mcp-servermcp · ai-agents | An MCP server implementing the Will-Aware Knowledge Execution (WAKE) protocol for post-mortem AI agent management, enabling heartbeat monitoring… | 3 stars | No one-command install · Source | |
| 2588 | 38.412 | omodaka9375-wakemcp · ai-agents | Post-mortem protocol system for AI agents managing agent lifecycle with succession planning and final message delivery. | 3 stars | No one-command install · Source | |
| 2589 | 38.412 | mantrakp04-tanstack-start-dev-toolmcp · ai-agents | Bridge TanStack Devtools with MCP-capable coding agents via WebSocket for local development inspection and debugging. | 3 stars | No one-command install · Source | |
| 2590 | 38.412 | dump-analyzer-mcp-servermcp · ai-agents | MCP server for remote Windows Crash Dump analysis. Enables AI agents to analyze crash dumps via CDB commands through standard MCP interfaces. | 3 stars | No one-command install · Source | |
| 2591 | 38.412 | harryvgiunta-prompt-to-jsonmcp · ai-agents | JSON schema contract registry for reliable natural language to structured JSON conversion. | 3 stars | No one-command install · Source | |
| 2592 | 38.412 | embedded-gdb-mcpmcp · ai-agents | Enables GDB debugging for embedded development workflows, allowing users to start sessions, load programs, set breakpoints, step through code, and… | 3 stars | No one-command install · Source | |
| 2593 | 38.412 | zoogentmcp · ai-agents | AI agent orchestrator with built-in Architect AI — create and manage teams of autonomous agents with five communication channels, cost tracking, and a… | 3 stars | No one-command install · Source | |
| 2594 | 38.412 | hivemcp · ai-agents | Open-source MCP server for collaborative AI agents, providing a shared mailbox, identity model, and notification fabric. | 3 stars | No one-command install · Source | |
| 2595 | 38.412 | gh-alekseimarchenko-central-intelligencemcp · ai-agents | Persistent memory layer for agents that stores, recalls, and shares information across sessions using semantic search. | 3 stars | No one-command install · Source | |
| 2596 | 38.412 | bjarne56-claude-mem-plusmcp · ai-agents | Persistent memory plugin for Claude Code that captures tool usage observations and provides semantic search across sessions. | 3 stars | No one-command install · Source | |
| 2597 | 38.412 | mirrorethic-temporalmcp · ai-agents | Wall-clock awareness for LLM agents — tracks elapsed time between turns, detects day rollovers, and identifies fresh vs resumed sessions. | 3 stars | No one-command install · Source | |
| 2598 | 38.412 | dugd-codeskeletonmcp · ai-agents | Compact Python code reader that provides file skeletons and targeted symbol reads for AI agents. | 3 stars | No one-command install · Source | |
| 2599 | 38.412 | knowledgeplanemcp · ai-agents | MCP server that gives AI agents and teams persistent, shared memory using a knowledge graph with vector embeddings, automatic consolidation of related… | 3 stars | No one-command install · Source | |
| 2600 | 38.412 | priormcp · ai-agents | Shared knowledge base where agents exchange proven solutions to technical problems. | 3 stars | 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.