Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5301 | 43.294 | yandex-search-mcpmcp · back-end | Enables Yandex search with advanced content extraction, analysis, and LLM-context formatting through a Model Context Protocol server. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | intigriti-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for interacting with the Intigriti bug bounty platform's Researcher API. It enables AI assistants to manage bug… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | adityaaery20-media-mcpmcp · back-end | Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | gh-protonese3-unloopmcp · back-end | Utility server for loop control and management operations. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | crf-annotation-mcp-servermcp · back-end | Enables AI assistants to query SDTM annotations from annotated CRF PDFs. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | deep-research-agent-mcp-servermcp · back-end | An AI-powered deep research agent that automates the full research pipeline from web search to structured executive reports using a 4-tool pipeline… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | siteone-mcp-servermcp · back-end | Enables SEO auditing and site analysis by crawling websites, identifying issues, and generating reports like sitemaps and markdown exports. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | zatca-mcpmcp · back-end | An AI-native MCP server for Saudi e-invoicing that generates ZATCA-compliant invoices, QR codes, and XML from natural language, with validation and… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | pygdbmi-mcp-servermcp · back-end | Enables dynamic debugging with GDB via the MCP protocol, allowing LLMs to execute GDB commands, manage breakpoints, control execution, and inspect… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | mcp-crontab-servermcp · back-end | Enables exploration, explanation, and management of crontab entries, including translating cron expressions into plain English and calculating… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | mcp-server-unipilemcp · back-end | Provides 95 tools to connect AI assistants to LinkedIn, Email, Calendar, WhatsApp, Instagram, and Telegram through the Unipile API, enabling… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | olx-mcpmcp · back-end | MCP server for OLX marketplace. Enables AI assistants to search listings, get offer details, track prices over time, and compare offers across OLX… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | swaggbotmcp · back-end | Transforms Swagger/OpenAPI documented APIs into conversational interfaces, enabling natural language interaction with APIs through an MCP server for… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | xu-xiang-inkeepmcp · back-end | Automatically extracts API keys from Inkeep-powered documentation sites and queries their embedded search functionality without manual configuration. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | agentic-vault-mcp-servermcp · back-end | Exposes an EVM wallet to AI agents via MCP, using AWS KMS for HSM-backed signing and a deny-by-default policy engine for secure DeFi transaction… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | imtheaman-splitwisemcp · back-end | Splitwise API integration for expense sharing and group financial management. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | blackswan-mcp-servermcp · back-end | Enables AI agents to access real-time crypto risk intelligence with two tools: Flare for precursor detection and Core for overall risk environment… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | etherlink-mcp-servermcp · back-end | Enables interaction with the Etherlink blockchain, including balance checks, transactions, smart contract interactions, and token operations. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | mcp-research-routermcp · back-endalso listed as spiritherb-research-router | Aggregates and routes multiple MCP servers with intelligent tool recommendation and batch parallel execution, enabling unified access and efficient… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | mcp-data-inclusionmcp · back-end | MCP server that exposes French public APIs (Data Inclusion, Légifrance, La Bonne Alternance) as tools for LLMs, enabling social, legal, and employment… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | serena-slimmcp · back-end | Token-optimized Serena MCP server for AI assistants, reduces context usage by 50% with zero functionality loss. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | bridge-mcpmcp · back-end | A Model Context Protocol server that gives any AI full control over a Windows PC, enabling application control, mouse/keyboard automation, screen… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | llamator-mcp-servermcp · back-end | Enables automated LLM red teaming by submitting asynchronous test runs, retrieving aggregated metrics, and accessing artifacts. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | etaaa-api-clientmcp · back-end | Enables real-time REST API testing and exploration through single and batch HTTP requests, optimizing localhost development workflows by allowing… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | atoncooper-auto-ommcp · back-endalso listed as auto-om | Provides remote Linux server automation through SSH connections with tools for file management, text processing, system monitoring, process… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | sgsxingchen-novelaimcp · back-end | Integrates with NovelAI's image generation API to create anime-style artwork with advanced parameter control including multi-character positioning… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | swift-mcp-servermcp · back-end | An MCP server that provides Swift and SwiftUI best practices, acting as a senior iOS/macOS developer expert. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | appstore-mcpmcp · back-end | Enables searching the App Store, retrieving app details, discovering trending apps, and accessing screenshots and release information via Apple's… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | izmirmcpmcp · back-end | MCP server for accessing real-time Izmir public transport data (IZBAN, ESHOT, Tram, Metro, Ferry, Train) including bus locations, schedules, and stop… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | zerodrive-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for ZeroDrive file management. It enables AI assistants like Claude to interact with ZeroDrive cloud storage… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | golovatskygroup-lensmcp · back-end | Proxy server that reduces tool overload by wrapping upstream MCP servers with meta-tools for discovery, description, and execution | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | network-mcp-servermcp · back-endalso listed as network-mcp-server-2 | A Model Context Protocol server providing network diagnostic tools for AI agents, including connectivity testing, batch operations, local network… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | zefix-mcp-servermcp · back-end | An MCP server for interacting with the Swiss Commercial Register via Zefix REST API and UID Webservice, enabling company search, validation, SOGC… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | wayazi-filesystemmcp · back-end | Secure filesystem operations server that provides controlled access to files and directories with robust path validation and essential management… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | kakehashi-mattermost-fetchmcp · back-end | Web scraping server that fetches and processes web content with robust features like robots.txt compliance, LRU caching, and markdown conversion… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | minecraft-builder-mcp-servermcp · back-end | Enables Claude to generate Minecraft structures from natural language descriptions, creating .schem files for WorldEdit import. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | spacetimedb-mcp-servermcp · back-end | Enables AI assistants to interact with SpacetimeDB instances, query tables, call reducers, and manage database operations. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | fmp-mcp-servermcp · back-end | Enables Claude to access real-time stock data, financial statements, cryptocurrency information, and market data via the Financial Modeling Prep API. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | gas-mcp-servermcp · back-end | Enables local execution of Google Apps Script tools for Google Workspace automation via an MCP server, using gas-fakes for secure sandboxed execution. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | kali-mcp-servermcp · back-end | 基于Kali Linux的MCP服务器，为AI助手提供渗透测试和安全评估工具接口，支持网络扫描、Web扫描、密码攻击等90多个工具。 | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | sagemaker-ai-mcp-servermcp · back-end | Enables AI assistants to manage Amazon SageMaker AI resources including endpoints, jobs, pipelines, MLflow tracking servers, domains, models, model… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | yamcs-mcp-servermcp · back-end | Enables AI assistants to interact with Yamcs mission control systems through natural language, providing tools and resources for telemetry, commands… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | etherscan-mcp-pythonmcp · back-end | Provides comprehensive access to Ethereum blockchain data through the Etherscan API, including account, block, contract, transaction, token, gas… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | wordpress-plugin-directory-mcp-servermcp · back-end | Enables searching, downloading, extracting, and comparing WordPress.org plugins with local plugins via natural language. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | fabric-mcp-servermcp · back-end | Provides access to 227+ expert-crafted Fabric AI patterns for tasks like summarizing, analyzing, and extracting wisdom, all through Claude Desktop… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | shiliu-mcp-servermcp · back-end | Enables digital human (avatar) creation, voice cloning, and video generation through ShiLiu API, compatible with any MCP client. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | sheepion-openapi-searchmcp · back-end | Loads OpenAPI specifications from URLs and provides tools for searching endpoints, exploring schemas, and extracting authentication configurations to… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | minio-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides a bridge between MCP-compatible clients and MinIO object storage. It exposes MinIO operations as… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | falai-mcp-servermcp · back-end | A FastMCP server that exposes core fal.ai model API operations, enabling model catalogue browsing, search, schema retrieval, inference, queue… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | vechain-ai-terminal-mcp-servermcp · back-end | Enables Claude Desktop to interact with the VeChain blockchain through natural language commands for token transfers, DEX trading, cross-chain… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | calorie-tracker-mcp-servermcp · back-end | Tracks daily calorie intake with accurate BMR/TDEE calculations, food logging, and profile management via Cloudflare Workers and D1 database. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | fgclip-mcpmcp · back-end | MCP server for FG-CLIP embedding services enabling multi-modal similarity computation for text and images. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | sampledotnetmcpservermcp · back-end | A sample .NET MCP server demonstrating tool implementation including random number generation, personalized greetings, and weather information for US… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | musicbrainz-mcp-servermcp · back-end | A comprehensive MCP server for querying the MusicBrainz database, providing tools to search for artists, releases, recordings, and browse music… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | loki-mcp-servermcp · back-end | An MCP server that enables AI assistants to query and analyze logs from Grafana Loki using LogQL, supporting label discovery and keyword search. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | markdown-notes-mcpmcp · back-end | Enables managing and searching markdown notes with semantic search, question answering, and note generation, and provides an MCP server for GitHub… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | kanishkez-obsidianmcp · back-end | Integrates with Obsidian vaults through REST API to enable reading, writing, creating, and deleting markdown files within knowledge bases for… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | awesome-medical-mcp-servermcp · back-end | A collection of MCP servers providing medical calculation tools (eGFR, pregnancy due dates, pediatric asthma score, strep McIsaac) for AI assistants… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | nobra-calculator-mcp-servermcp · back-end | Provides over 300 medical calculator tools for AI assistants, supporting evidence-based medicine through modular API endpoints. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | aharvard-agentic-commercemcp · back-end | Simulates a complete food delivery platform with mock restaurant data, menu management, and order processing capabilities for prototyping e-commerce… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | commands-mcpmcp · back-end | An MCP server that lets you define and run custom shell commands via YAML templates, with built-in tools for flashing and serial communication in… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | kongyo2-google-searchmcp · back-end | Provides Google Search functionality with advanced anti-detection capabilities including rotating user agents, DNS servers, and retry logic to… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | guangxiangdebizi-news-aggregatormcp · back-end | Integrates with five news APIs (TheNewsAPI, NewsData.io, NewsAPI.org, GNews, and Twingly) with automatic failover switching to ensure reliable news… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | mdfmcpmcp · back-end | MCP server for analyzing ASAM MDF measurement data files, enabling AI assistants to access and analyze automotive and industrial measurement data. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | music-mcp-servermcp · back-end | A music MCP server that enables searching and playing songs with controls like play, pause, stop, and resume. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | zerodha-mcp-servermcp · back-end | Enables AI assistants to interact with the Zerodha trading platform for placing stock orders, viewing holdings, and managing mutual fund investments… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | jellyfin-apimcp · back-end | Provides interaction with Jellyfin media server via the Jellyfin REST API, enabling content management and server configuration through natural… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | radiumgu-q-schedulermcp · back-end | Provides robust task scheduling and automation capabilities with cron-based scheduling, supporting shell commands, API calls, content generation, and… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | ghostty-mcpmcp · back-end | MCP server for controlling Ghostty terminal emulator, enabling configuration management, theme control, command execution, and window management. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | dozzman-sonarcloudmcp · back-end | Integrates with SonarCloud API to fetch and analyze code quality issues for pull requests, providing detailed issue data with filtering by severity… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | kukapay-dex-klinemcp · back-end | Streams real-time OHLCV candlestick data from decentralized exchanges via GeckoTerminal API, automatically selecting highest liquidity pools across… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | multiple-mcp-servers-frameworkmcp · back-end | Provides a framework for running multiple MCP servers using FastAPI, stdio, and streamable-http transports, with an echo tool for testing and… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | usda-nass-mcp-servermcp · back-end | Enables access to USDA NASS agricultural statistics data through natural language queries, supporting full dataset retrieval, record counts, and… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | metatrader5-mcp-servermcp · back-end | Enables AI applications to interact with MetaTrader 5 terminals via WebSocket MCP protocol for trading operations and account management. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | lunarcrushmcp · back-end | Provides cryptocurrency market intelligence and social sentiment data through LunarCrush's API, enabling access to real-time crypto analytics and… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | askme-climcp · back-end | An MCP server that provides a user confirmation interface for AI assistants via terminal. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | ish-joshi-leonardo-aimcp · back-end | Integrates with Leonardo AI's image generation platform for creating custom images with specific models, checking job status, and managing generation… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | semanticscholar-universal-mcp-servermcp · back-end | Provides a standardized interface for interacting with Semanticscholar's tools and services through a unified API. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | gen3-mcp-servermcp · back-end | A Model Context Protocol (MCP) server for interacting with Gen3 data commons, with GraphQL query validation to reduce hallucinations. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | lazy-toggl-mcp-servermcp · back-end | Provides tools to start/stop time tracking, list workspaces, and view current entry in Toggl. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | djangocms-mcpmcp · back-end | A Django CMS plugin that provides Model Context Protocol (MCP) server functionality, enabling AI assistants like Claude to directly interact with… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | mcp-china-weather-servermcp · back-end | 基于高德地图API的MCP天气预报服务器，提供中国城市的实时天气和天气预报查询功能。 | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | groundlight-mcp-servermcp · back-end | Enables natural language interaction with Groundlight to create and manage computer vision detectors, submit image queries, and set up alerts. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | todo-mcp-servermcp · back-end | A TODO management MCP server using Cloudflare Workers and D1 database, enabling create, read, update, and delete operations on todos. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | coolifymcp · back-end | Integrates with Coolify's self-hosted PaaS platform through its REST API, enabling management of applications, databases, services, servers, and… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | d-bus-mcp-servermcp · back-end | Bridges AI assistants to Linux D-Bus for system interaction, enabling clipboard, notifications, screenshots, and service discovery with configurable… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | bookstack-mcp-servermcp · back-end | Enables AI assistants to manage BookStack knowledge bases with tools for creating, reading, updating, and deleting pages, books, and shelves, as well… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | dune-analyticsmcp · back-end | Integrates with Dune API to provide blockchain data analysis for examining wallet balances, transaction histories, token information, NFT… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | emacs-mcp-toolsmcp · back-end | Enables Claude Code to control a running Emacs instance via MCP, supporting file opening, Magit integration, and server status checks. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | cursor-chat-history-mcp-servermcp · back-end | Enables semantic search over your Cursor IDE chat history by vectorizing prompts and storing them in LanceDB. Provides a Dockerized API to perform… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | tufin-mcp-servermcp · back-end | Bridges Tufin SecureTrack and SecureChange APIs with AI development workflows, providing a secure REST API with RBAC for ticketing, device management… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | mcp-salutespeechmcp · back-end | Provides speech recognition and synthesis tools via SaluteSpeech API, enabling AI assistants to handle voice input and output. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | anaisbetts-cursor-installermcp · back-end | Utility server that simplifies adding new MCP capabilities to Cursor by installing and configuring servers from npm, Python packages, or local… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | monarch-money-mcp-servermcp · back-end | Enables interaction with Monarch Money data via MCP tools for accounts, budgets, and transactions. | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | ai-content-moderation-mcp-servermcp · back-end | Enables content moderation by checking user input against OpenAI's moderation API via Google ADK, with dual SSE/STDIO transport support and… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | subnet-calculator-mcp-servermcp · back-end | Enables subnet calculations from CIDR notation, providing network address, broadcast address, netmask, wildcard mask, usable host range, and number of… | 4 stars | No one-command install · Source | |
| 5301 | 43.294 | translationx-mcp-servermcp · back-end | A server that provides translation capabilities using TranslationX API, enabling users to translate files and content through natural language… | 4 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.