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Production-grade patterns for enterprise MCP servers — config, structured errors, validation, observability, and a tool registry.

Provides current weather, multi-day forecasts, and umbrella recommendations through natural language queries, using the Open-Meteo API with no API key required.

This MCP server provides web screenshot capabilities using Puppeteer, enabling AI assistants to capture full-page screenshots at multiple viewport breakpoints (mobile, tablet, desktop) with comprehensive error monitoring and optimization features. Built with TypeScript and the MCP SDK, it offers a single screenshot tool that handles responsive design testing by automatically capturing images at different screen widths, includes detailed page error collection (JavaScript errors, console messages, network failures, CORS issues), supports both PNG and JPEG formats with quality controls, implements image optimization through width clipping for large viewports, and provides rich metadata including load times, actual content dimensions, and error summaries. The implementation features browser instance reuse for performance, configurable wait conditions for dynamic content, and detailed error reporting with categorization by type and severity level, making it valuable for web developers, QA teams, and designers who need automated visual testing, responsive design validation, and comprehensive page health monitoring through AI-assisted workflows.

Enables text-to-image generation using Zhipu AI's CogView-4 API. Supports generating images from text prompts with configurable size and quality parameters through MCP-compatible clients like Claude Desktop and Cline.

MCP server for RSS aggregation and LLM summarization, allowing users to fetch latest articles, search archives, and generate topic-specific digests via natural language.

Enables MCP clients like Claude Code to execute Ember CLI commands directly in projects, including running tests, generating components, and building apps.

MCP server for searching code via SourceGraph's GraphQL API, enabling fast symbol and text search across local or cloud SourceGraph instances.

Enables logging expenses, summarizing spending, and checking wallet balance through natural conversation using MCP.

Enables Claude to read posts, create new posts, and add comments on Padlet boards through natural language.

Bridges a local agent to a Colab session in the browser, enabling seamless interaction with Colab from local clients.

A lean, standardized MCP server for AYON (Ynput) that enables AI agents to drive an AYON production server through a clean interface, providing 20 tools for CRUD operations, schema discovery, and typed helpers.

Official Yoloco MCP server for influencer discovery and audience analytics. Connect AI assistants to Yoloco to find creators, analyze audiences, and build data-driven influencer shortlists.

MCP server that provides a transcribe_audio tool to convert voice messages from channels into text using OpenAI Whisper, enabling Claude Code to process audio attachments.

MCP server for searching museum collections and viewing artwork images and metadata from multiple museums, including the Met, Art Institute of Chicago, Rijksmuseum, and more.

基于 Model Context Protocol (MCP) 的 AI 图像生成服务，支持 Google Gemini 2.5 Flash Image 模型，提供高质量图像生成和多轮对话微调功能，赋予普通模型图像生成能力。

Connects AI assistants to SEC EDGAR filings for retrieving company data, financial statements, and insider transactions with exact precision.

MCP server wrapping Boxzooka's bxz-api to provide 33 tools for managing products, inbound orders, orders, inventory, shipments, and returns.

Enables AI agents to securely access authenticated services (HTTP, SSH, SMTP) without exposing secrets, by acting as a server-side proxy that injects authentication.

MCP Helper Tools provides a suite of utility functions for AI agents, including encoding/decoding operations, geolocation services, cryptographic tools, QR code generation, and timezone conversions. Built by MissionSquad using TypeScript and the Model Context Protocol SDK, this server implements intelligent caching and rate limiting to optimize performance when accessing external APIs like IP geolocation services. The implementation features a modular architecture with separate tool categories, progress reporting capabilities, and error handling mechanisms, making it particularly valuable for developers who need to integrate common utility operations into AI-assisted workflows without implementing these functions from scratch.

A Model Context Protocol server that provides tools for weather forecasting and Gmail interaction.