Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2101 | 32.223 | 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 | |
| 2102 | 32.223 | 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 | |
| 2103 | 32.223 | 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 | |
| 2104 | 32.223 | 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 | |
| 2105 | 32.223 | 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 | |
| 2106 | 32.223 | 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 | |
| 2107 | 32.223 | vision-squeezermcp · ai-agents | LLM-native image optimization middleware & MCP server. Reduces vision model token consumption by preprocessing images into tile-boundary-aligned… | 2 stars | No one-command install · Source | |
| 2108 | 32.223 | eralpozcan-vision-squeezermcp · ai-agents | 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 | |
| 2109 | 32.223 | 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 | |
| 2110 | 32.223 | 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 | |
| 2111 | 32.223 | 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 | |
| 2112 | 32.223 | 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 | |
| 2113 | 32.223 | 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 | |
| 2114 | 32.223 | 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 | |
| 2115 | 32.223 | 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 | |
| 2116 | 32.223 | 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 | |
| 2117 | 32.223 | 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 | |
| 2118 | 32.223 | 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 | |
| 2119 | 32.223 | 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 | |
| 2120 | 32.223 | graphlens-mcpmcp · ai-agents | Semantic code graph MCP server for coding agents | 2 stars | No one-command install · Source | |
| 2121 | 32.223 | 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 | |
| 2122 | 32.223 | zerodustmcp · ai-agents | Sweep native gas tokens to exactly zero across 25+ EVM chains via AI agents. | 2 stars | No one-command install · Source | |
| 2123 | 32.223 | 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 | |
| 2124 | 32.223 | ruxu-devmcp · ai-agents | Personal developer portfolio with A2A integration | 2 stars | No one-command install · Source | |
| 2125 | 32.223 | 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 | |
| 2126 | 32.223 | 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 | |
| 2127 | 32.223 | 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 | |
| 2128 | 32.223 | 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 | |
| 2129 | 32.223 | deckmcp · ai-agents | Enables agents to create, read, and edit slide decks as plain markdown files, with support for drawing annotations, and handles deck management… | 2 stars | No one-command install · Source | |
| 2130 | 32.223 | alibaba-cloud-token-plan-proxy-for-claude-codemcp · ai-agents | Enables Claude Code to use Alibaba Cloud Token Plan models via a local proxy that maps Anthropic-style model names to Alibaba IDs and provides missing… | 2 stars | No one-command install · Source | |
| 2131 | 32.223 | overmind-mcpmcp · ai-agents | Orchestrates and controls multiple AI agent CLIs (Claude-Code, Gemini-cli, etc.) via a unified MCP server, enabling complex multi-agent missions with… | 2 stars | No one-command install · Source | |
| 2132 | 32.223 | codex-bridge-mcpmcp · ai-agents | Codex Bridge MCP is a local MCP orchestration service for a stable Claude Code x Codex CLI development workflow. | 2 stars | No one-command install · Source | |
| 2133 | 32.223 | mcp2termmcp · ai-agents | Exposes an interactive terminal over MCP, enabling remote shell command execution, file operations, and directory management via ChatGPT or Claude… | 2 stars | No one-command install · Source | |
| 2134 | 32.223 | gh-im-sham-aegis-protocolmcp · ai-agents | Trustless escrow for AI agent-to-agent transactions on Base L2 with USDC. | 2 stars | No one-command install · Source | |
| 2135 | 32.223 | nomadmcp · ai-agents | A local MCP server for agentic remote development that enables code sync via rsync, SSH command execution, and long-running task management in remote… | 2 stars | No one-command install · Source | |
| 2136 | 32.223 | tsetmc-history-mcpmcp · ai-agents | Provides access to Iranian stock market historical data (price/trade and retail/institutional) via BrsApi, with tools, prompts, and resources for… | 2 stars | No one-command install · Source | |
| 2137 | 32.223 | diffmindmcp · ai-agents | An MCP server for Claude Code that forces AI agents to document every change with rationale, rejected alternatives, and trade-offs, ensuring code… | 2 stars | No one-command install · Source | |
| 2138 | 32.223 | scream-lifemcp · ai-agents | An MCP server that captures and stores user decisions during AI-agent interactions, offering structured decision memory, cognitive bias detection, and… | 2 stars | No one-command install · Source | |
| 2139 | 32.223 | vidinmcp · ai-agents | MCP server that converts videos into annotated keyframes and timeline reports for coding agents, with tools to analyze, inspect frames, and zoom into… | 2 stars | No one-command install · Source | |
| 2140 | 32.223 | onyx-paid-mcpmcp · ai-agents | Build a paid MCP server that charges AI agents per call in USDC, with automatic payment handling via HTTP 402 and EIP-3009. | 2 stars | No one-command install · Source | |
| 2141 | 32.223 | halal-terminal-mcpmcp · ai-agents | Provides 22 tools for Shariah-compliant stock and ETF screening across 5 methodologies, portfolio auditing, zakat calculation, and live market data… | 2 stars | No one-command install · Source | |
| 2142 | 32.223 | mailnotmilkmcp · ai-agents | Bridges browser-based AI assistants with coding agents like Claude Code and Cursor via MCP, enabling chat relay, browser automation, and skill… | 2 stars | No one-command install · Source | |
| 2143 | 32.223 | facebook-web-mcpmcp · ai-agents | A local MCP server that lets Claude use your Facebook account through the normal website in a real Chrome window, with read-only tools and staged… | 2 stars | No one-command install · Source | |
| 2144 | 32.223 | klinikmcpmcp · ai-agents | A drug and clinical information MCP server for Turkish healthcare professionals, integrating TİTCK, SGK, openFDA, and PubMed data with ChatGPT and… | 2 stars | No one-command install · Source | |
| 2145 | 32.223 | klinik-mcpmcp · ai-agents | A drug and clinical information MCP server for Turkish healthcare professionals, integrating TİTCK, SGK, openFDA, and PubMed data with ChatGPT and… | 2 stars | No one-command install · Source | |
| 2146 | 32.223 | memgrep-2mcp · ai-agents | Enables AI agents to search and retrieve past chat transcripts from Cursor, Claude Code, and Kiro, providing a global, local memory for context-aware… | 2 stars | No one-command install · Source | |
| 2147 | 32.223 | memgrepmcp · ai-agents | Enables agents to search and retrieve past chat transcripts from a local memory store, allowing cross-project, cross-tool recall of previously solved… | 2 stars | No one-command install · Source | |
| 2148 | 32.223 | the-boxmcp · ai-agents | A local MCP daemon that turns an agentic coding client into a bug bounty operator, with 103 tools for offensive security testing including MITM proxy… | 2 stars | No one-command install · Source | |
| 2149 | 32.223 | eggtartmcp · ai-agents | MCP server for Minecraft Bedrock Edition providing 7 tools for zone management, building, scanning, and command execution via LLM. | 2 stars | No one-command install · Source | |
| 2150 | 32.223 | sentien-labs-verdictswarm-mcpmcp · ai-agents | Multi-AI crypto token scanner. 6 AI agents independently analyze and debate token risk on Solana, Base, and Ethereum. Detects rug pulls, honeypots… | 2 stars | No one-command install · Source | |
| 2151 | 32.223 | fund-z-fundzwatch-mcpmcp · ai-agents | Real-time business event intelligence for AI agents. Funding rounds, acquisitions, executive hires, AI-scored leads, and market intelligence. | 2 stars | No one-command install · Source | |
| 2152 | 32.223 | garl-protocolmcp · ai-agents | Trust and reputation layer for autonomous AI agents — verify, score, route, and delegate. | 2 stars | No one-command install · Source | |
| 2153 | 32.223 | codexamcp · ai-agents | Codexa is a local change-evidence layer for software workflows, providing committed-change receipts, plan conformance, and verification crediting. It… | 2 stars | No one-command install · Source | |
| 2154 | 32.223 | glm-4-6v-flash-mcp-servermcp · ai-agents | A Model Context Protocol server that wraps the free GLM-4.6V-Flash vision model, enabling text-only LLM clients like Codex, Cursor, and Claude Desktop… | 2 stars | No one-command install · Source | |
| 2155 | 32.223 | mikes-moose-mcpmcp · ai-agents | An MCP server that provides LLMs with accurate, version-matched MOOSE framework knowledge to generate valid and idiomatic DCS mission code, with tools… | 2 stars | No one-command install · Source | |
| 2156 | 32.223 | agent-antigravity-mcpmcp · ai-agents | MCP server for Google Gemini Antigravity Agent, enabling autonomous code execution, web browsing, and GitHub PR workflows in remote sandboxes. | 2 stars | No one-command install · Source | |
| 2157 | 32.223 | coding-memory-mcpmcp · ai-agents | Provides a local long-term memory layer for AI coding tools like Cursor and Claude Code, enabling cross-session, cross-tool sharing of project facts… | 2 stars | No one-command install · Source | |
| 2158 | 32.223 | browser-migratemcp · ai-agents | MCP server to drive browser-migrate operations from Claude, enabling exporting, importing, and migrating browser profiles (bookmarks, history, tabs)… | 2 stars | No one-command install · Source | |
| 2159 | 32.223 | deepseek-visionmcp · ai-agents | MCP server that gives text-only LLMs vision capabilities by using a free multimodal model to perceive images, audio, and video, returning text for the… | 2 stars | No one-command install · Source | |
| 2160 | 32.223 | asset-finder-mcpmcp · ai-agents | All-in-one asset search MCP server for AI coding agents, enabling search for icons, logos, stock photos, vectors, and emoji from a single tool call. | 2 stars | No one-command install · Source | |
| 2161 | 32.223 | qwen-omni-mcpmcp · ai-agents | Enables Claude Code and other AI agents to understand videos and images via Qwen3.7-Plus, supporting native video analysis, image understanding, and… | 2 stars | No one-command install · Source | |
| 2162 | 32.223 | memocean-mcpmcp · ai-agents | Local-first AI Memory MCP server for AI agents to search and manage knowledge stored in Obsidian vaults, optimized for CJK languages with zero AI… | 2 stars | No one-command install · Source | |
| 2163 | 32.223 | claude-for-hermesmcp · ai-agents | A local MCP server that lets Hermes supervise Claude Code, delegating focused coding, research, or review tasks to the Claude Code CLI and managing… | 2 stars | No one-command install · Source | |
| 2164 | 32.223 | claude-for-agentsmcp · ai-agents | Enables MCP-compatible supervisors to delegate coding and review tasks to Claude Code CLI with persistent sessions and strict permission controls. | 2 stars | No one-command install · Source | |
| 2165 | 32.223 | knowledge-mastermcp · ai-agents | A local knowledge graph MCP server that provides AI agents with permanent, structured memory about codebases, enabling semantic search, blast radius… | 2 stars | No one-command install · Source | |
| 2166 | 32.223 | evidentmcp · ai-agents | An agent-agnostic web extraction and fetch layer that turns URLs into verified, typed data with confidence scores via MCP, REST, or SDK, orchestrating… | 2 stars | No one-command install · Source | |
| 2167 | 32.223 | molpha-mcpmcp · ai-agents | MCP server for Molpha oracle data, enabling AI agents to create, fetch, verify, and publish threshold-signed oracle payloads on Solana, EVM, and… | 2 stars | No one-command install · Source | |
| 2168 | 32.223 | pinescript-pluginmcp · ai-agents | Provides Pine Script v6 validation and reference lookup for coding agents, enabling them to write correct TradingView indicators with real-time… | 2 stars | No one-command install · Source | |
| 2169 | 32.223 | repo-bridgemcp · ai-agents | MCP server that turns ChatGPT Web or any MCP client into a coding agent on your own repositories, enabling file editing, command execution, testing… | 2 stars | No one-command install · Source | |
| 2170 | 32.223 | chatgpt-local-agent-mcpmcp · ai-agents | This MCP server gives ChatGPT controlled access to your Windows PC, enabling it to inspect files, run commands, apply patches, and interact with the… | 2 stars | No one-command install · Source | |
| 2171 | 32.223 | gh-hevangel-batch-reviewmcp · ai-agents | Enables collaborative code and markdown review between human reviewers and AI agents on shared codebases. | 2 stars | No one-command install · Source | |
| 2172 | 32.223 | clagymcp · ai-agents | MCP server that bridges Claude Code to Google Antigravity's CLI, enabling Claude to orchestrate Gemini workers in parallel for reading, writing… | 2 stars | No one-command install · Source | |
| 2173 | 32.223 | freeplay-mcpmcp · ai-agents | Enables AI agents to interact with Freeplay, an ops platform for AI engineering teams, to analyze production logs, identify quality issues, iterate on… | 2 stars | No one-command install · Source | |
| 2174 | 32.223 | wisepanelmcp · ai-agents | Multi-agent deliberation platform running panels across Claude, Gemini, and Perplexity with real-time streaming. | 2 stars | No one-command install · Source | |
| 2175 | 32.223 | kumamcp · ai-agents | Zero-setup safety toolkit for AI coding agents with 16 built-in tools for context gathering, safe file editing, validation, and session memory… | 2 stars | No one-command install · Source | |
| 2176 | 32.223 | agent-context-hubmcp · ai-agents | A reusable MCP server providing shared, versioned context across AI agents and devices via a private GitHub workspace, with tools to discover… | 2 stars | No one-command install · Source | |
| 2177 | 32.223 | agent-mailmcp · ai-agents | A NATS-backed mailbox for local LLM agents. Provides a simple way for AI coding agents to message and notify each other via a hostable MCP server. | 2 stars | No one-command install · Source | |
| 2178 | 32.223 | onsensemcp · ai-agents | Gives PC AI agents real-world senses by connecting to an Android phone's camera, sensors, and files over local Wi-Fi without cloud relay or ADB. | 2 stars | No one-command install · Source | |
| 2179 | 32.223 | axiom-advanced-math-mcpmcp · ai-agents | Provides an MCP server exposing compute, verify, and plot tools backed by Giac/Xcas for exact symbolic and numerical mathematics, enabling LLMs to… | 2 stars | No one-command install · Source | |
| 2180 | 32.223 | aletaindex-narrative-intelligencemcp · ai-agents | Real-time financial narrative tracking for AI agents — clustering news into structured narratives, measuring sentiment momentum, and mapping portfolio… | 2 stars | No one-command install · Source | |
| 2181 | 32.223 | aletaindex-aletaindex-fin-narrativesmcp · ai-agents | Financial narrative intelligence for AI agents. Tracks how financial stories evolve across 109 tickers — clustering news into structured narratives… | 2 stars | armory install aletaindex-aletaindex-fin-narratives --cli claude | |
| 2182 | 32.223 | tooltrimmcp · ai-agents | tooltrim reduces the tokens agents spend re-reading bloated tool results. Run it as an MCP server exposing compress and expand_tool_output, or as a… | 2 stars | No one-command install · Source | |
| 2183 | 32.223 | ansible-flow-mcpmcp · ai-agents | MCP server that exposes Ansible modules to AI agents with a search-schema-check-execute workflow, enabling safe ad-hoc runs via check mode by default… | 2 stars | No one-command install · Source | |
| 2184 | 32.223 | cloud-chat-assistantmcp · ai-agents | Multi-cloud MCP server that exposes cloud AI models as tools for AI CLI agents, supporting streaming, conversation history, parallel multi-model… | 2 stars | No one-command install · Source | |
| 2185 | 32.223 | codex-web-search-mcpmcp · ai-agents | Zero-dependency MCP server that wraps OpenAI Codex's standalone search endpoint into codex_web_search and codex_web_research tools for Claude Code… | 2 stars | No one-command install · Source | |
| 2186 | 32.223 | ltd-mcpmcp · ai-agents | MCP server that lets AI agents connect to LTD project workspaces to inspect project health, search and manage tasks, assign owners, and add comments… | 2 stars | No one-command install · Source | |
| 2187 | 32.223 | systembridge-mcpmcp · ai-agents | MCP server that gives LLMs deep knowledge of design systems and tokens, enabling intelligent design evolution, token analysis, and… | 2 stars | No one-command install · Source | |
| 2188 | 32.223 | coherence-xrmmcp · ai-agents | MCP server that exposes Coherence XRM as tools for Claude, Cursor, Cline, and other MCP-compatible clients. The headline: chat_with_agent — send a… | 2 stars | No one-command install · Source | |
| 2189 | 32.223 | safeflomcp · ai-agents | Local MCP server for Claude Code providing persistent memory, task planning, and agent coordination with full transparency and no network calls. | 2 stars | No one-command install · Source | |
| 2190 | 32.223 | p2pamcp · ai-agents | Headless, peer-to-peer context synchronization for local AI agents. It enables multiple LLM agents to share structured context and resolve state… | 2 stars | No one-command install · Source | |
| 2191 | 32.223 | localkeep-mcp-servermcp · ai-agents | Enables Claude to query user-curated, dated memory entries stored locally, giving users direct control over what the AI remembers about them. | 2 stars | No one-command install · Source | |
| 2192 | 32.223 | deepseek-delegate-mcpmcp · ai-agents | This MCP server exposes DeepSeek V4 to Codex as a single tool, enabling GPT Sol to delegate coding subtasks to DeepSeek for cheap execution. | 2 stars | No one-command install · Source | |
| 2193 | 32.223 | cdp-browser-mcpmcp · ai-agents | MCP server that attaches to already-running Chromium browsers via CDP, enabling agents to control multiple browser sessions for navigation, input… | 2 stars | No one-command install · Source | |
| 2194 | 32.223 | mannamcp · ai-agents | An MCP server exposing IVOA-compliant astronomical archives (NOIRLab Astro Data Lab, NRAO/ALMA, CADC, ESO, Gaia, …) to LLM clients. | 2 stars | No one-command install · Source | |
| 2195 | 32.223 | claude-text-lab-mcpmcp · ai-agents | MCP server for Claude Text Lab, enabling fact-preserving regeneration of Claude-generated text through inspect, sanitize, audit, rewrite, and… | 2 stars | No one-command install · Source | |
| 2196 | 32.223 | wa-bridgemcp · ai-agents | A self-hosted WhatsApp bridge that exposes a stdio MCP server with ~20 tools for reading conversations, sending messages, managing groups, contacts… | 2 stars | No one-command install · Source | |
| 2197 | 32.223 | leafbridgemcp · ai-agents | Connects Claude/ChatGPT to Overleaf projects via the Git integration, enabling read, edit, write, and file management through natural language… | 2 stars | No one-command install · Source | |
| 2198 | 32.223 | chess-com-mcp-interactive-viewsmcp · ai-agents | Chess.com player, game, and daily-puzzle tools where each tool ships its own interactive React view — board replays and a playable puzzle widget, not… | 2 stars | No one-command install · Source | |
| 2199 | 32.223 | wavedash-mcp-servermcp · ai-agents | Read-only, unauthenticated remote MCP server for public Wavedash docs, providing SDK guidance, engine setup help, and publishing checklists for… | 2 stars | No one-command install · Source | |
| 2200 | 32.223 | dsh-vision-mcpmcp · ai-agents | Zero-dependency MCP server that equips text-only LLMs (e.g., DeepSeek) with vision by converting images to text descriptions via OpenAI-compatible… | 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.