Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3801 | 32.180 | paddleocr-mcpmcp · back-end | A local OCR MCP server that extracts text from images using PP-OCRv6 for fast text extraction and VL-1.6 for document structure analysis, with… | 2 stars | No one-command install · Source | |
| 3802 | 32.180 | ica-mcpmcp · back-end | Enables AI agents to read and edit ICA shopping lists in natural language, using an unofficial interface to ICA's private API. | 2 stars | No one-command install · Source | |
| 3803 | 32.180 | freeweb-mcp-servermcp · back-end | A lightweight MCP server providing web search via DuckDuckGo and page content extraction in multiple formats. | 2 stars | No one-command install · Source | |
| 3804 | 32.180 | dimitrilaouanis-tech-onyxmcp · back-end | Framework for building paid MCP servers with USDC payments on Base blockchain. | 2 stars | No one-command install · Source | |
| 3805 | 32.180 | schematic-mcp-servermcp · back-end | Enables AI assistants to manage billing, plans, features, and entitlements via Schematic. Supports company lookup, plan management, feature creation… | 2 stars | No one-command install · Source | |
| 3806 | 32.180 | tabedata-mcpmcp · back-end | MCP server for Japanese food nutrition data, enabling bilingual JP/EN lookups across konbini, restaurant chains, and grocery brands. | 2 stars | No one-command install · Source | |
| 3807 | 32.180 | pghdma-callrailmcp · back-end | CallRail REST API v3 with 49 tools for full CRUD and agency aggregation via AI agents. | 2 stars | No one-command install · Source | |
| 3808 | 32.180 | web-scoutmcp · back-end | A reconnaissance MCP server that discovers web data sources by monitoring network requests and extracting API structures, enabling AI to understand… | 2 stars | No one-command install · Source | |
| 3809 | 32.180 | craftsman-mapmcp · back-end | Compiles codebases into a layered knowledge graph, providing an MCP server with 16 tools for AI to navigate, understand, and analyze code before… | 2 stars | No one-command install · Source | |
| 3810 | 32.180 | kafka-mcp-enterprise-servermcp · back-end | Reference implementation of KIP-1318, a secure Model Context Protocol server for Apache Kafka that enables AI agents to interact with Kafka clusters… | 2 stars | No one-command install · Source | |
| 3811 | 32.180 | predictalotmcp · back-end | MCP server for predictalot, providing streamable HTTP tools for zero-shot time-series forecasting with multiple foundation models and per-type… | 2 stars | No one-command install · Source | |
| 3812 | 32.180 | hexxla-mcp-ratchetmcp · back-end | Enforces tool call ordering in MCP servers using a token-based dependency system with multi-level chains, expiry, and one-time use. | 2 stars | No one-command install · Source | |
| 3813 | 32.180 | io-github-dfch-biz-dfch-asdste100mcpmcp · back-end | An MCP server for the ASD-STE100 Simplified Technical English standard, providing vocabulary and rules lookup tools to help technical writers achieve… | 2 stars | No one-command install · Source | |
| 3814 | 32.180 | diabasemcp · back-end | Diabase is an MCP server that provides a safe control plane for AI agents to manage Supabase backends, with features like planning, approval… | 2 stars | No one-command install · Source | |
| 3815 | 32.180 | io-github-rohityajee8076-backburnermcp · back-end | Enables AI assistants to run long shell commands as background tasks, with survival across restarts, live progress peeking, and command allow/deny… | 2 stars | No one-command install · Source | |
| 3816 | 32.180 | opshavenmcp · back-end | A local MCP server for inspecting and operating Linux VPS deployments through restricted SSH. | 2 stars | No one-command install · Source | |
| 3817 | 32.180 | pactusmcp · back-end | Pactus is an MCP server for parsing and validating ISO 20022 payment messages directly from chat. It exposes nine tools that let AI assistants inspect… | 2 stars | No one-command install · Source | |
| 3818 | 32.180 | seedance-2-mcp-servermcp · back-end | A focused MCP server for generating Seedance 2 videos via MuAPI. It provides tools for text-to-video, image-to-video, first-last-frame, and… | 2 stars | No one-command install · Source | |
| 3819 | 32.180 | shopify-multistore-mcpmcp · back-end | Enables conversational Admin API read/write across multiple Shopify stores with a production write-gate for safety. | 2 stars | No one-command install · Source | |
| 3820 | 32.180 | py-ynab-mcpmcp · back-end | A Model Context Protocol server for YNAB (You Need A Budget). Enables users to query budgets, accounts, categories, transactions, and more, as well as… | 2 stars | No one-command install · Source | |
| 3821 | 32.180 | msteams-local-mcpmcp · back-end | Reads the local Microsoft Teams (v2) message cache and exposes it over MCP, enabling AI assistants to list accounts/conversations and search/read… | 2 stars | No one-command install · Source | |
| 3822 | 32.180 | tablecloth-mcpmcp · back-end | MCP server that discovers Korean e-Government and financial websites and launches them in a clean disposable Windows Sandbox (or macOS macSandbox)… | 2 stars | No one-command install · Source | |
| 3823 | 32.180 | stonex-mcpmcp · back-end | MCP server exposing StoneX Client REST API endpoints as tools, enabling account balances, positions, activity, and performance retrieval via natural… | 2 stars | No one-command install · Source | |
| 3824 | 32.180 | logisim-evolution-mcp-servermcp · back-end | A local MCP server for working with Logisim-evolution .circ projects, providing structured project inspection, guarded edits, validation, circuit… | 2 stars | No one-command install · Source | |
| 3825 | 32.180 | mcp-mauticmcp · back-end | Comprehensive MCP server for the Mautic marketing automation API, providing 203 tools for managing contacts, campaigns, emails, segments, and more. | 2 stars | No one-command install · Source | |
| 3826 | 32.180 | webex-api-docs-mcpmcp · back-end | Provides fast local full-text search and complete OpenAPI schemas for all Webex Developer APIs, enabling AI agents to accurately discover endpoints… | 2 stars | No one-command install · Source | |
| 3827 | 32.180 | hormonaly-mcp-servermcp · back-end | Enables AI agents to access 24 clinical tools for evidence synthesis, protocol lookup, and decision support in peptide, hormone, and longevity… | 2 stars | No one-command install · Source | |
| 3828 | 32.180 | jdownloader-mcpmcp · back-end | MCP server to drive a local JDownloader 2 instance through its entire download lifecycle, including adding links/containers, linkgrabber management… | 2 stars | No one-command install · Source | |
| 3829 | 32.180 | cannons-auctions-mcpmcp · back-end | MCP server for Cannons Auctions API, enabling natural language access to auction data including item search, auction listings, and detailed item… | 2 stars | No one-command install · Source | |
| 3830 | 32.180 | agnes-media-mcpmcp · back-end | Enables AI agents to generate and edit images and videos using the Agnes API (Chinese version). Supports standard and high-resolution image… | 2 stars | No one-command install · Source | |
| 3831 | 32.180 | omni-vision-promcp · back-end | MCP server that analyzes images, reads code and ZIP archives, and provides text context for non-vision models. | 2 stars | No one-command install · Source | |
| 3832 | 32.180 | vision-mcp-3mcp · back-end | An MCP server for image recognition and OCR via OpenAI-compatible vision APIs, supporting local files, URLs, and data URLs. Enables natural language… | 2 stars | No one-command install · Source | |
| 3833 | 32.180 | cn-free-ai-mcpmcp · back-end | A zero-cost, China-accessible MCP server providing four free AI capabilities: text chat, image generation, speech-to-text, and text-to-speech, ready… | 2 stars | No one-command install · Source | |
| 3834 | 32.180 | alfredao-stellariummcp · back-end | Control Stellarium planetarium software via its Remote Control HTTP API. | 2 stars | No one-command install · Source | |
| 3835 | 32.180 | roic-ai-financial-data-mcp-servermcp · back-end | Enables AI assistants to access stock prices, financial statements, earnings call transcripts, and fundamental data for 60,000+ public companies via… | 2 stars | No one-command install · Source | |
| 3836 | 32.180 | laugh-talemcp · back-end | MCP server that checks for the presence of other Grand Line stack tools and reveals a fun surprise when all are installed. | 2 stars | No one-command install · Source | |
| 3837 | 32.180 | panos-mcp-servermcp · back-end | MCP server for managing Palo Alto Networks firewalls and Panorama, providing tools to interact with PanOS via MCP protocol with authenticated HTTP… | 2 stars | No one-command install · Source | |
| 3838 | 32.180 | beds24-mcpmcp · back-end | MCP server for the Beds24 API, providing semantic search over documentation and schema validation for API payloads. | 2 stars | No one-command install · Source | |
| 3839 | 32.180 | nirikshakmcp · back-end | MCP server for passive domain reconnaissance and attack surface monitoring. It scans subdomains, security headers, TLS certs, and tech stack, detects… | 2 stars | No one-command install · Source | |
| 3840 | 32.180 | tinify-ai-mcp-servermcp · back-end | MCP server for tinify.ai image optimization. AI-powered upscaling, resizing/cropping, compression, and SEO filename & alt text generation — all in one… | 2 stars | No one-command install · Source | |
| 3841 | 32.180 | goalplanner-share-mcpmcp · back-end | An MCP server that generates RuneLite Goal Planner import strings from natural language goal descriptions, enabling assistants to create paste-ready… | 2 stars | No one-command install · Source | |
| 3842 | 32.180 | salestouchmcp · back-end | MCP server for AI-native LinkedIn prospecting. It enables lead research, audience building, conversation management, and controlled outreach actions… | 2 stars | No one-command install · Source | |
| 3843 | 32.180 | mcp-poolmcp · back-end | Pools multiple API keys for upstream MCP servers to distribute rate limits and provide automatic failover on rate limiting or errors. | 2 stars | No one-command install · Source | |
| 3844 | 32.180 | mandelbulber2-mcpmcp · back-end | MCP server for inspecting, cloning, patching, validating, and rendering preview images from Mandelbulber 2.34 fractal scene files, with safety limits… | 2 stars | No one-command install · Source | |
| 3845 | 32.180 | sauravroy34-research-papermcp · back-end | Searches academic databases including Semantic Scholar and OpenAlex, resolves paper identifiers, and discovers related research via a FastMCP server… | 2 stars | No one-command install · Source | |
| 3846 | 32.180 | konceptomcp · back-end | Semantic concept graph MCP server for codebases — what your code means, not just what it does. | 2 stars | No one-command install · Source | |
| 3847 | 32.180 | emk850-low-power-analyzer-mcp-servermcp · back-end | Enables programmatic control of the Yingjia EMK850+ low-power analyzer via a serial port, exposing FastAPI endpoints for reading power, version… | 2 stars | No one-command install · Source | |
| 3848 | 32.180 | cubase-mcp-servermcp · back-end | Enables headless control of Cubase via MIDI Remote API and virtual MIDI ports, supporting transport, track, and plugin parameter operations through… | 2 stars | No one-command install · Source | |
| 3849 | 32.180 | woliu-mcpmcp · back-end | A plugin-based MCP server framework that auto-discovers service modules such as ComfyUI, PPT generation, TTS, and Spine2D, enabling any MCP client to… | 2 stars | No one-command install · Source | |
| 3850 | 32.180 | android-phone-mcp-servermcp · back-end | MCP server for controlling Android devices via semantic actions with verification, enabling any MCP client to interact with phones through natural… | 2 stars | No one-command install · Source | |
| 3851 | 32.180 | tagmanager-mcpmcp · back-end | An MCP server for the Google Tag Manager API v2 that enables AI assistants to query GTM accounts, containers, tags, triggers, variables, and… | 2 stars | No one-command install · Source | |
| 3852 | 32.180 | lufa-farms-mcp-servermcp · back-end | Enables AI agents to interact with Lufa Farms for grocery shopping, including browsing/searching products, managing the basket, and viewing order… | 2 stars | No one-command install · Source | |
| 3853 | 32.180 | mcp-google-contactsmcp · back-end | A remote MCP server for Google Contacts, deployed on Cloudflare Workers, that enables Claude to create, search, list, get, and update your Google… | 2 stars | No one-command install · Source | |
| 3854 | 32.180 | fc-26-mcpmcp · back-end | Two MCP servers for EA SPORTS FC 26: one parses and edits squad files, another controls the game via Live Editor's Lua API for career mode management. | 2 stars | No one-command install · Source | |
| 3855 | 32.180 | tim0-12432-hotkeyless-ahkmcp · back-end | Bridge AI agents to a local Hotkeyless AutoHotkey instance for desktop automation via a TypeScript MCP server communicating over the AHK HTTP API. | 2 stars | No one-command install · Source | |
| 3856 | 32.180 | fusae-memory-vaultmcp · back-end | Local-first MCP memory server with semantic search, AES-256-GCM encryption, and optional Supabase cloud sync. | 2 stars | No one-command install · Source | |
| 3857 | 32.180 | tiktok-ads-library-mcp-servermcp · back-end | Search and analyze TikTok's public ad library, including ad creatives, video scene-by-scene insights, and advertiser comparisons. | 2 stars | No one-command install · Source | |
| 3858 | 32.180 | mcp-managermcp · back-end | A gateway that manages multiple MCP servers behind one endpoint, providing namespaced tool routing and supervision. Currently bundles an Arxiv MCP… | 2 stars | No one-command install · Source | |
| 3859 | 32.180 | alphasmo-tools-mcp-servermcp · back-end | Provides access to SEC EDGAR 13F institutional holdings, Form 4 insider trading, and smart money convergence signals for AI agents via the Model… | 2 stars | No one-command install · Source | |
| 3860 | 32.180 | nightsquawktech-gohighlevel-mcp-servermcp · back-end | Stdio MCP server for curated GoHighLevel API v2 coverage, enabling create, update, and delete operations on custom fields, contacts, opportunities… | 2 stars | No one-command install · Source | |
| 3861 | 32.180 | teslafi-mcp-servermcp · back-end | A Model Context Protocol server for the TeslaFi API that lets MCP clients query live vehicle data, drive and charge history, commute patterns, and… | 2 stars | No one-command install · Source | |
| 3862 | 32.180 | self-hosted-mcp-server-for-claudemcp · back-end | Give Claude direct access to your AWS account, SSH into your servers, run shell commands on your laptop, query your databases, and manage PM2… | 2 stars | No one-command install · Source | |
| 3863 | 32.180 | adt-mcpmcp · back-end | Multi-system MCP server for reading and writing ABAP source via SAP ADT, with write safety controls and a local web admin. | 2 stars | No one-command install · Source | |
| 3864 | 32.180 | video-transcript-mcp-servermcp · back-end | Enables transcription of videos and audio from 1000+ platforms (YouTube, Bilibili, TikTok, etc.) using subtitle extraction first, then local Whisper… | 2 stars | No one-command install · Source | |
| 3865 | 32.180 | zangiamcp · back-end | MCP server for searching and managing zangia.mn job listings, including CV matching (ATS) and salary benchmarks. | 2 stars | No one-command install · Source | |
| 3866 | 32.180 | mcp-server-biosciencemcp · back-end | Biological and medical data search MCP server. | 2 stars | No one-command install · Source | |
| 3867 | 32.180 | anytype-mcp-remote-gatewaymcp · back-end | Exposes the official Anytype MCP server (which only speaks stdio) as a remote Streamable HTTP endpoint, enabling Claude mobile/web to connect securely… | 2 stars | No one-command install · Source | |
| 3868 | 32.180 | credential-broker-mcpmcp · back-end | A local-first MCP server that lets AI agents use gated APIs without holding keys, enforcing declarative policies, injecting secrets server-side, and… | 2 stars | No one-command install · Source | |
| 3869 | 32.180 | nazar256-memheavenmcp · back-end | Self-hosted MCP memory server on Cloudflare Workers with semantic search and MemPalace organization. | 2 stars | No one-command install · Source | |
| 3870 | 32.180 | houdini-mcp-servermcp · back-end | Enables AI assistants to control Houdini by executing Python code, querying scene information, and creating nodes via the Model Context Protocol. | 2 stars | No one-command install · Source | |
| 3871 | 32.180 | pysphinx-mcpmcp · back-end | MCP server for browsing, searching, and reading Sphinx documentation sites, providing tools to list pages, read content, search text, and list page… | 2 stars | No one-command install · Source | |
| 3872 | 32.180 | mcp-bytesmithmcp · back-end | A pure-Python MCP server providing local byte-wrangling utilities including encoding, hashing, number conversion, and Ethereum primitives, with no… | 2 stars | No one-command install · Source | |
| 3873 | 32.180 | dsh-webfetchmcp · back-end | A zero-dependency MCP server that fetches any HTTP(S) URL and returns clean content as text, Markdown, raw HTML, or formatted JSON, with robots.txt… | 2 stars | No one-command install · Source | |
| 3874 | 32.180 | target-grocery-mcp-servermcp · back-end | Enables AI agents to search Target for groceries, compare unit prices, and manage a shopping cart, stopping short of checkout to keep the human in… | 2 stars | No one-command install · Source | |
| 3875 | 32.180 | gdmu-mcp-servermcp · back-end | Bridges AI assistants with the Zhengfang V-9.0 educational system (CAS + MFA), offering 15 tools for course, grade, and academic management. | 2 stars | No one-command install · Source | |
| 3876 | 32.180 | lxmusicmcp · back-end | Multi-source music search and playback MCP server supporting QQ Music, NetEase Cloud, and local files with playlist management. | 2 stars | No one-command install · Source | |
| 3877 | 32.180 | thoth-mcp-servermcp · back-end | Model Context Protocol (MCP) server for Thoth content creation platform. Enables AI assistants and tools to create and retrieve content through… | 2 stars | No one-command install · Source | |
| 3878 | 32.180 | directa-mcpmcp · back-end | MCP server that connects Claude to Directa's Darwin trading API, enabling local account management, portfolio views, and order operations through… | 2 stars | No one-command install · Source | |
| 3879 | 32.180 | quant-aimcp · back-end | MCP server for US stock quant research that provides explainable ratings, support/stop levels, and reasoning for any ticker. It enables AI assistants… | 2 stars | No one-command install · Source | |
| 3880 | 32.180 | mcp-upliftmcp · back-end | Wraps a legacy MCP stdio server and presents it as a modern stateless 2026-07-28 protocol server, translating the legacy handshake and… | 2 stars | No one-command install · Source | |
| 3881 | 32.180 | adguard-mcpmcp · back-end | MCP server for managing AdGuard Home instances and AdGuardHome Sync with 33 tools across read, safe-write, and destructive operations, featuring… | 2 stars | No one-command install · Source | |
| 3882 | 32.180 | mcp-xxl-jobmcp · back-end | MCP server for XXL-JOB Admin that enables AI assistants to manage scheduled jobs through natural language, including task lifecycle management, manual… | 2 stars | No one-command install · Source | |
| 3883 | 32.180 | mimo-visionmcp · back-end | Provides an image description tool for MCP, sending images to mimo-v2.5 multimodal models and returning textual descriptions, with automatic API key… | 2 stars | No one-command install · Source | |
| 3884 | 32.180 | e-gov-law-mcpmcp · back-end | MCP server wrapping the e-Gov law API v2 to search and retrieve Japanese law data, including law lists, revision histories, full text, attachments… | 2 stars | No one-command install · Source | |
| 3885 | 32.180 | meva-health-ai-mcp-servermcp · back-end | Enables AI agents to verify medical-record claims against synthetic FHIR evidence using a deterministic, non-AI verifier. Provides MCP tools for… | 2 stars | No one-command install · Source | |
| 3886 | 32.180 | mcp-airflowmcp · back-end | MCP server exposing Apache Airflow REST API operations as tools — list DAGs, inspect runs and task instances, trigger DAG runs, and check failed DAGs… | 2 stars | No one-command install · Source | |
| 3887 | 32.180 | go-stock-mcpmcp · back-end | Provides read-only access to Chinese A-share stock market data such as quotes, K-lines, financials, capital flows, news, and research reports via a… | 2 stars | No one-command install · Source | |
| 3888 | 32.180 | startr-github-todo-scannermcp · back-end | Scans GitHub repositories for TODO comments in code files, presenting findings through both a web interface and RESTful API for tracking outstanding… | 2 stars | No one-command install · Source | |
| 3889 | 32.180 | houtini-financial-modeling-prepmcp · back-end | Access financial data and market information through the Financial Modeling Prep API. | 2 stars | No one-command install · Source | |
| 3890 | 32.180 | xcode-pilot-mcpmcp · back-end | A comprehensive MCP server for iOS/macOS development that gives AI assistants full control over Xcode build, test, simulator management, and app… | 2 stars | No one-command install · Source | |
| 3891 | 32.180 | minds-mcp-servermcp · back-end | Minds MCP enables AI assistants to run synthetic market research end to end using grounded synthetic customer panels for concept testing, message… | 2 stars | No one-command install · Source | |
| 3892 | 32.180 | dsh-bing-searchmcp · back-end | MCP server providing web search, page opening, and text finding tools for DeepSeek Harness, using DuckDuckGo first with Bing fallback and quality… | 2 stars | No one-command install · Source | |
| 3893 | 32.180 | mcp-google-multi-account-servermcp · back-end | Enables natural language interaction with multiple Google accounts (Gmail, Drive, Calendar) from MCP-compatible clients like Claude. | 2 stars | No one-command install · Source | |
| 3894 | 32.180 | dsh-unity-debug-bridgemcp · back-end | MCP server for debugging Unity Editor managed code, supporting attach, breakpoints, stepping, call stack inspection, and read-only evaluation. | 2 stars | No one-command install · Source | |
| 3895 | 32.180 | freehiremcp · back-end | Enables searching, filtering, and applying to IT jobs via MCP tools using a personal API key, mirroring the freehire CLI. | 2 stars | No one-command install · Source | |
| 3896 | 32.180 | deskcrew-mcp-servermcp · back-end | Enables AI agents to perform helpdesk tasks over MCP, including ticket management, knowledge base search, and reply drafting, with optional… | 2 stars | No one-command install · Source | |
| 3897 | 32.180 | easyar-mcp-servermcp · back-end | Enables AI coding tools like Codex and Claude to assist with EasyAR Unity workflows, including project inspection, sample preparation, and C# script… | 2 stars | No one-command install · Source | |
| 3898 | 32.180 | capacities-mcpmcp · back-end | An MCP server for Capacities API 2.0 that enables AI agents to discover, create, read, update, and delete objects, blocks, and daily notes with… | 2 stars | No one-command install · Source | |
| 3899 | 32.180 | iceberg-mcp-servermcp · back-end | MCP Server for Apache Iceberg, enabling users to read, query, and manipulate data within Iceberg catalogs. | 2 stars | No one-command install · Source | |
| 3900 | 32.180 | dsh-mcphubmcp · back-end | MCP management panel for DeepSeek Harness, enabling connection status monitoring, one-click upgrades, and server addition via a settings UI. | 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.