Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4601 | 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 |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 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 | |
| 4602 | 47.324 | gavxm-ani-mcpmcp · back-end | MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | discord-managermcp · back-end | Enables AI assistants to manage Discord servers by providing tools for catching up, triaging mentions, bookmarking, and sending messages through a… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | connpass-user-mcp-servermcp · back-end | Enables querying Connpass user profiles, group memberships, and event participation history via natural language. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | battle-arena-mcp-servermcp · back-end | A multiplayer top-down action game where agents are controlled through MCP tools. Enables MCP clients to join and play by moving, attacking, and… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | qt4-documentation-mcp-servermcp · back-end | An MCP server that enables AI coding assistants to access and search Qt 4.8.4 documentation offline, providing full-text search and page reading… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | pkotecha-eng-ariamcp · back-end | Search 35M+ PubMed papers and 400K+ clinical trials — no API key required. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | sgraph-mcp-servermcp · back-end | Gives AI agents instant access to software architecture, dependencies, and impact analysis through pre-computed sgraph models, replacing dozens of… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | oopsyz-tmf620-product-catalogmcp · back-end | Integrates with TMF620 Product Catalog Management API to enable listing, retrieving, and creating catalogs, product offerings, and specifications for… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | dockhand-mcpmcp · back-end | Exposes the Dockhand Docker management API as tools for LLMs, enabling container, stack, image, volume, and network management via natural language. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | zentao-bug-mcpmcp · back-end | MCP server for Zentao that reads bugs, extracts reproduction steps, and allows AI to update bug status after fixing. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | translategemma-mcp-servermcp · back-end | Enables on-device text translation via a local TranslateGemma LLM API, supporting multiple language pairs with automatic retries and rate limiting for… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | smartschool-mcp-servermcp · back-end | Connect Claude and other MCP clients to your Smartschool account to ask about grades, assignments, messages, and your schedule in plain language. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | word-mcp-servermcp · back-end | MCP server for real-time Microsoft Word document manipulation via COM automation. Word runs in a visible window — every change appears instantly. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | trading-signals-mcp-servermcp · back-end | Provides real-time cryptocurrency trading signals and technical analysis via Binance, supporting multiple timeframes and indicators. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | indian-market-mcpmcp · back-end | A comprehensive MCP server for the Indian stock market, providing 68 tools for stocks, derivatives, mutual funds, commodities, and more without any… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | kemalersin-fonparammcp · back-end | Integrates with FonParam's Turkish mutual funds API to provide real-time fund data, performance metrics, and market insights for investment analysis… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | pterodactylmcpmcp · back-end | MCP server for managing Pterodactyl game panel resources (users, servers, nodes, locations, etc.) via the Application API. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | mihai-codes-ai-canvasmcp · back-end | Remote Cloudflare Workers MCP server providing 17 canvas manipulation tools for AI-driven diagram and visual content creation. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | akki91-ankrmcp · back-end | Provides blockchain data access through the Ankr API, enabling wallet balance queries across multiple networks with detailed token metadata and dollar… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | montumodi-mongodb-atlas-mcp-servermcp · back-end | A Model Context Protocol (MCP) that provides access to the MongoDB Atlas API. This server wraps the `mongodb-atlas-api-client` package to expose… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | flagify-nmapmcp · back-end | Integrates with nmap network scanning tools through HTTP endpoints to perform network discovery, port scanning, and host enumeration with asynchronous… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | fastmail-mcp-servermcp · back-end | Enables reading and searching Fastmail inbox emails, including listing inbox emails, querying by keyword, and retrieving email content via JMAP. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | gcp-mcp-servermcp · back-end | Model Context Protocol server for Google Cloud Platform, enabling interaction with Resource Manager, Compute Engine, Cloud Storage, BigQuery, Pub/Sub… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | zoho-crm-mcp-servermcp · back-end | Exposes Zoho CRM v6 REST API as structured tools for LLM agents via MCP, enabling CRUD operations, search, COQL queries, and more. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | clevercloudmcp · back-end | Gives AI agents full access to the Clever Cloud API through search, execute, and documentation tools. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | sqlserver-gunvertugberkmcp · back-end | Connects to Microsoft SQL Server with 38 tools for schema discovery, querying, performance diagnostics, and DBA utilities. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | voucherify-core-mcpmcp · back-end | Enables asking questions in plain language to explore loyalty and promo data through Voucherify API endpoints. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | salen-project-ticktick-mcpmcp · back-end | [TickTick](https://ticktick.com/) MCP server using the official OAuth 2.0 API. Supports creating, listing, updating, completing, and deleting tasks… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | nakulben-whatsapp-businessmcp · back-end | Manages WhatsApp Business templates and sends messages via the Meta Cloud API. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | originalvoices-mcp-servermcp · back-endalso listed as ovlabs-mcp-server-originalvoices | Enables asking questions to AI twins representing specific audiences for research purposes. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | paulofroes-kiwifymcp · back-end | Wraps the Kiwify public API for managing digital product sales, affiliate programs, financial operations, and event tracking on the Brazilian… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | markswendsen-code-ubereatsmcp · back-endalso listed as striderlabs-mcp-ubereats | Automates Uber Eats food ordering through browser automation for restaurant search, menu browsing, and delivery placement. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | ovhcloud-mcp-servermcp · back-end | Manage VPS, domains, DNS, billing, and execute SSH commands from any MCP-compatible client. 27 tools + full API discovery across 500+ OVH endpoints. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | mcp-icd10mcp · back-end | Offline MCP server for ICD medical code lookup, search, and crosswalk translation with 124K codes and 102K mappings, all local with zero network… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | ofershap-mcp-server-dnsmcp · back-end | DNS lookups, reverse DNS, WHOIS, and domain availability checks. Zero auth, zero config. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | chakoshi-mcp-servermcp · back-end | Enables MCP clients to check text content using chakoshi's guardrail API for safety and moderation, returning assessment results. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | lstpsche-apidog-mcpmcp · back-end | MCP server that provides 22 tools to manage Apidog API documentation, including importing OpenAPI specs, exporting, diffing, analyzing, and… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | mcp-vanguardmcp · back-end | A security pentesting MCP server with 89 tools across 10 categories, enabling comprehensive reconnaissance, web security, OSINT, and exploitation… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | fastalert-mcp-servermcp · back-end | Enables AI agents to list FastAlert channels and send rich notifications via the FastAlert API. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | chasesaurabh-mcp-page-capturemcp · back-end | MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | augmented-nature-gtex-portalmcp · back-end | Integrates with GTEx Portal API to provide gene expression analysis, genetic variant associations, and tissue-specific genomics data retrieval across… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | gregm711-agent-domain-service-mcpmcp · back-end | AI-powered domain brainstorming, analysis, and availability checking via AgentDomainService.com. Generate creative domain names from descriptions, get… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | trilogy-group-youtube-summarizermcp · back-end | Integrates with a YouTube summarization API to enable video analysis, retrieval of summaries, and follow-up conversations about content. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | filemaker-data-api-mcp-servermcp · back-end | Provides AI agents with direct access to FileMaker databases through the FileMaker Data API, enabling natural language interactions for querying… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | enterprise-risk-mcp-servermcp · back-end | 提供全面的企业风险分析功能，包括严重违法记录、动产抵押、失信被执行人、经营异常、行政处罚等风险信息查询，帮助用户进行企业合规风险评估。 | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | wangmhaha-apifoxmcp · back-end | Bridges Claude with Apifox API testing platform, enabling direct interaction with API documentation and testing capabilities through environment… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | urlbox-urlbox-mcp-servermcp · back-end | 📇 🏠 A reliable MCP server for generating and managing screenshots, PDFs, and videos, performing AI-powered screenshot analysis, and extracting web… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | lyarwood-kubevirtmcp · back-end | Enables natural language management of virtual machines in Kubernetes environments through KubeVirt API, allowing users to list, start, and stop VMs… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | refbase-mcpmcp · back-end | MCP server that enables AI assistants in IDEs to interact with RefBase webapp for managing conversations, bugs, features, and project context via… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | jangabrielsson-fibaro-hc3mcp · back-end | VS Code extension and MCP server that provides complete access to Fibaro Home Center 3 smart home systems through 66+ REST API tools covering device… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | adobe-commerce-magento-mcpmcp · back-end | MCP server for integrating with Adobe Commerce and Magento REST API to manage products, categories, customers, pricing, and attributes. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | ai-image-gen-mcp-servermcp · back-end | Transforms DALL-E 3, DALL-E 2, and GPT-Image-1 into MCP-compatible tools for generating images from natural language descriptions, supporting batch… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | fm-mcp-comfyui-bridgemcp · back-end | MCP server that provides image generation, captioning, and tagging via ComfyUI API, configurable for agent tools. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | unanet-govcon-erp-mcp-servermcp · back-end | Enables natural language interaction with Unanet GovCon ERP for project management, time tracking, financial reporting, and contact management… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | recruitee-mcp-servermcp · back-end | Enables extraction and analysis of candidate profiles from Recruitee recruitment pipelines, optimized for LLM evaluation with clean, bias-free data. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | coda-universal-mcp-servermcp · back-end | Provides a standardized interface for interacting with Coda's tools and services through a unified API, following the MCP specification. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | caicongyang-mysqlmcp · back-end | Provides secure MySQL database access through a FastAPI server with SQLAlchemy and PyMySQL, enabling configurable connection pooling and optional… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | vinayaktiwari1103-smallest-ai-knowledge-basemcp · back-end | Provides direct access to Smallest.ai knowledge base API for listing, creating, and retrieving knowledge bases without leaving the conversation… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | automcp-app-linkdmcp · back-end | Integrates with Linkd API to extract LinkedIn user and company profiles, search contacts, retrieve email addresses, and perform deep research… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | mmruesch-azure-devopsmcp · back-end | Integrates with Azure DevOps API to enable natural language management of work items, pull requests, and wiki content through authenticated access and… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | lyricsgenius-mcp-servermcp · back-end | An MCP server that enables searching Genius.com for artists, songs, and albums, retrieving song lyrics, and exploring artist discographies through… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | wendellbigato-cepmcp · back-end | Provides a simple interface for querying Brazilian postal codes (CEPs) via the ViaCEP API, enabling address validation and expansion without leaving… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | nps-explorer-mcp-servermcp · back-end | Provides LLM context on U.S. national parks by integrating National Park Service, Recreation.gov, and weather APIs, enabling queries about park info… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | dogukanakkaya-pulumimcp · back-end | Enables AI assistants to manage infrastructure as code through Pulumi Cloud API, providing capabilities to create and list stacks across organizations… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | tositon-opendeepsearchmcp · back-end | Integrates with Brave Search API to enable web research capabilities through tools for general queries, location-based searches, and multi-step… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | novacvmcp · back-end | Integrates with NovaCV API to generate, analyze, and convert resumes in various formats without dealing with complex document formatting | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | neo4j-mcp-servermcp · back-end | Enables interaction with Neo4j databases from the Cursor IDE by executing Cypher queries, managing connections, and retrieving database information. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | software-mcp-servermcp · back-end | Enables LLMs to list, open, and close installed software on Windows, macOS, and Linux through natural language. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | kmwebnet-co2-sensormcp · back-end | Simulates or interfaces with a CO2 sensor device, providing JSON-RPC endpoints for device information, sensor data, and network management with MQTT… | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | mikah13-clickupmcp · back-end | Integrates with ClickUp's API to enable task management, team collaboration, and workflow automation for AI-driven project management and reporting. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | sunwood-ai-labs-luma-video-generationmcp · back-end | Integrates with Luma AI's API to enable AI-driven video generation based on textual descriptions or parameters. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | tulong66-tavilymcp · back-end | Integrates Tavily's search API with HTTP/HTTPS proxy support for web search capabilities in restricted network environments. | 3 stars · 2 forks | No one-command install · Source | |
| 4602 | 47.324 | yu-ito-gitlab-reviewmcp · back-end | Integrates with GitLab's API to automate code review processes, enabling retrieval of merge request details and posting of discussion comments. | 3 stars · 2 forks | No one-command install · Source | |
| 4695 | 47.074 | who-gho-mcp-servermcp · back-end | WHO Global Health Observatory — 3,059 indicators across 194 member states. | 2,827 installs | No commit datelisted | No one-command install · Source |
| 4696 | 46.643 | archicad-mcpmcp · back-end | MCP server for Archicad automation, enabling AI assistants to run Python scripts against running Archicad instances via the Tapir JSON API for complex… | 5 stars | No one-command install · Source | |
| 4696 | 46.643 | masvmcp · back-end | Secure large file transfer tools for AI agents via the MASV API. | 5 stars | No one-command install · Source | |
| 4696 | 46.643 | datalens-dev-mcpmcp · back-end | A local Python MCP server for AI-assisted development of Yandex DataLens dashboards, enabling inspection, planning, validation, and guarded… | 5 stars | No one-command install · Source | |
| 4696 | 46.643 | phone-mcp-servermcp · back-end | Enables AI agents to control Android phones via MCP and HTTP. Supports screen capture, taps, swipes, text input, and app management. | 5 stars | No one-command install · Source | |
| 4696 | 46.643 | snowfakery-mcp-servermcp · back-end | Enables AI assistants to author, debug, and run Snowfakery data generation recipes through the Model Context Protocol. | 5 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.