Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3401 | 32.180 | fullmt5mcpbyleomcp · ai-agents | Universal MCP server that enables AI assistants to control MetaTrader 5 directly, executing trades, managing data, and automating MT5 operations… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | agent-walletmcp · ai-agents | MCP server that lets any AI agent operate a wallet directly on-chain: create wallets, send, swap, bridge, and deploy contracts across EVM and Bitcoin… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | jadx-rpcmcp · ai-agents | MCP server for analyzing Android APK, DEX, or JAR files via a headless jadx engine, enabling LLM agents to query decompiled code, symbols, call… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | unity-project-brainmcp · ai-agents | Read-only MCP server that provides AI agents with context about Unity project relationships, including scenes, prefabs, scripts, GUIDs, and code… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | ruxu-devmcp · ai-agents | Personal developer portfolio with A2A integration | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | solarbuild-mcpmcp · ai-agents | MCP server for the Solar framework. Gives AI agents live access to your component registry — call manifest(), component(), and validate() tools to… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | zerodustmcp · ai-agents | Sweep native gas tokens to exactly zero across 25+ EVM chains via AI agents. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | searchforgemcp · ai-agents | Free, open-source web search gateway and MCP server for LLMs, AI agents, and RAG. It provides no-key web, code, academic, and community search with… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | graphlens-mcpmcp · ai-agents | Semantic code graph MCP server for coding agents | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | citiomcp · ai-agents | Self-hosted coding agent that runs Claude Code or Codex in your own infrastructure and works from Slack. Exposes codebase investigation, file edits… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | zesarux-mcpmcp · ai-agents | Controls the ZEsarUX ZX Spectrum emulator via ZRCP protocol for debugging, memory operations, tape/disk loading, and more. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | evolvedmcp · ai-agents | An MCP server that provides the complete operations brain of an industrial-services company, enabling agents to manage quoting, booking, invoicing… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | ai2webmcp · ai-agents | An MCP server for Claude and ChatGPT that discovers AI-ready websites and acts on them. It fronts the AI2Web Discovery Network with three tools… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | daily-notes-mcpmcp · ai-agents | A basic MCP server for daily notes, currently exposing a hello world prompt and tool, deployable to Vercel and installable as a plugin for Claude Code… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | computer-use-omnimcp · ai-agents | Enables Windows desktop automation via MCP, allowing AI agents to control mouse, keyboard, and screen capture with the same interface as Anthropic's… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | dida-todo-agentmcp · ai-agents | Enables AI agents to manage Dida365 tasks via natural language with a rule engine for automatic project routing, priority assignment, and label… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | tar-enginemcp · ai-agents | Audits AI agent skills for safety using static, semantic, adversarial, and supply-chain analysis, providing scores and risk flags. Can be run via CLI… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | midas-bridge-mcpmcp · ai-agents | Enables Claude to directly control Midas Civil NX for bridge structural analysis, allowing users to model, apply loads, and perform analysis through… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | codex-tencent-connectorsmcp · ai-agents | A MCP server plugin that integrates WeCom, QQ Mail, and Tencent Docs with OpenAI Codex, enabling operations like messaging, email management, and… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | signal-prospectormcp · ai-agents | Enables B2B prospecting from natural language: detect buying signals, score leads against ICP, enrich decision-makers, and draft personalized outreach… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | loenn-mcpmcp · ai-agents | An MCP server that enables AI agents to read, edit, analyze, procedurally generate, and preview Celeste .bin map files without the Lönn editor. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | eralpozcan-vision-squeezermcp · ai-agentsalso listed as vision-squeezer | Reduces vision model token costs by snapping images to optimal tile boundaries for Claude, GPT-4o, GPT-5, and Gemini. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | malonmcp · ai-agents | Local-first MCP server for AI coding agents that provides isolated code search, memory ledger, context rot detection, and cost governance. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | mcp-ssh-terminalmcp · ai-agents | Enables AI agents to have persistent, fully interactive SSH sessions into remote hosts, behaving like a local terminal. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | gpt-subagents-subscriptionmcp · ai-agents | Unofficial MCP server that provides GPT subagent tools using a ChatGPT subscription via OAuth, enabling access to GPT models for orchestrated tasks. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | aura-mcp-servermcp · ai-agents | Provides tools to cache answers, run local compute, and retrieve stats, reducing LLM calls by answering prompts for free when possible. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | cascade-imgmcp · ai-agents | MCP server for generating Midjourney images through conversation, with tools for prompt composition, self-curation, and image processing. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | advanced-math-mcpmcp · ai-agents | Enables advanced mathematics operations including linear algebra, vector math, symbolic computation, and calculus through MCP tools. Designed for use… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | zero-core-toolsmcp · ai-agents | Agent utility tools for web scraping, code review, content generation, and sentiment analysis. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | typesensekit-mcp-servermcp · ai-agents | Provides a secure MCP server for operating Typesense, exposing 95 typed operations for search, collection management, and system administration… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | harness-councilmcp · ai-agents | Local multi-harness orchestration for Claude Code, Grok CLI, and AGY CLI, enabling spawning, management, and coordination of AI coding agents in a… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | touful-vuln-search-mcpmcp · ai-agents | Unified vulnerability search MCP server for penetration testing agents, integrating 5 data sources (NVD, OSV, EPSS, CISA KEV, Exploit-DB+GitHub) and… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | iitc-mcpmcp · ai-agents | Bridge between IITC and MCP agents, enabling AI assistants to interact with Ingress Intel: view map, count portals, track players, and communicate via… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | mcp-gateway-scanmcp · ai-agents | Static scanner for MCP/agent-gateway readiness anti-patterns, providing a 7-dimension R/Y/G score by scanning code and config for common failure… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | glm-subagent-mcpmcp · ai-agents | Enables Claude Code to use GLM (Zhipu) as a cheap, full-capability subagent for file editing, code generation, and bash commands, with automatic… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | skillgodmcp · ai-agents | An MCP server that automatically injects relevant skills, project memory, and routes complex tasks to specialist agents into AI coding tools like… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | navimcp · ai-agents | A desktop notifier for AI agents that floats on screen and alerts users with chimes and speech bubbles when an agent calls its notify tool. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | jamjet-policymcp · ai-agents | Drop-in stdio interceptor that gates MCP tools/call requests through a YAML policy (block / require_approval / audit / budget cap) before they reach… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | omnicontextmcp · ai-agents | Connects Claude Desktop to Notion and YouTube transcripts with one-click installation, enabling natural language queries about your pages and video… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | wisdomgraphmcp · ai-agents | This MCP server lets AI agents persistently record facts, experiences, insights, and lessons into a Neo4j DIKW graph, then query that memory across… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | eos-fitting-mcp-servermcp · ai-agents | MCP server that wraps the Eos EVE Online fitting engine. Agents propose fit changes; this server applies them, recalculates, and returns a FitReport. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | directping-escrowmcp · ai-agents | Agent-to-agent escrow on Base blockchain with ETH and USDC bounty quests settled on-chain. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | analytos-brain-omnigraph-mcp-servermcp · ai-agents | This MCP server provides governed read access to the Analytos Brain knowledge graph, enabling content and GTM agents to retrieve approved entities and… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | cortex-memory-mcpmcp · ai-agents | Persistent semantic memory MCP server for AI agents with hybrid search, LLM scoring, and decay engine, fully local. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | netherite-stack-minecraft-survivalmcp · ai-agents | Enables LLM agents to play and survive in Minecraft through high-level intent-based commands via Mineflayer. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | psamvault-mcpmcp · ai-agents | MCP server for psamvault — lets AI agents use your stored credentials without ever seeing their plaintext values. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | iitkgp-erp-mcpmcp · ai-agents | MCP server for IIT Kharagpur ERP that enables querying grades, CGPA, attendance, timetable, placements, and more through any AI agent. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | doc2mcpmcp · ai-agents | Turns any documentation URL into a hosted MCP server for use in Cursor, Claude, and VS Code. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | jgkme-kilo-image-gen-mcpmcp · ai-agents | MCP server for generating, editing, and processing images via multiple providers including Kilo, OpenRouter, OpenAI, and Gemini, with local tools for… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | terrariummcp · ai-agents | Enables AI agents to publish HTML artifacts for human review, receive anchored feedback, and iterate until approval. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | beatlyzer-mcpmcp · ai-agents | Enables AI agents to analyze audio files, extracting tempo, key, beat drops, volume surges, high tones, loudness, brightness, and structure, and… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | czech-law-mcpmcp · ai-agents | MCP server providing indexed access to 45,899 Czech statutes from e-sbirka.cz, enabling agents to retrieve real legal text and citations. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | substack-article-mcpmcp · ai-agents | MCP server for Substack that enables reading articles, comments, feed, and subscriptions from AI clients like Cursor and Claude, with optional… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | fcp-sheetsmcp · ai-agents | MCP server for semantic spreadsheet operations that lets LLMs create and edit Excel workbooks by describing spreadsheet intent. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | projectmindmcp · ai-agents | Persistent, compact project memory for AI coding agents, enabling them to read a small digest instead of re-scanning the codebase every session… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | alt-festival-mcpmcp · ai-agents | An MCP server that lets Claude read live transcripts and notes from Alt, a real-time lecture/meeting transcription app, while a recording is in… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | bobbyrgoldsmith-quarterbackmcp · ai-agents | Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring engine, advisory document… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | strompreis-mcpmcp · ai-agents | MCP server that gives AI agents real-time German electricity price forecasts. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | vaultmindmcp · ai-agents | Offline-first MCP proxy with policy engine and immutable audit trail for secure AI coding agents. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | progimcp · ai-agents | Workflow engine that teaches your agent how YOU like to get things done. So you can do your best work without re-explaining your process or losing… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | qorami-mcpmcp · ai-agents | ▎ Check an email before an AI agent sends it: send / ask a human / block — with machine reason codes and prompt-injection detection. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | thecrawlermcp · ai-agents | Open-source web scraper and extraction MCP server with JavaScript rendering, markdown output, PDF/DOCX parsing, structured errors, and validated… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | reflensmcp · ai-agents | An MCP server that indexes reference repositories and provides tools for AI coding agents to retrieve lossless code context, enabling reasoning over… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | unitypilotmcp · ai-agents | MCP server that lets AI agents drive the full Unity lifecycle on macOS without opening the Unity Editor. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | claude-mcp-bridgemcp · ai-agents | MCP server that lets any agent or MCP host delegate tasks to Claude Code running headless, with tools for review, validation, analysis, and autonomous… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | cocos-creator-local-mcpmcp · ai-agents | An MCP server for local Cocos Creator 3.8 automation, enabling coding agents to create projects, edit scenes, and build WeChat Mini Games directly on… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | agentbusmcp · ai-agents | A local message bus for AI agent sessions that enables Claude Code sessions to communicate directly via channels, allowing message sending and peer… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | image-recognition-mcpmcp · ai-agents | Gives vision-less LLMs the ability to recognize clipboard screenshots and images by proxying to an OpenAI-compatible vision model. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | wayforth-mcpmcp · ai-agents | Provides AI agents with a unified runtime to discover, use, and pay for thousands of services with automatic failover and per-run credit ceilings. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | comfyui-agent-bridgemcp · ai-agents | Enables an external coding agent to exchange text and images with ComfyUI workflows and trigger runs via MCP tools. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | chartink-mcpmcp · ai-agents | An MCP server that lets Claude or any MCP-compatible AI agent run Chartink stock screeners and backtests for the Indian market directly from a chat. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | mds-mcpmcp · ai-agents | A lightweight MCP server that exposes read-only Cisco MDS NX-OS show commands as tools, allowing LLM clients to inspect SAN fabric in plain language. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | chronicle-mcpmcp · ai-agents | Chronicle is a secure, local-first MCP server designed to transform your historical AI chat logs into a persistent memory vault. It seamlessly parses… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | teamdynamix-mcpmcp · ai-agents | Enables AI agents to interact with TeamDynamix ITSM operations including tickets, assets, KB, and more through safety-gated tools. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | ava-the-ai-agentmcp · ai-agents | AI agent implementation with A2A support | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | multiaipanelmcp · ai-agents | A Chrome side panel hosting multiple AIs (ChatGPT, Claude, Gemini, Grok, DeepSeek) that also functions as an MCP server for downstream agents… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | web-fetch-mcpmcp · ai-agents | A web-fetch MCP server for LLM agents that fetches pages with an escalation ladder through different engines, raising FetchBlocked instead of… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | smartoffice-mcpmcp · ai-agents | Enables AI agents to create, edit, format, and analyze Microsoft Office documents (Excel, Word, PPT, PDF) using natural language, with features like… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | awesome-mineflayer-mcpmcp · ai-agents | A production-ready MCP server that gives an LLM agent standalone-equivalent control over a Mineflayer Minecraft bot — movement, mining, crafting… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | socialchamp-mcpmcp · ai-agents | MCP server that exposes the full Social Champ tool catalog for scheduling and managing posts, channels, workspaces, labels, queues, and more through… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | shadowpricemcp · ai-agents | Inject real-time leaked B2B SaaS pricing, historical discounts, and aggressive negotiation playbooks directly into AI agents. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | desktop-calendar-taurimcp · ai-agents | MCP server for a desktop calendar that allows AI agents to manage events, check schedules, and avoid conflicts via standard MCP tools. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | yxcelmcp · ai-agents | MCP server that turns Excel files into queryable databases, enabling AI agents to filter, aggregate, group, sort data and export results as new Excel… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | notnessie-mcp-servermcp · ai-agents | Enables Claude Code to persist and retrieve project memory across sessions, including decisions, constraints, verified commands, and context packs… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | telegram-commandcodemcp · ai-agents | MCP server for Telegram integration with Command Code, enabling AI agents to send messages, photos, files, and read updates via Telegram. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | visiomcpmcp · ai-agents | Connects Claude to Microsoft Visio to generate enterprise architecture diagrams from natural language or structured inventory data, supporting… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | agenticscopemcp · ai-agents | A read-only MCP server that provides AI agents with live, structured workspace awareness, including project listing, git status, and budgeted context… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | hist-bridgemcp · ai-agents | Enables listing and continuing conversations from Claude Code, Codex, Cursor, and GLM, allowing context handoff between tools by providing historical… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | godot-mcp-2mcp · ai-agentsalso listed as godot-mcp-3, godot-mcp-connector | An out-of-the-box, zero-dependency Model Context Protocol (MCP) server integration designed specifically for the Godot Engine (4.x).Once connected… | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | winsightmcp · ai-agentsalso listed as winsight-mcp | Windows screen capture MCP server for Claude Code. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | concordmcp · ai-agents | Provides a multi-agent collaboration room with real-time messaging, file sharing, and coordination primitives for AI agents. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | io-github-michael-whitecapdata-whitecapdata-devmcp · ai-agents | An MCP server that lets an agent inspect and operate a Kubernetes / k3s cluster safely, with read-only and namespace allowlist controls. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | aide-memorymcp · ai-agents | Auto-captured, auto-recalled, path-scoped memory for AI coding agents and teams. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | guard-scannermcp · ai-agents | Provides a security scanner for AI agent skills and MCP servers, detecting threats like prompt injection, identity hijacking, and memory poisoning. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | mcp-emailjsmcp · ai-agents | An MCP server for EmailJS that enables AI agents to send emails, validate configurations, and query email history through natural language. | 2 stars | No one-command install · Source | |
| 3401 | 32.180 | modexiamcp · ai-agents | This server allows your AI agents (like Claude, LangChain bots, or custom swarms) to seamlessly execute secure cryptocurrency transactions (USDC) and… | 2 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.