Developer Tools MCP Servers

Fastapi

Demonstrates how to mount a Model Context Protocol (MCP) server on a FastAPI application.

FastMCP

Integrates FastAPI with Google's Gemini AI through the Model Context Protocol (MCP) using FastMCP, enabling natural language interaction with API endpoints.

Symbiotic

Provides a Model Context Protocol (MCP) interface for security analysis tools, enabling comprehensive code and infrastructure vulnerability scanning.

Azure AI Search

Enables interaction with Azure AI Search indices, indexers, and data sources via an experimental MCP service.

Wakapi

Integrates with Wakapi to collect and manage development time tracking data via an MCP server.

Vulnerable Server

Provides an intentionally insecure server for hands-on cybersecurity education and vulnerability demonstration.

Wishfinity Wishlist

Enables AI assistants to save any product URL to a user's Wishfinity wishlist with a single click.

Learn

Integrates a specialized math server with LangChain, enabling advanced computational capabilities for AI applications.

Gollama

Interacts with GitHub as a chatbot.

Vibase

Empowers developers to query and mutate PostgreSQL data via simple YAML configurations, serving it over MCP transports like HTTP or STDIO.

Linear Lite

Provides a lightweight Model Context Protocol (MCP) server to efficiently interact with Linear, offering streamlined issue management and workspace insights.

Payman AI Documentation

Provides AI assistants with access to Payman AI's documentation for efficient developer integration.

Training Course

Provides an educational example of an MCP server to expose tools, resources, and prompts to AI clients using the FastMCP library.

Jina Free

Retrieves webpage content by leveraging Jina AI's reader service.

OpenAI GPT Image

Integrates OpenAI's powerful image generation and editing APIs for use within Model Context Protocol environments.

LlamaIndex

Construct a local client for the Model Context Protocol (MCP) using LlamaIndex to interact with local servers.

Ollama

Exposes Model Context Protocol tools for interacting with local Ollama models.

End-to-End Tooling System with Vertex AI Gemini

Orchestrates an end-to-end Model Context Protocol tooling system, featuring a FastMCP server and STDIO-based client with JSON-RPC, enabling multi-step tool chaining powered by Vertex AI Gemini.

Date-fns

Connects date-fns documentation as an MCP server for various AI clients and development environments.

Rigol DHO824

Control Rigol DHO824 oscilloscopes remotely via AI assistants to capture waveforms, take screenshots, configure channels, and read measurements.