Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4501 | 49.150 | ideogram-mcp-servermcp · back-end | Enables image generation, editing, and description using Ideogram AI's models through natural language. | 4 stars · 1 fork | No one-command install · Source | |
| 4501 | 49.150 | dakrin-geminimcp · back-end | Enables Claude Desktop to interact with Google's Gemini 2.5 Pro model through a TypeScript server with Google Search integration for grounded… | 4 stars · 1 fork | No one-command install · Source | |
| 4501 | 49.150 | kukapay-whereamimcp · back-end | Provides geolocation data based on user IP addresses through the ipapi.co API, returning location details like country, city, and coordinates in a… | 4 stars · 1 fork | No one-command install · Source | |
| 4501 | 49.150 | a2xdeveloper-tagesschaumcp · back-end | Provides a bridge to Tagesschau's news API for retrieving and analyzing German news articles across categories like domestic, foreign, economic and… | 4 stars · 1 fork | No one-command install · Source | |
| 4501 | 49.150 | abhi5h3k-email-verifymcp · back-end | Validates email addresses through Abstract API, checking format, deliverability, and identifying disposable or role-based addresses to reduce bounces… | 4 stars · 1 fork | No one-command install · Source | |
| 4501 | 49.150 | gpaul-ravelry1df3mcp · back-end | Connects to the Ravelry API for knitting and crochet pattern discovery, enabling users to search patterns and retrieve detailed information without… | 4 stars · 1 fork | No one-command install · Source | |
| 4501 | 49.150 | tanevanwifferen-usescrapermcp · back-end | Integrates with UseScraper API to extract web content in various formats with advanced proxy options and custom data extraction capabilities. | 4 stars · 1 fork | No one-command install · Source | |
| 4501 | 49.150 | habuma-themeparks-wikimcp · back-end | Exposes data from the ThemeParks.wiki API as tools. | 4 stars · 1 fork | No one-command install · Source | |
| 4501 | 49.150 | akira-papa-notionmcp · back-end | Integrates Notion workspaces, enabling seamless interaction with Notion's API for tasks like automated note-taking and knowledge base management. | 4 stars · 1 fork | No one-command install · Source | |
| 4510 | 48.979 | middlebrick-api-securitymcp · back-end | Scan any API for OWASP Top 10 vulnerabilities and get a security risk score. Covers authentication, authorization (BOLA/BFLA), injection, data… | 2,930 installs | No commit datelisted | No one-command install · Source |
| 4511 | 48.707 | mainstreetmcp · back-end | Onchain AI-agent reputation oracle on Base. Get a 0-100 score + SAFE/CAUTION/BLOCK verdict for any Base wallet, agent, token deployer, or x402… | 2,881 installs | No commit datelisted | No one-command install · Source |
| 4512 | 48.580 | openserverless-mcpmcp · back-end | An MCP server for OpenServerless that exposes action tools for creating, invoking, and managing API endpoints with integrated services like S3… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | auvik-mcpmcp · back-end | An MCP server for Auvik network management, enabling monitoring, management, and visibility of network devices and infrastructure through Auvik's API. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | flyanmcp · back-end | Unofficial Python SDK and MCP server for Ryanair flight search. Find one-way fares, explore destinations grouped by country or region, and discover… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | threatlocker-mcpmcp · back-endalso listed as wyre-technology-threatlocker | MCP server for ThreatLocker — zero-trust application allowlisting, approval requests, audit logs | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | mcp-beakermcp · back-end | MCP server for Beaker lab automation, enabling system provisioning, job management, distro discovery, and failure diagnosis through 25 tools. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | gnome-ui-mcpmcp · back-end | Small MCP server for GNOME Wayland desktop automation, enabling element lookup, activation, typing, screenshots, and wait helpers through AT-SPI and… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | salesforce-mcp-servermcp · back-end | A Model Context Protocol server for Salesforce that enables managing contacts, leads, opportunities, accounts, and cases, along with SOQL queries and… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | provar-dxmcp · back-endalso listed as provardx-mcp-server | Embeds an MCP server in Provar's Salesforce test automation CLI for AI-assisted test development. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | omada-mcpmcp · back-end | A Model Context Protocol server that enables AI assistants to read and safely modify TP-Link Omada networks through capability-gated tools, with a… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | baozi-mcp-servermcp · back-end | Enables AI agents to trade Solana prediction markets, including market creation, betting, claims, and affiliate management, all without exposing… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | wave-mcpmcp · back-end | Provides 54 tools across 10 categories for Wave Accounting, enabling invoicing, customer management, products, transactions, bills, estimates, taxes… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | dmontgomery40-birdstatsmcp · back-end | Integrates BirdNET-Pi and eBird APIs to enable cross-referencing bird detection data with observation records for ecological research and bird… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | inventree-mcp-servermcp · back-end | Enables inventory management with InvenTree through 12 parameterized tools covering parts, stock, orders, companies, barcodes, labels, reports… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | japan-corporate-mcpmcp · back-endalso listed as yamariki-hub-japan-corporate-mcp | MCP server for searching Japanese corporate data including companies, financials, patents, subsidies, and government statistics via official… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | agntor-mcpmcp · back-end | MCP audit server for agent discovery and certification. Provides trust and payment rail for AI agents including identity verification, escrow… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | govuk-mcp-servermcp · back-end | Provides access to 27 UK government data sources and services, enabling queries about transport, business, healthcare, and more via natural language. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | mcp-kaggle-toolmcp · back-end | MCP server for Kaggle API integration that allows creating, running, and managing Kaggle notebooks programmatically. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | duckduckgo-mcp-servermcp · back-end | Provides web and news search via DuckDuckGo with support for region filtering, time ranges, and token optimization for AI assistants. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | espn-mcp-servermcp · back-end | Enables access to live ESPN sports data for NFL, NHL, and NBA leagues, including standings, scores, schedules, team info, and playoffs through natural… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | esp32-mcp-servermcp · back-end | Bridges the Model Context Protocol (MCP) with ESP32 devices running Tasmota firmware, enabling LLMs to send structured commands like toggling relays… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | brutalzinn-simple-mcp-seleniummcp · back-end | An MCP Selenium Server for controlling browsers using natural language in Cursor IDE. Perfect for testing, automation, and multi-user scenarios. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | testing-farm-mcp-servermcp · back-end | Enables submitting FMF-based test requests to Testing Farm and listing available OS composes for testing. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | samvas-codes-dawshund-mcpmcp · back-end | An MCP server based on dAWShund to enumerate AWS IAM data, analyze effective permissions, and visualize access relationships across users, roles, and… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | mcp-jira-xray-servermcp · back-end | Connects to Jira with Xray Test Management to extract test cases related to tickets and list test executions. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | openshift-lightspeed-mcp-servermcp · back-end | Integrates OpenShift LightSpeed with Claude Code to provide AI-powered OpenShift assistance and troubleshooting. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | ask-pandamcp · back-end | MCP server for querying PanDA documentation, analyzing job errors, and retrieving JSON data using multiple AI models. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | leaflet-mcp-servermcp · back-end | MCP server providing comprehensive Leaflet.js documentation, code generation for maps, markers, layers, GeoJSON, choropleth, and debugging tools. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | openrouter-image-generation-mcp-servermcp · back-end | Enables image generation via OpenRouter API, supporting models like Gemini 2.5 Flash Image Preview with options to save files locally. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | cerebras-code-mcp-servermcp · back-end | Enables planning with Claude Code and high-speed code generation using Cerebras, avoiding API limits while producing quality code with visual diffs. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | mcp-server-5mcp · back-end | Enables querying Crunchbase company data through Claude Desktop using natural language, with Bright Data for data retrieval. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | tron-mcp-servermcp · back-end | MCP server for TRON blockchain integration, enabling AI assistants to check balances, manage transactions, interact with smart contracts, and access… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | kanboard-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that exposes Kanboard API functionality to Large Language Models (LLMs), enabling AI assistants to interact with… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | adamikhq-adamikmcp · back-end | Integrates with the Adamik API to enable blockchain operations and custom AI functionalities via Starknet, supporting secure API key management and… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | enhanced-browser-mcp-servermcp · back-end | An enhanced browser automation MCP server that solves token limit issues through intelligent semantic compression, enabling universal web automation… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | mcp-for-programmermcp · back-end | A Model Context Protocol server that helps programmers understand code by providing explanations, tech stack analysis, and best practice suggestions… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | gomoku-mcp-servermcp · back-end | Enables AI agents to play Gomoku (五子棋) against each other through MCP tools, including creating rooms, joining games, making moves, and viewing board… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | outlook-mcp-pythonmcp · back-end | A Python-based MCP server for Microsoft Outlook integration using Microsoft Graph API, enabling email reading/sending, calendar management, and… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | j-quants-free-mcp-servermcp · back-end | Enables access to Japanese stock market data via the free J-Quants API, providing tools for company search, daily quotes, and financial statements. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | hedera-mcp-servermcp · back-end | Integrates with a Langchain wrapper to interact with the Hedera network via natural language commands. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | gpters-search-mcp-servermcp · back-end | Searches knowledge from the GPTers AI study community with filtering by date, author, and board. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | amadeus-hotel-api-mcp-servermcp · back-end | Enables AI assistants to search for and book hotels via the Amadeus Travel API, providing hotel listings, offers, and booking capabilities. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | databutton-app-proxymcp · back-end | Enables using Databutton app API endpoints as tools by establishing secure websocket connections and handling authentication for seamless integration | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | timezonetoolkit-mcp-servermcp · back-end | Enables timezone conversion, astronomical calculations, and date utilities through natural language, supporting sunrise/sunset, moon phases, business… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | mailpacemcp · back-end | Provides a bridge to MailPace's transactional email API for sending HTML/text emails with attachments, custom headers, and CC/BCC recipients using… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | composio-mcp-servermcp · back-end | Exposes Composio tools and actions (Gmail, Linear, etc.) as MCP-compatible tools for language models to interact with in a structured way. | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | feedmob-kayzen-analyticsmcp · back-end | Integrates with Kayzen Analytics API to access and analyze marketing campaign data, providing tools for report listing, data fetching with date… | 1 star · 3 forks | No one-command install · Source | |
| 4512 | 48.580 | rubygemsmcp · back-end | Provides a TypeScript-based server for fetching and querying RubyGems metadata, enabling comprehensive exploration of gem information, version… | 1 star · 3 forks | No one-command install · Source | |
| 4562 | 48.435 | redstone-mcpmcp · back-end | Real-time and historical cryptocurrency price data from RedStone oracle infrastructure. 1,300+ assets, 110+ chains, no API key required. Powered by… | 2,880 installs | No commit datelisted | No one-command install · Source |
| 4563 | 48.223 | gfi-scoutmcp · back-end | MCP server that finds beginner-friendly GitHub issues ranked by likelihood of successful contribution, with repo health scoring and issue status… | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | bvbrc-mcp-servermcp · back-end | MCP server for querying BV-BRC biological data, submitting analysis jobs (assembly, annotation, BLAST, etc.), and managing workspace files via natural… | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | at-directory-mcp-servermcp · back-end | Enables agents to discover OP-verified merchants accepting Bitcoin Lightning, BOLT12, L402, or USDT payments, with tools for search, merchant details… | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | inflectra-spira-mcp-servermcp · back-end | Enables AI assistants to interact with Inflectra Spira for project, test, and requirements management, including artifact search, CRUD operations, and… | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | om-metrics-mcp-servermcp · back-end | Provides natural language querying of open-source community data, including health scores, PR/Issue statistics, contributor analysis, and CLA signings… | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | bitbank-mcp-servermcp · back-end | MCP server for bitbank cryptocurrency exchange enabling ticker, candlestick, order book, and transaction data retrieval. | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | haiven-mcp-servermcp · back-end | Connects AI tools to your organization's Haiven prompts, allowing seamless access to expert-crafted prompts for user stories, code reviews, and more… | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | copilot-studio-agent-direct-line-mcpmcp · back-end | Enables interaction with Microsoft Copilot Studio Agents through the Direct Line 3.0 API, allowing users to start conversations, send messages… | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | retellai-mcp-servermcp · back-end | Enables AI assistants to manage RetellAI voice services including calls, agents, phone numbers, and voices through natural language. | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | ticketmaster-mcpmcp · back-end | Provides tools for discovering events, venues, and attractions through the Ticketmaster Discovery API. | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | igs-pochenkuo-southasiamcp · back-end | Provides tools and utilities for IGS South Asia team operations through a Python-based server with modular architecture and basic endpoint… | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | arcgis-location-services-mcp-servermcp · back-end | Enables location-based services such as geocoding, reverse geocoding, finding nearby places, directions, elevation, and basemap tiles using ArcGIS… | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | supos-mcp-servermcp · back-end | Enables querying topic tree structures, topic details, and real-time data from supOS via MCP protocol. | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | franccesco-bloom-growthmcp · back-end | Integrates with Bloom Growth's GraphQL API to enable interaction with growth management and analytics tools for AI-assisted workflows. | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | gemini-search-mcp-servermcp · back-end | An MCP server that generates answers using Gemini 2.0 and Google Search, providing relevant search results alongside the response. | 4 forks | No one-command install · Source | |
| 4563 | 48.223 | mcp-neuroloramcp · back-end | An intelligent MCP server that provides tools for code analysis using OpenAI API, code collection, and documentation generation. | 4 forks | No one-command install · Source | |
| 4579 | 48.163 | orcid-mcp-server-2mcp · back-end | Researcher profiles, works, affiliations, funding, and peer reviews from the ORCID registry. | 2,856 installs | No commit datelisted | No one-command install · Source |
| 4580 | 47.891 | gunsnation-mcpmcp · back-end | The Gunsnation MCP Server is a lightweight integration layer that exposes the Gunsnation firearms catalog to AI assistants through the Model Context… | 2,854 installs | No commit datelisted | No one-command install · Source |
| 4581 | 47.619 | govukmcp · back-end | MCP server for GOV.UK — search, content drill-down, organisations, and postcode lookup. | 2,840 installs | No commit datelisted | No one-command install · Source |
| 4581 | 47.619 | worldmonitor-mcp-2mcp · back-end | Live global-intelligence data as a 39-tool MCP server: real-time markets, conflict events, country risk and resilience scores, shipping chokepoints… | 2,840 installs | No commit datelisted | No one-command install · Source |
| 4583 | 47.324 | twist-ai-mcp-servermcp · back-end | Enables AI agents to access and interact with a Twist workspace, managing threads, conversations, inbox, and more through natural language. | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | zola-mcpmcp · back-end | A Model Context Protocol server that connects Claude to Zola, giving you natural-language access to your wedding vendors, budget, guest list, seating… | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | baileys-agent-kit-mcp-servermcp · back-end | Enables agents to send and manage WhatsApp messages, groups, and media using Baileys, with QR pairing and risk controls. | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | code-intel-mcp-servermcp · back-end | Provides LLMs with code intelligence tools like relationship explanation, PR impact analysis, and health reports via the Model Context Protocol. | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | datatorag-mcpmcp · back-end | An open-source Model Context Protocol gateway that connects Google Workspace, Jira, and Confluence to AI assistants, providing 70 tools across one… | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | tigergraph-mcpmcp · back-end | Model Context Protocol (MCP) server for TigerGraph that lets AI agents interact with TigerGraph through the MCP standard using pyTigerGraph's async… | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | jmagar-syslogmcp · back-end | Self-hosted syslog receiver and MCP server for homelab log intelligence and analysis. | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | amiyabot-mcp-servermcp · back-end | Provides MCP server and CLI for querying Arknights game data, including operator skills, glossary, and resource updates. | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | mycase-mcp-servermcp · back-end | Connects Claude to MyCase legal practice management, enabling natural language queries for cases, contacts, calendar, billing, and more. | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | kettu-marketplace-intelligencemcp · back-end | Enables querying and comparing prices, availability, ratings, reviews, and seller details from major Russian and Chinese marketplaces (Wildberries… | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | starbops-harvester-hcimcp · back-end | Enables management of Harvester HCI clusters through a Go-based server that provides tools for handling both standard Kubernetes and… | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | mcp-pypimcp · back-end | A security-focused MCP server that enables AI assistants to search PyPI packages, scan for vulnerabilities, audit dependencies, and ensure security… | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | mcp-wordpressmcp · back-end | Manages WordPress sites via the REST API, including posts, pages, media, and users. | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | multi-server-mcp-fastapi-projectmcp · back-end | A FastAPI application that hosts multiple MCP servers for weather, news, currency, and quotes APIs. | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | admob-mcp-servermcp · back-end | Exposes the Google AdMob API as MCP tools for managing AdMob accounts, generating network and mediation reports, and listing apps and ad units. | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | getxapi-mcpmcp · back-end | The official GetXAPI MCP server. Give your AI assistant direct access to the Twitter/X API - search tweets, look up users, read replies and followers… | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | ariesmcp · back-end | An MCP server that equips AI assistants with curated knowledge and live chain data for the Alkanes metaprotocol and Subfrost network, enabling them to… | 3 stars · 2 forks | No one-command install · Source | |
| 4583 | 47.324 | satisfactorymcpmcp · back-end | An MCP server for Satisfactory that plans factories using your actual save files, reads game data, and runs LP/MILP optimization. It provides tools… | 3 stars · 2 forks | 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.