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Kafka Schema Registry MCP Server
MCP-compliant server for advanced Kafka Schema Registry management and integration.
Kafka Schema Registry MCP Server is a fully-compliant Model Context Protocol (MCP) server built with the FastMCP 2.8.0+ framework. It provides advanced schema context support, enables multi-registry management, and offers comprehensive schema export capabilities. The tool is designed for seamless integration with Claude Desktop and other MCP clients using JSON-RPC over stdio. It supports Docker-based deployment and includes features to streamline both administrator and end-user workflows.
- ⭐ 26
- MCP
- aywengo/kafka-schema-reg-mcp
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MCP Design System Extractor
Extract component metadata from Storybook design systems for AI model context.
MCP Design System Extractor serves as a Model Context Protocol server that connects to Storybook instances to extract detailed information about UI components. It retrieves rendered HTML, styles, metadata, props, and dependencies from Storybook design systems. The tool leverages Puppeteer and Chrome/Chromium to provide dynamic JavaScript rendering of components and offers multiple tools to analyze and search components, props, themes, and layouts.
- ⭐ 33
- MCP
- freema/mcp-design-system-extractor
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Flipt MCP Server
MCP server for Flipt, enabling AI assistants to manage and evaluate feature flags.
Flipt MCP Server is an implementation of the Model Context Protocol (MCP) that provides AI assistants with the ability to interact with Flipt feature flags. It enables listing, creating, updating, and deleting various flag-related entities, as well as flag evaluation and management. The server supports multiple transports, is configurable via environment variables, and can be deployed via npm or Docker. Designed for seamless integration with MCP-compatible AI clients.
- ⭐ 2
- MCP
- flipt-io/mcp-server-flipt
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MCP Server for Milvus
Bridge Milvus vector database with AI apps using Model Context Protocol (MCP).
MCP Server for Milvus enables seamless integration between the Milvus vector database and large language model (LLM) applications via the Model Context Protocol. It exposes Milvus functionality to external LLM-powered tools through both stdio and Server-Sent Events communication modes. The solution is compatible with MCP-enabled clients such as Claude Desktop and Cursor, supporting easy access to relevant vector data for enhanced AI workflows. Configuration is flexible through environment variables or command-line arguments.
- ⭐ 196
- MCP
- zilliztech/mcp-server-milvus
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MCP Pointer
Point to browser DOM elements for agentic coding tools via MCP.
MCP Pointer is a tool that combines a Chrome Extension and a local MCP Server to bridge browser DOM element selection with agentic coding tools through the Model Context Protocol. Users can visually select DOM elements in the browser using Option+Click, capturing rich contextual information such as text, CSS, and attributes. The MCP server exposes this data to AI-powered tools like Claude Code, Cursor, and Windsurf via a standardized protocol. This enables seamless, real-time transfer of in-browser context to AI coding assistants.
- ⭐ 519
- MCP
- etsd-tech/mcp-pointer
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go-mcp-mysql
Zero-burden Model Context Protocol (MCP) server for MySQL automation.
go-mcp-mysql is a ready-to-use server that implements the Model Context Protocol (MCP) for seamless interaction and automation with MySQL databases. Written in Go, it enables users to perform CRUD operations and check query plans without requiring a Node.js or Python environment. The server supports both command-line and DSN configurations, includes a read-only mode, and features a set of tools for managing schema and data. It is designed for low-overhead deployment and flexible MySQL automation workflows.
- ⭐ 46
- MCP
- Zhwt/go-mcp-mysql
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Endor
Instant, private, sandboxed environments for popular services with seamless AI agent integration.
Endor provides on-demand, ephemeral local environments for databases and other services, running securely in isolated VMs. It includes a Model Context Protocol (MCP) mode, enabling AI agents and tools to launch and manage services programmatically and securely. Users can deploy services like MariaDB, PostgreSQL, and more, with no complex system setup required. Integration guides and support for IDEs and agent tools like Claude Code, Cursor, and VSCode are provided.
- ⭐ 25
- MCP
- endorhq/cli
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VictoriaMetrics MCP Server
Model Context Protocol server interface for VictoriaMetrics time-series database.
VictoriaMetrics MCP Server provides a Model Context Protocol (MCP) compliant interface to interact with VictoriaMetrics. It enables structured data writing, Prometheus format imports, and advanced querying capabilities within the VictoriaMetrics platform. The tool supports installation via Smithery and CLI, facilitating flexible integration. It offers endpoints for writing metrics, querying time series, retrieving labels, and label values.
- ⭐ 7
- MCP
- yincongcyincong/VictoriaMetrics-mcp-server
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Docker Hub MCP Server
Expose Docker Hub APIs to LLMs via the Model Context Protocol.
The Docker Hub MCP Server implements the Model Context Protocol (MCP) to make Docker Hub APIs accessible to large language models, enabling AI-powered discovery and management of container images and repositories. It provides an interface for LLMs to access real-time Docker Hub data, recommend images, and streamline developer workflows. The server supports both public and private repositories through configurable authentication, and can be integrated with AI assistants like Gordon and clients such as Claude Desktop.
- ⭐ 83
- MCP
- docker/hub-mcp
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YDB MCP
MCP server for AI-powered natural language database operations on YDB.
YDB MCP acts as a Model Context Protocol server enabling YDB databases to be accessed via any LLM supporting MCP. It allows AI-driven and natural language interaction with YDB instances by bridging database operations with language model interfaces. Flexible deployment through uvx, pipx, or pip is supported, along with multiple authentication methods. The integration empowers users to manage YDB databases conversationally through standardized protocols.
- ⭐ 24
- MCP
- ydb-platform/ydb-mcp
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deploy-mcp
Universal Deployment Tracker for AI Assistants
deploy-mcp offers a universal tool for tracking and monitoring deployments across various platforms within AI conversation environments. It eliminates the need for dashboard navigation by integrating deployment status and management directly into AI assistants via a standardized protocol. The tool supports multiple platforms such as Vercel, Netlify, and Cloudflare Pages, allowing for real-time monitoring and multi-platform configuration using secure tokens. Its streamlined setup enables users to check deployment status, view logs, and monitor progress through conversational commands.
- ⭐ 3
- MCP
- alexpota/deploy-mcp
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mcp-google-sheets
Your AI Assistant's Gateway to Google Sheets!
mcp-google-sheets is a Python-based MCP server that bridges MCP-compatible clients and the Google Sheets API. It enables seamless interaction with Google Spreadsheets, allowing for data manipulation, automation, and workflow creation driven by AI tools via a standardized protocol. The server can be quickly deployed using 'uvx', supports service account authentication, and integrates with AI clients like Claude Desktop. It offers a defined set of tools to streamline spreadsheet operations securely and efficiently.
- ⭐ 502
- MCP
- xing5/mcp-google-sheets
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Postman MCP Server
MCP-compliant server providing full access to the Postman API.
Postman MCP Server is a TypeScript-based implementation of an MCP server that offers extensive integration with the Postman API. It enables management of Postman collections, environments, and APIs while supporting advanced features like authentication, webhooks, and enterprise controls. The project is part of the Model Context Protocol initiative and adheres to MCP standards for model context integration. Designed with developers in mind, it provides CRUD operations, version control, and seamless automation capabilities.
- ⭐ 143
- MCP
- delano/postman-mcp-server
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XiYan MCP Server
A server enabling natural language queries to SQL databases via the Model Context Protocol.
XiYan MCP Server is a Model Context Protocol (MCP) compliant server that allows users to query SQL databases such as MySQL and PostgreSQL using natural language. It leverages the XiYanSQL model, providing state-of-the-art text-to-SQL translation and supports both general LLMs and local deployment for enhanced security. The server lists available database tables as resources and can read table contents, making it simple to integrate with different applications.
- ⭐ 218
- MCP
- XGenerationLab/xiyan_mcp_server
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POX MCP Server
Model Context Protocol server for SDN management via the POX controller.
Implements a Model Context Protocol (MCP) server for network control and management using the POX SDN controller. Provides dynamic resources for network configuration and topology, interactive management prompts, and a suite of tools for switch and flow administration. Supports Python-based SDN programming and automated analysis in educational and research settings.
- ⭐ 1
- MCP
- davidlin2k/pox-mcp-server