Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3701 | 22.557 | garmin-mcp-bridgemcp · ai-agents | Brings Garmin training data into Claude via Intervals.icu, enabling querying of activities, wellness, and planned workouts, as well as creating… | 1 star | No one-command install · Source | |
| 3702 | 22.557 | yandex-marketing-mcpmcp · observability | MCP server for managing Yandex Direct advertising, Yandex Metrica analytics, Wordstat keyword research, and Yandex Webmaster SEO tools, with… | 1 star | No one-command install · Source | |
| 3703 | 22.557 | umami-mcp-servermcp · ai-agents | An MCP server that gives Claude read access to Umami web analytics, allowing natural language queries for stats, breakdowns, pageview trends, live… | 1 star | No one-command install · Source | |
| 3704 | 22.557 | infinihash-kyt-mcpmcp · ai-agents | MCP server for Infinihash KYT providing real-time blockchain transaction monitoring, sanctions screening, and SAR generation. It enables… | 1 star | No one-command install · Source | |
| 3705 | 22.557 | infinihash-kytmcp · other | Blockchain compliance tools for wallet screening, OFAC sanctions, and SAR draft generation. | 1 star | No one-command install · Source | |
| 3706 | 22.557 | copamind-mcpmcp · observability | Enables interaction with the CopaMind platform via MCP, exposing read-only and write tools for querying match predictions, Monte Carlo simulations… | 1 star | No one-command install · Source | |
| 3707 | 22.557 | gm-forge-mcpmcp · other | Enables AI assistants to create and edit GameMaker projects, including scripts, objects, rooms, sprites, and sounds, with support for project… | 1 star | No one-command install · Source | |
| 3708 | 22.557 | sloplesscodemcp · ai-agents | Provides operational continuity for AI coding agents, preserving task state, decisions, checkpoints, and project context across sessions and model… | 1 star | No one-command install · Source | |
| 3709 | 22.557 | mnemoforgemcp · ai-agents | Provides operational continuity for AI coding agents, preserving task state, decisions, checkpoints, and project context across sessions and model… | 1 star | No one-command install · Source | |
| 3710 | 22.557 | investsights-indian-stock-research-mcpmcp · other | Enables AI assistants to perform deep Indian stock research with fundamentals, forensic scores, DCF valuation, screening, and news for 6000+ NSE/BSE… | 1 star | No one-command install · Source | |
| 3711 | 22.557 | khiipmcp · back-end | Local-first MCP server that captures web URLs (X, Reddit, YouTube, Wikipedia, articles) as typed data + Markdown into a self-hosted… | 1 star | No one-command install · Source | |
| 3712 | 22.557 | claude-tradingview-mcpmcp · ai-agents | An MCP server that lets Claude analyze your TradingView charts by reading the window and taking screenshots, with no write tools or trade execution. | 1 star | No one-command install · Source | |
| 3713 | 22.557 | apple-image-mcpmcp · back-end | On-device AI image generation for macOS with 17 tools and zero API keys, combining Apple Intelligence and Pollinations for stylized and photorealistic… | 1 star | No one-command install · Source | |
| 3714 | 22.557 | mcp-jobsearchmcp · ai-agents | Personal job posting management MCP server that fetches job postings from multiple Korean job sites and stores them for LLM analysis, enabling… | 1 star | No one-command install · Source | |
| 3715 | 22.557 | bearier-mcpmcp · database | Bearier MCP lets two desktop AI agents collaborate asynchronously through a shared local task queue — no API keys, no IDE, no cloud. Just one SQLite… | 1 star | No one-command install · Source | |
| 3716 | 22.557 | resume-repo-syncmcp · github-vcs | A local MCP server that generates bullet points for resume project experience from GitHub repository signals, merges them into a PDF resume, and… | 1 star | No one-command install · Source | |
| 3717 | 22.557 | pok-wallet-mcpmcp · back-end | Vision-guided Pokémon TCG card identification server that matches exact printings using visual evidence and marketplace data. | 1 star | No one-command install · Source | |
| 3718 | 22.557 | mysql-mcp-promcp · database | A production-grade MySQL MCP Server that enables AI assistants to securely and efficiently operate MySQL databases through a standardized protocol. | 1 star | No one-command install · Source | |
| 3719 | 22.557 | custom-fabric-mcpmcp · back-end | An MCP server that provides AI-powered, governed access to Microsoft Fabric data assets with 16 tools for querying, schema discovery, knowledge… | 1 star | No one-command install · Source | |
| 3720 | 22.557 | sshcode-mcpmcp · back-end | An MCP server that enables AI assistants to perform development operations on remote servers via SSH, including executing commands, managing files… | 1 star | No one-command install · Source | |
| 3721 | 22.557 | wazuh-mcp-socmcp · ai-agents | Enables natural-language security operations by connecting Wazuh SIEM to Claude Desktop via MCP, allowing querying of alerts, agents, vulnerabilities… | 1 star | No one-command install · Source | |
| 3722 | 22.557 | t-rkiye-vergi-mcpmcp · payments | Enables Turkish tax research, calculation, and document management using official GİB resources, including legislation search, tax computation… | 1 star | No one-command install · Source | |
| 3723 | 22.557 | langmuir-probe-mcpmcp · back-end | MCP server for Langmuir probe IV curve analysis, offering 21 tools for preprocessing, feature extraction, mode detection, and visualization of… | 1 star | No one-command install · Source | |
| 3724 | 22.557 | photo-shoot-plannermcp · ai-agents | A Claude-compatible MCP server for planning both outdoor photography trips and professional photoshoot productions, with tools for location scouting… | 1 star | No one-command install · Source | |
| 3725 | 22.557 | lg-tv-mcpmcp · ai-agents | Turns AI assistants like Claude and ChatGPT into a remote control for LG webOS smart TVs, enabling power control, volume, app launching, input… | 1 star | No one-command install · Source | |
| 3726 | 22.557 | kiubi-local-mcpmcp · ai-agents | Local MCP server for Kiubi graphic theme integration, exposing tools for documentation, theme introspection, and static file validation to AI agents… | 1 star | No one-command install · Source | |
| 3727 | 22.557 | aetherforgemcp · ai-agents | An AI-native game engine MCP server that enables AI agents to create, modify, and run games using 53 tools for scene creation, physics, audio, 3D… | 1 star | No one-command install · Source | |
| 3728 | 22.557 | alpha-forge-mcpmcp · ai-agents | The MCP server for AlphaForge — the agent-native quant CLI: write strategies in JSON, optimize with Optuna TPE, validate with walk-forward, export to… | 1 star | No one-command install · Source | |
| 3729 | 22.557 | ai-router-mcp-servermcp · ai-agents | Enables Claude Code to analyze images using multiple visual models (Kimi, OpenAI, etc.) and summarize results with DeepSeek. Supports dynamic… | 1 star | No one-command install · Source | |
| 3730 | 22.557 | krita-codex-mcpmcp · back-end | A Windows-first local MCP server that lets Codex inspect and control Krita through a small, authenticated bridge. | 1 star | No one-command install · Source | |
| 3731 | 22.557 | leadsheetmcp · ai-agents | Enables Claude to compose real music from chord-symbol descriptions into MIDI files and audio previews, with musicology cross-checks on every chord. | 1 star | No one-command install · Source | |
| 3732 | 22.557 | redtail-mcpmcp · back-end | MCP server that exposes Redtail CRM's TWAPI as tools, enabling CRM operations like contacts, activities, and onboarding via natural language. | 1 star | No one-command install · Source | |
| 3733 | 22.557 | ghost-styling-mcpmcp · front-end | Enables styling and management of Ghost blogs by providing vision of the live page (markup and CSS) for accurate CSS targeting, along with tools for… | 1 star | No one-command install · Source | |
| 3734 | 22.557 | secure-local-mcpmcp · database | A fully offline, secure MCP server that enables AI agents to search, read, write, and list local markdown notes using SQLite FTS5, with directory… | 1 star | No one-command install · Source | |
| 3735 | 22.557 | graph-mem-mcpmcp · ai-agents | A universal MCP server providing persistent, structured memory through a knowledge graph with graph storage, semantic vector search, and multi-hop… | 1 star | No one-command install · Source | |
| 3736 | 22.557 | askais-ai-receipt-generator-mcpmcp · back-end | Lets MCP clients create professional receipt PDFs, return structured receipt data, and check prepaid API credit through a remote endpoint. | 1 star | No one-command install · Source | |
| 3737 | 22.557 | powershell-terminalmcp · ai-agents | Enables Claude to execute PowerShell commands and scripts in a persistent interactive terminal on Windows, with real-time output streaming to a web… | 1 star | No one-command install · Source | |
| 3738 | 22.557 | telegram-mcp-3mcp · comms | Personal read-only Telegram MCP server exposing chat, message, and media tools via streamable HTTP with bearer authentication. | 1 star | No one-command install · Source | |
| 3739 | 22.557 | silicon-transfer-mcp-servermcp · back-end | Enables secure file transfers (FTP/FTPS/SFTP) with built-in SHA-256 verification proofs, ensuring every upload and download is cryptographically… | 1 star | No one-command install · Source | |
| 3740 | 22.557 | steam-local-mcpmcp · ai-agents | Let your agent control your steam client. e.g. "pick a strategy game from my library and launch it" | 1 star | No one-command install · Source | |
| 3741 | 22.557 | mako-metrics-mcp-servermcp · payments | Mako Metrics sells done-for-you competitor Meta ads intelligence reports (PDF). This MCP lets AI agents recommend a plan, collect an order brief, and… | 1 star | No one-command install · Source | |
| 3742 | 22.557 | mako-metricsmcp · payments | MCP server for Mako Metrics competitor Meta ads intelligence, enabling plan recommendations and Stripe checkout. | 1 star | No one-command install · Source | |
| 3743 | 22.557 | minecraft-wiki-mcp-servermcp · search | Enables searching and retrieving Minecraft Wiki content in multiple formats (wikitext, HTML, markdown) through MCP tools, with batch retrieval and… | 1 star | No one-command install · Source | |
| 3744 | 22.557 | verdigraphmcp · auth | Paid hosted MCP for agent-to-agent compute routing and brain-builder workflows. OAuth 2.1 + PKCE auth, Stripe prepaid USD credits, 29 tools (10 free… | 1 star | No one-command install · Source | |
| 3745 | 22.557 | ocr-mcpmcp · back-end | A Model Context Protocol server that gives AI assistants OCR with first-class accuracy handling and evaluation. It wraps three engines behind one… | 1 star | No one-command install · Source | |
| 3746 | 22.557 | arch-viewermcp · front-end | Provides AI-powered architecture analysis and visualization of codebases, exposing 17 MCP tools for querying components, dependencies, and generating… | 1 star | No one-command install · Source | |
| 3747 | 22.557 | easyquote-mcp-servermcp · back-end | Enables AI agents to access real-time and historical stock market data for A-shares, Hong Kong, US, and global markets, including quotes, K-lines… | 1 star | No one-command install · Source | |
| 3748 | 22.557 | influx-mcpmcp · back-end | MCP server for InfluxDB 2.x, tuned for Home Assistant long-term storage, enabling reading sensor history, finding anomalies, and running Flux queries. | 1 star | No one-command install · Source | |
| 3749 | 22.557 | firecrawl-mcp-server-2mcp · search | Integrates with Firecrawl for web scraping, enabling capabilities like scraping, crawling, searching, extracting, deep research, and batch scraping… | 1 star | No one-command install · Source | |
| 3750 | 22.557 | mcp-1passwordmcp · ai-agents | An MCP server that integrates 1Password with AI agents, providing secure access to vaults and items with secrets redacted by default. | 1 star | No one-command install · Source | |
| 3751 | 22.557 | mcp-actualmcp · back-end | An MCP server for Actual Budget that connects to your Actual sync server, opens one budget file, and exposes it to MCP clients over streamable HTTP or… | 1 star | No one-command install · Source | |
| 3752 | 22.557 | ble-toy-mcp-startermcp · ai-agents | An open-source tutorial and safe code skeleton that enables users to control their own BLE devices from ChatGPT via MCP and Secure MCP Tunnel. | 1 star | No one-command install · Source | |
| 3753 | 22.557 | monstarx-singapore-mcpmcp · ai-agents | Provides AI agents with live, structured access to Singapore government open data including weather, transport, property, and company registry via 35… | 1 star | No one-command install · Source | |
| 3754 | 22.557 | pdf-edit-mcpmcp · other | Enables editing text in existing PDFs by modifying content stream operators, preserving original fonts and positions. Provides fidelity reports on… | 1 star | No one-command install · Source | |
| 3755 | 22.557 | data-science-agent-mcp-servermcp · back-end | Provides MCP-compatible tools for data analysis, including file reading, Python/SQL execution, and hypothesis testing. Enables autonomous data… | 1 star | No one-command install · Source | |
| 3756 | 22.557 | neighborsmcp · ai-agents | Enables multiple Claude Code sessions to communicate and coordinate through broadcast and peer-to-peer messaging. | 1 star | No one-command install · Source | |
| 3757 | 22.557 | voice-memo-hubmcp · search | Enables read-first interaction with Apple Voice Memos: search transcripts, review action candidates, mark reviewed, prepare tasks for Codex, and… | 1 star | No one-command install · Source | |
| 3758 | 22.557 | sarvam-ai-mcp-servermcp · back-end | Enables LLM-based clients to perform Indic language processing including translation, transliteration, language identification, and chat with the… | 1 star | No one-command install · Source | |
| 3759 | 22.557 | endnote-for-word-mcp-servermcp · back-end | Enables AI agents to manage citations in Microsoft Word via EndNote, including DOI-verified paper search, RIS import/export, and genuine CWYW IEEE… | 1 star | No one-command install · Source | |
| 3760 | 22.557 | chess-mcpmcp · back-end | A powerful chess engine and game server built with the Model Context Protocol (MCP). Play chess against AI, analyze positions, and integrate chess… | 1 star | No one-command install · Source | |
| 3761 | 22.557 | h4sht-bookstack-mcpmcp · search | Enables AI assistants to manage BookStack wikis with tools for CRUD operations on books, chapters, pages, shelves, and search, using Markdown input. | 1 star | No one-command install · Source | |
| 3762 | 22.557 | memory-ai-localmcp · ai-agents | A local-first MCP server that manages developer memory for coding agents, enabling shared project context, permissions, and audit trails across… | 1 star | No one-command install · Source | |
| 3763 | 22.557 | mcp-ssh-sessionmcp · ai-agents | An MCP server that enables AI agents to establish and manage persistent SSH sessions with smart command execution, async support, and file operations. | 1 star | No one-command install · Source | |
| 3764 | 22.557 | myfinance-mcpmcp · observability | Enables personal finance management through natural language: log expenses, snap receipt photos, and import bank statements. Computes budgets, trends… | 1 star | No one-command install · Source | |
| 3765 | 22.557 | sdar-mcp-tasks-provider-runtimemcp · other | A language-neutral runtime for the SEP-2663 task lifecycle and io.sdar/taskExecution Provider Profile, delegating resource facts and side effects to… | 1 star | No one-command install · Source | |
| 3766 | 22.557 | rayzia-mcpmcp · database | Enables AI agents to drive a live SVG/vector editor, allowing a full observe-and-act loop on a canvas with real tools, state reading, and PNG… | 1 star | No one-command install · Source | |
| 3767 | 22.557 | bvb-mcpmcp · back-end | Read-only MCP server for the Bucharest Stock Exchange, exposing instrument data, OHLCV candles, and fundamentals through a public backend with no… | 1 star | No one-command install · Source | |
| 3768 | 22.557 | codex-ssh-terminal-mcpmcp · ai-agents | Agent-native SSH control plane with a local Web Terminal, human-in-the-loop secret input, keychain-backed profiles, and user-confirmed uploads for… | 1 star | No one-command install · Source | |
| 3769 | 22.557 | docforgemcp · ai-agents | Agent-grade document production powered by Typst: templates with JSON schemas, deterministic compile/lint/repair, PNG previews and visual QA | 1 star | No one-command install · Source | |
| 3770 | 22.557 | dlbrowsermcp · ai-agents | MCP server that gives AI agents reliable web access with self-healing, anti-bot bypass and clean content extraction. It provides 11 tools like fetch… | 1 star | No one-command install · Source | |
| 3771 | 22.557 | onboard-mcpmcp · devops | Checks your local development environment for common issues like wrong Node version, missing Docker, missing git config, missing .env keys, and busy… | 1 star | No one-command install · Source | |
| 3772 | 22.557 | undatamcp · back-end | A CLI and MCP server for querying UN statistical data via the SDMX REST API, providing tools to list datasets, retrieve WDI and MDG data, search… | 1 star | No one-command install · Source | |
| 3773 | 22.557 | agent-skills-apimcp · ai-agents | A multi-agent system for code rules management using MCP, supporting search, generation, and architectural validation through specialized agents. | 1 star | No one-command install · Source | |
| 3774 | 22.557 | domscan-mcp-servermcp · back-end | Domain intelligence for DNS, WHOIS/RDAP, SSL/TLS, subdomain discovery, availability, valuation, email security, and typosquatting and brand… | 1 star | No one-command install · Source | |
| 3775 | 22.557 | planoda-mcp-servermcp · back-end | A stdio bridge that connects MCP clients to Planoda's hosted platform, enabling AI assistants to manage issues, projects, cycles, and more in a… | 1 star | No one-command install · Source | |
| 3776 | 22.557 | sapiens-mcpmcp · other | Enables users to generate images, articles, voice, music, and more from their Sapiens Sintéticos account using natural language, spending credits and… | 1 star | No one-command install · Source | |
| 3777 | 22.557 | lean-jira-mcpmcp · ai-agents | A lean, agent-first MCP server for JIRA Cloud that exposes 10 intent-shaped tools for searching, creating, updating issues, and more, with… | 1 star | No one-command install · Source | |
| 3778 | 22.557 | puls-mcpmcp · ai-agents | MCP server for Puls prediction markets on Arc, letting AI assistants read live markets, the AI-vs-crowd oracle, autonomous agents, and place real USDC… | 1 star | No one-command install · Source | |
| 3779 | 22.557 | pingwamcp · back-end | WhatsApp notifications and human-in-the-loop for AI agents. Text "join" to get an API key, then send messages, ask questions with tap-to-answer… | 1 star | No one-command install · Source | |
| 3780 | 22.557 | thunderbird-mcpmcp · ai-agents | A read-only MCP server that lets Claude read and search emails from Thunderbird accounts and access contacts, working directly with profile files. | 1 star | No one-command install · Source | |
| 3781 | 22.557 | maxoperf-mcp-servermcp · ai-agents | Remote MCP server enabling AI agents to manage the MaxoPerf performance testing platform via natural language, including creating tests, launching… | 1 star | No one-command install · Source | |
| 3782 | 22.557 | 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… | 1 star | No one-command install · Source | |
| 3783 | 22.557 | painel-sint-tico-concordemcp · other | Enables AI assistants to explore a panel of 787 synthetic Brazilian banking consumer personas for product discovery, with deterministic filtering and… | 1 star | No one-command install · Source | |
| 3784 | 22.557 | pexip-infinity-mcp-servermcp · ai-agents | An MCP server that enables Claude and other LLM agents to manage and monitor Pexip Infinity deployments through natural language, with 122 tools for… | 1 star | No one-command install · Source | |
| 3785 | 22.557 | kjadeja-open-featurebase-mcpmcp · ai-agents | MCP server for reading public Featurebase feedback boards, enabling agents to query user feedback, posts, comments, and statistics. | 1 star | No one-command install · Source | |
| 3786 | 22.557 | rawtrace-mcpmcp · browser | Records raw DOM mutations and network events during AI agent browser interactions, enabling detailed debugging and analysis of Playwright automations. | 1 star | No one-command install · Source | |
| 3787 | 22.557 | senior-code-mcpmcp · ai-agents | Gives coding agents a memory of codebases by searching repositories using semantic similarity and structural call/import graphs, enabling reuse of… | 1 star | No one-command install · Source | |
| 3788 | 22.557 | agundur-geo-scannermcp · back-end | Checks whether a website is readable and citable by AI search engines — llms.txt, Schema.org structured data, AI-bot access in robots.txt, content… | 1 star | No one-command install · Source | |
| 3789 | 22.557 | sandeepmallareddy-whatsappmcp · other | WhatsApp messaging integration with 16 tools for sending, receiving, and media handling. | 1 star | No one-command install · Source | |
| 3790 | 22.557 | regintel-mcpmcp · back-end | MCP server for the RegIntel API — structured regulatory data across 41 jurisdictions and 212 regulations | 1 star | No one-command install · Source | |
| 3791 | 22.557 | ad0750-regintelmcp · back-end | Provides regulatory intelligence data across 41 jurisdictions and 212 regulations via the RegIntel API. | 1 star | No one-command install · Source | |
| 3792 | 22.557 | ts-lsp-mcpmcp · ai-agents | An MCP server that provides TypeScript 7 native language server capabilities (go to definition, find references, hover types, diagnostics) to coding… | 1 star | No one-command install · Source | |
| 3793 | 22.557 | stellify-mcp-servermcp · front-end | Enables AI assistants to incrementally build Laravel and Vue.js applications by creating file structures, methods, and code through natural… | 1 star | No one-command install · Source | |
| 3794 | 22.557 | stellifymcp · other | Build Laravel apps through conversation with code stored as structured JSON for surgical AI edits. | 1 star | No one-command install · Source | |
| 3795 | 22.557 | ros2-mcp-servermcp · ai-agents | Connects AI agents like Claude to live ROS2 robots, enabling natural language interaction for diagnostics, parameter tuning, and control with safety… | 1 star | No one-command install · Source | |
| 3796 | 22.557 | bing-seo-mcpmcp · back-end | Provides AI agents full access to Bing Webmaster Tools API for site management, URL submission, sitemaps, traffic stats, keyword research, and URL… | 1 star | No one-command install · Source | |
| 3797 | 22.557 | tethral-acrmcp · observability | Interaction profile registry for AI agents to log interactions and query behavioral patterns across the network. | 1 star | No one-command install · Source | |
| 3798 | 22.557 | plane-clientmcp · back-end | MCP server for the Plane project management API, enabling issue retrieval, listing, commenting, state changes, and creation. | 1 star | No one-command install · Source | |
| 3799 | 22.557 | tup-mcp-servermcp · ai-agents | An open-source MCP server that enables secure AI-to-AI collaboration across organizations without sharing system prompts, private data, model weights… | 1 star | No one-command install · Source | |
| 3800 | 22.557 | annuma-study-companionmcp · ai-agents | MCP server that exposes a read-only knowledge base of verified math lecture material, enabling AI agents to quiz students using active recall via… | 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.