Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2801 | 22.557 | sakenowa-mcpmcp · search | Enables LLMs to search, profile, and compare Japanese sake using a flavor-space engine, including similarity recommendations and side-by-side… | 1 star | No one-command install · Source | |
| 2802 | 22.557 | local-onenote-mcpmcp · back-end | A pure-local Microsoft OneNote MCP server for Windows that controls the OneNote desktop app through the local OneNote COM API without needing Azure… | 1 star | No one-command install · Source | |
| 2803 | 22.557 | simple-greeting-mcpmcp · back-end | A minimal MCP server that provides a single 'hello' tool returning a greeting message, deployable on Render. | 1 star | No one-command install · Source | |
| 2804 | 22.557 | apple-reminders-mcpmcp · search | Enables Claude to read and search Apple Reminders tasks on macOS, including lists, incomplete/completed items, and keyword search, all locally without… | 1 star | No one-command install · Source | |
| 2805 | 22.557 | dingjie-erp-mcpmcp · other | Enables AI assistants to query and operate Dingjie ERP system via natural language, covering procurement, sales, and material management. | 1 star | No one-command install · Source | |
| 2806 | 22.557 | psychopy-mcpmcp · ai-agents | An MCP server that enables Claude Code/Codex to directly control PsychoPy for designing, running, and analyzing psychology experiments with… | 1 star | No one-command install · Source | |
| 2807 | 22.557 | github-actions-mcp-servermcp · devops | An intelligent MCP server that gives AI agents full control over GitHub Actions CI/CD pipelines, including real-time monitoring, log analysis… | 1 star | No one-command install · Source | |
| 2808 | 22.557 | tinyfn-mcp-servermcp · back-end | Provides over 500 deterministic tools for math, conversions, validation, hashing, and more, enabling AI agents to perform accurate calculations and… | 1 star | No one-command install · Source | |
| 2809 | 22.557 | toolgate-firecrawl-mcpmcp · payments | A recoverable Firecrawl MCP server that adds payment lifecycle, idempotency, and automatic refunds/fallbacks to web scraping, enabling reliable paid… | 1 star | No one-command install · Source | |
| 2810 | 22.557 | cassini-mission-plan-mcpmcp · back-end | A read-only MCP server over the Cassini-Huygens mission dataset exposing tools for querying activity data such as listing, searching, counting… | 1 star | No one-command install · Source | |
| 2811 | 22.557 | quiver-quant-mcpmcp · back-end | Enables querying alternative financial data including congressional trades, insider transactions, government contracts, and WallStreetBets activity… | 1 star | No one-command install · Source | |
| 2812 | 22.557 | sip-news-mcpmcp · search | Enables AI assistants to search and read official news from the Luxembourg government press service (SIP) with tools for keyword search, semantic… | 1 star | No one-command install · Source | |
| 2813 | 22.557 | metatrader-mcp-servermcp · back-end | Enables AI assistants to trade on MetaTrader 5 using natural language, supporting account management, order placement, and real-time market data. | 1 star | No one-command install · Source | |
| 2814 | 22.557 | whoop-chatgpt-appmcp · ai-agents | MCP server that connects WHOOP health tracker data to ChatGPT, enabling read-only search, fetch, summary, and a React dashboard widget for recovery… | 1 star | No one-command install · Source | |
| 2815 | 22.557 | codeguardmcp · back-end | MCP server that analyzes TypeScript/Prisma projects, builds dependency graphs, and protects against dangerous modifications and silent regressions. | 1 star | No one-command install · Source | |
| 2816 | 22.557 | gh-canstralian-promptcraftingmcp · auth | Security-hardened prompt engineering framework with structured template compilation, RBAC enforcement, and audit logging on Cloudflare Workers. | 1 star | No one-command install · Source | |
| 2817 | 22.557 | dev-mcpmcp · other | Turns AI assistants into active Technical Project Managers by providing a persistent project brain and workflow tools for onboarding, session… | 1 star | No one-command install · Source | |
| 2818 | 22.557 | lithtrix-lithtrix-mcpmcp · ai-agents | Memory Consolidation for AI agents across vendors, owners, and time. Persistent memory, credibility-scored web search, browser fetch, and shared… | 1 star | armory install lithtrix-lithtrix-mcp --cli claude | |
| 2819 | 22.557 | obsidian-readonly-mcpmcp · ai-agents | Read-only MCP server for querying a running Obsidian vault from agentic runtimes, exposing safe Obsidian CLI commands. | 1 star | No one-command install · Source | |
| 2820 | 22.557 | asktian-mcp-servermcp · back-end | Provides Chinese metaphysical tools (bazi, qimen, five elements) as MCP tools for AI agents to give personalized advice on timing, compatibility, and… | 1 star | No one-command install · Source | |
| 2821 | 22.557 | ircv3-mcpmcp · ai-agents | An IRCv3 MCP server that enables agents to act as a mini IRC client: read channels as transcripts, send messages, reply to threads, add reactions… | 1 star | No one-command install · Source | |
| 2822 | 22.557 | deficlow-hyperstoremcp · back-end | Search and inspect curated AI apps from the HyperStore directory via remote MCP endpoint. | 1 star | No one-command install · Source | |
| 2823 | 22.557 | tavily-proxy-mcpmcp · back-end | A proxy MCP server that connects to Tavily's official Streamable HTTP MCP, managing multiple API keys and automatically switching to the next one when… | 1 star | No one-command install · Source | |
| 2824 | 22.557 | advanced-mcp-http-servermcp · ai-agents | An HTTP-based MCP server that provides filesystem tools and code analysis, enabling LLMs to read, write, list files, and analyze code securely. | 1 star | No one-command install · Source | |
| 2825 | 22.557 | echonetlite-mcpmcp · observability | Enables control of ECHONETLite home automation devices like air conditioners and sensors via MCP, supporting HVAC management and real-time monitoring. | 1 star | No one-command install · Source | |
| 2826 | 22.557 | claude-initmcp · ai-agents | Generates AI context files (CLAUDE.md, AGENTS.md, Cursor/Windsurf/Cline/Continue/Kilo Code/Trae rules, GEMINI.md, Copilot, Aider, Junie, Warp) for any… | 1 star | No one-command install · Source | |
| 2827 | 22.557 | redshift-comment-mcpmcp · back-end | A read-only MCP server for Amazon Redshift that leverages column comments for guided data discovery, with slash commands for profiling, exploration… | 1 star | No one-command install · Source | |
| 2828 | 22.557 | imessage-bridge-for-pokemcp · back-end | Enables reading and sending iMessages through Poke via a local Mac server, with tools for chat management and message history. | 1 star | No one-command install · Source | |
| 2829 | 22.557 | zoho-mail-mcpmcp · search | Enables AI assistants to read, search, send, and reply to Zoho Mail via IMAP/SMTP using an application-specific password. | 1 star | No one-command install · Source | |
| 2830 | 22.557 | hrms-mcp-servermcp · ai-agents | An MCP server for HR management that enables adding employees, managing tickets and leaves, sending emails, and onboarding new hires via in-memory… | 1 star | No one-command install · Source | |
| 2831 | 22.557 | airflow-mcp-monitormcp · observability | Provides read-only monitoring of Apache Airflow DAGs, including listing active DAGs, fetching recent runs, and analyzing execution history and… | 1 star | No one-command install · Source | |
| 2832 | 22.557 | com-wpwriter-wordpressmcp · other | Connects self-hosted WordPress sites to AI assistants for content creation, SEO, media management, and WooCommerce via 163 tools across 33 categories. | 1 star | No one-command install · Source | |
| 2833 | 22.557 | mcp-apache-supersetmcp · database | Connects LLM clients to Apache Superset for querying charts, dashboards, datasets, databases, and executing SQL. | 1 star | No one-command install · Source | |
| 2834 | 22.557 | arxiv-scoutmcp · search | Search and retrieve academic papers directly from arXiv with advanced query capabilities. Extract full text from PDFs to generate summaries… | 1 star | No one-command install · Source | |
| 2835 | 22.557 | tavily-firecrawl-mcpmcp · search | A Model Context Protocol server for web scraping and searching, with automatic fallback from Tavily to Firecrawl for fetching web content. | 1 star | No one-command install · Source | |
| 2836 | 22.557 | packet-tracer-visual-mcpmcp · observability | Enables automation of Cisco Packet Tracer simulations by placing devices, connecting links, and generating IOS configurations via MCP, ideal for… | 1 star | No one-command install · Source | |
| 2837 | 22.557 | agentbridgemcp · back-end | A unified gateway for AI agent tools that provides a single MCP stdio endpoint for executing tool calls with unified auth, rate limiting, and… | 1 star | No one-command install · Source | |
| 2838 | 22.557 | olivetin-mcpmcp · back-end | A hardened MCP server that exposes OliveTin actions as tools with built-in human-in-the-loop approval for destructive operations. | 1 star | No one-command install · Source | |
| 2839 | 22.557 | letgo-mcpmcp · browser | Enables searching, viewing details, and filtering listings on Letgo.com by using Playwright to bypass Akamai anti-bot protection. | 1 star | No one-command install · Source | |
| 2840 | 22.557 | mcp-vkusvillmcp · back-end | MCP server for integrating AI assistants with VkusVill services, allowing natural language access to VkusVill data and operations. | 1 star | No one-command install · Source | |
| 2841 | 22.557 | kira-mcpmcp · ai-agents | kira-mcp is a local MCP server that gives any MCP-compatible agent host full computer-use capabilities on the host machine, including screen… | 1 star | No one-command install · Source | |
| 2842 | 22.557 | claude-imaginemcp · ai-agents | An MCP server that enables Claude Code to generate context-aware images using local GPU-powered diffusion models, either automatically during coding… | 1 star | No one-command install · Source | |
| 2843 | 22.557 | gh-oborchers-tablestakesmcp · other | Read and edit HTML and Markdown tables in GitBook-synced documents with token-efficient pipe format conversion. | 1 star | No one-command install · Source | |
| 2844 | 22.557 | shotgrid-mcpmcp · ai-agents | A lean MCP server giving LLM agents full access to the ShotGrid / Autodesk Flow Production Tracking API through 15 curated tools, including generic… | 1 star | No one-command install · Source | |
| 2845 | 22.557 | sheepit-mcpmcp · ai-agents | MCP server that lets Claude, Cursor, or any MCP-compatible client drive Sheepit projects — enabling campaign management, destination configuration… | 1 star | No one-command install · Source | |
| 2846 | 22.557 | swingfix-aimcp · observability | AI-powered golf swing analysis. Submit a swing image URL and receive scored metrics, flaws, and personalised drill recommendations | 1 star | No one-command install · Source | |
| 2847 | 22.557 | mcp-krakenmcp · back-end | An MCP server that exposes the Kraken cryptocurrency exchange Spot REST API over HTTP with bearer token authentication, enabling account management… | 1 star | No one-command install · Source | |
| 2848 | 22.557 | agent-bridgemcp · ai-agents | A Kanban board enabling AI agents and humans to collaborate on tasks through MCP tools for project and task management. | 1 star | No one-command install · Source | |
| 2849 | 22.557 | web-search-climcp · search | Enables web search using Bing and DuckDuckGo combined, and fetching readable content from web pages, with no API key required. | 1 star | No one-command install · Source | |
| 2850 | 22.557 | j-link-rtt-viewer-mcpmcp · observability | Enables AI assistants to interact with STM32 development boards via J-Link debugger using RTT communication, supporting connection, logging, memory… | 1 star | No one-command install · Source | |
| 2851 | 22.557 | giskard09-searchmcp · payments | Pay-per-use web search for AI agents with Lightning invoice payment and Ed25519 signatures. | 1 star | No one-command install · Source | |
| 2852 | 22.557 | bizdaysmcp · ai-agents | Provides deterministic business-day calculations for AI agents, correctly handling country-specific weekends and public holidays. | 1 star | No one-command install · Source | |
| 2853 | 22.557 | icdwisemcp · ai-agents | Verified ICD-10-CM code lookup & validation for AI agents — official descriptions, not guesses. | 1 star | No one-command install · Source | |
| 2854 | 22.557 | climate-peer-comparisonmcp · other | Generates peer comparison reports on emissions trends, reduction targets, and gaps for companies in a given SICS sector/sub-sector using live data… | 1 star | No one-command install · Source | |
| 2855 | 22.557 | organism-memory-mcp-servermcp · back-end | Provides persistent, searchable memory for AI agents across sessions using a four-tier memory system, without sending data to external APIs. | 1 star | No one-command install · Source | |
| 2856 | 22.557 | cc-switch-websearchmcp · back-end | Provides a web_search MCP tool for cc-switch, backed by a self-hosted SearXNG instance, enabling AI assistants like Claude Code to perform web… | 1 star | No one-command install · Source | |
| 2857 | 22.557 | seao-procurement-intelligence-mcp-servermcp · back-end | A read-only Model Context Protocol server that lets an LLM analyst interrogate Quebec's SEAO public-procurement open data (security-services subset)… | 1 star | No one-command install · Source | |
| 2858 | 22.557 | agentclip-mcp-servermcp · back-end | Enables AI agents to store, search (keyword and semantic), retrieve, update, and delete personal browser clips from a Cloudflare-backed store… | 1 star | No one-command install · Source | |
| 2859 | 22.557 | alihsh0-gemini-mediamcp · ai-agents | Generates videos and images using Google VEO 3.1 and Gemini Imagen 3 with async job management, multi-resolution support, and prompt engineering… | 1 star | No one-command install · Source | |
| 2860 | 22.557 | renderproofmcp · front-end | A local-first MCP server that captures rendered web evidence including screenshots, motion, pixel diffs, and CSS animation metadata for coding agents. | 1 star | No one-command install · Source | |
| 2861 | 22.557 | toolstemmcp · back-end | Agent-ready financial intelligence tools with derived signals built on market data APIs. | 1 star | No one-command install · Source | |
| 2862 | 22.557 | toolstem-sec-intelligencemcp · other | Delivers pre-computed financial intelligence from SEC EDGAR filings including insider signals, institutional activity, and material events digests. | 1 star | No one-command install · Source | |
| 2863 | 22.557 | guardxmcp · other | A keyless, defensive code-security auditor that scans codebases for hardcoded secrets, audits dependencies for known CVEs, and checks passwords… | 1 star | No one-command install · Source | |
| 2864 | 22.557 | newsagent-data-mcp-servermcp · search | Enables querying scored and classified Russian and English news via MCP clients, offering filtered feeds, keyword search, breaking news, and coverage… | 1 star | No one-command install · Source | |
| 2865 | 22.557 | euenergy-mcpmcp · ai-agents | A read-only MCP server that exposes European day-ahead electricity prices for ~41 bidding zones via tools like hourly prices, cheapest hours, current… | 1 star | No one-command install · Source | |
| 2866 | 22.557 | shelly-api-mcpmcp · back-end | Provides read-only access to Shelly Cloud energy data, including live power, lifetime energy, and historical consumption with cost, enabling AI agents… | 1 star | No one-command install · Source | |
| 2867 | 22.557 | gtav-claude-mcpmcp · ai-agents | Enables Claude to see and act in Grand Theft Auto V, spawning vehicles, changing weather/time, calling game natives, and reading/writing memory, with… | 1 star | No one-command install · Source | |
| 2868 | 22.557 | numertel-mcpmcp · other | Polish phone number lookup: who called, spam and scam checks, UKE DNO registry, CERT phishing stats | 1 star | No one-command install · Source | |
| 2869 | 22.557 | ameva-mcp-toolkitmcp · back-end | A Model Context Protocol server integrating developer tools including Git control, document conversion, remote SSH execution, database operations, and… | 1 star | No one-command install · Source | |
| 2870 | 22.557 | tickscope-mcpmcp · back-end | Provides real-time and historical crypto market data via WebSocket and REST for MCP clients, supporting multiple exchanges, 73 technical indicators… | 1 star | No one-command install · Source | |
| 2871 | 22.557 | chatgpt-workspace-exposure-mcpmcp · ai-agents | Automatically starts a repo-aware MCP server for the current workspace, finds a free port, and optionally exposes it via Cloudflare tunnel for… | 1 star | No one-command install · Source | |
| 2872 | 22.557 | figma-free-mcpmcp · front-end | Enables Claude to connect to Figma without a paid plan, offering auto-connect and 100+ tools for document manipulation, design system sync, and… | 1 star | No one-command install · Source | |
| 2873 | 22.557 | grain-seo-mcpmcp · back-end | An SEO analysis MCP server integrating Google Search Console, Bing Webmaster Tools, and GA4 with custom grain analysis tools for content decay… | 1 star | No one-command install · Source | |
| 2874 | 22.557 | ecommapimcp · other | Enables AI-powered analysis of e-commerce products and sales data, proposing price and description changes that require human approval before being… | 1 star | No one-command install · Source | |
| 2875 | 22.557 | invarianteval-mcpmcp · back-end | Enables AI agents to run safety-invariant checks on structured outputs, ensuring locked fields are never auto-filled by the model without human… | 1 star | No one-command install · Source | |
| 2876 | 22.557 | justetf-mcpmcp · search | Provides read-only access to justETF data including ETF search, profiles, charts, comparisons, and live quotes via MCP tools. | 1 star | No one-command install · Source | |
| 2877 | 22.557 | mizukaizen-x402-toolsmcp · payments | 16 x402 pay-per-call tools for web scraping, validation, notifications, conversion, and synthesis on Base. | 1 star | No one-command install · Source | |
| 2878 | 22.557 | melis-ai-x402-tools-mcpmcp · back-end | An MCP server providing 22 pay-per-call utility tools for AI agents (scrape, validate, embed, store, moderate, notify, convert, prevent loops) without… | 1 star | No one-command install · Source | |
| 2879 | 22.557 | just-one-mcpmcp · back-end | A Model Context Protocol server that consolidates 237+ social/e-commerce data APIs (TikTok, Xiaohongshu, Taobao, etc.) into 6 fixed tools, enabling… | 1 star | No one-command install · Source | |
| 2880 | 22.557 | jira-admin-mcp-servermcp · back-end | Enables an AI assistant to administer a Jira Cloud site with 78 purpose-built tools for behind-the-scenes admin work like custom fields, permission… | 1 star | No one-command install · Source | |
| 2881 | 22.557 | opc-memory-mcp-servermcp · ai-agents | MCP server that exposes OPC memory scripts as tools for Claude Code and Claude Desktop. | 1 star | No one-command install · Source | |
| 2882 | 22.557 | theyahia-sberbankmcp · back-end | Integrates with Sberbank API for account listing and statement retrieval. | 1 star | No one-command install · Source | |
| 2883 | 22.557 | theyahia-sber-mcpmcp · back-end | MCP server for Sberbank business API enabling account management, balance checks, statements, payments, and counterparty operations. | 1 star | No one-command install · Source | |
| 2884 | 22.557 | theyahia-salutespeechmcp · back-end | Integrates with Sber SaluteSpeech API for speech recognition and text-to-speech synthesis. | 1 star | No one-command install · Source | |
| 2885 | 22.557 | salutespeech-mcpmcp · back-end | Provides speech recognition (STT) and synthesis (TTS) tools via the Sber SaluteSpeech API, enabling audio transcription and voice generation through… | 1 star | No one-command install · Source | |
| 2886 | 22.557 | timeverse-command-mcpmcp · back-end | An MCP server that enables AI clients to execute shell, Python, and Node commands on the local machine across platforms. | 1 star | No one-command install · Source | |
| 2887 | 22.557 | mindvault-mcpmcp · ai-agents | A privacy-first MCP server that converts messy multi-turn conversations into structured, durable knowledge cards, targeting non-programming agent… | 1 star | No one-command install · Source | |
| 2888 | 22.557 | theyahia-cdekmcp · other | Integrates with CDEK for tariff calculation, order management, and shipment tracking. | 1 star | No one-command install · Source | |
| 2889 | 22.557 | agentstampmcp · payments | Identity certification, public registry, reputation scoring, and x402 micropayments for AI agents built on Base and Solana. | 1 star | No one-command install · Source | |
| 2890 | 22.557 | theyahia-elma365mcp · other | Integrates with ELMA365 for application elements and BPM task management. | 1 star | No one-command install · Source | |
| 2891 | 22.557 | elma365-mcpmcp · back-end | MCP server for ELMA365 API providing tools to manage app items, BPM tasks, processes, users, and comments. | 1 star | No one-command install · Source | |
| 2892 | 22.557 | aim-mcp-servermcp · back-end | Serves project memory, tasks, docs, and conventions live over the Model Context Protocol, enabling AI assistants to query and manipulate workspace… | 1 star | No one-command install · Source | |
| 2893 | 22.557 | theyahia-cbrmcp · other | Currency exchange rates, key rate, precious metals pricing, and conversion from the Central Bank of Russia. | 1 star | No one-command install · Source | |
| 2894 | 22.557 | mcplexermcp · back-end | A tiny MCP proxy for running multiple labeled instances of the same MCP server without tool-name collisions. | 1 star | No one-command install · Source | |
| 2895 | 22.557 | voikko-mcpmcp · back-end | Finnish language verification MCP server providing spell checking, grammar checking, morphological analysis, hyphenation, and tokenization tools. | 1 star | No one-command install · Source | |
| 2896 | 22.557 | near-mcp-servermcp · ai-agents | The NEAR MCP Server enables AI agents to interact with the NEAR Protocol blockchain, providing smart contract interaction, transaction handling, and… | 1 star | No one-command install · Source | |
| 2897 | 22.557 | 3d-agent-mcpmcp · ai-agents | MCP server for generating print-ready 3D models from text descriptions via a multi-agent pipeline, enabling AI assistants to create and optimize STL… | 1 star | No one-command install · Source | |
| 2898 | 22.557 | mochi-mcp-servermcp · database | Enables querying MySQL/MariaDB databases by alias from Claude. Supports secure connections with aliases, tags, and automatic LIMIT, and requires… | 1 star | No one-command install · Source | |
| 2899 | 22.557 | hugof1234-gilbertmcp · search | Access Gilbert meeting transcripts, summaries, and search through MCP. | 1 star | No one-command install · Source | |
| 2900 | 22.557 | gilbert-mcpmcp · search | Read-only access to your Gilbert meetings, transcripts and summaries over MCP — list, search, and fetch transcripts and summaries. | 1 star | 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.