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Swagger MCP

by IAGeneration

swagger-mcp

Certified by MCP Review

Overview

swagger-mcp is a tool designed to scrape Swagger UI by extracting the swagger.json file and dynamically generating well-defined mcp tools at runtime. These tools can be utilized by the MCP client for further tool selection.

šŸ“½ļø Demo Video

Check out demo video showcasing the project in action:
Watch the Demo

šŸ™Œ Support

If you find this project valuable, please support me on LinkedIn by:

  • šŸ‘ Liking and sharing our demo post

  • šŸ’¬ Leaving your thoughts and feedback in the comments

  • šŸ”— Connecting with me for future updates

Your support on LinkedIn will help me reach more people and improve the project!

Prerequisites

To use swagger-mcp, ensure you have the following dependencies:

  1. LLM Model API Key / Local LLM: Requires access to OpenAI, Claude, or Ollama models.

  2. Any MCP Client: (Used mark3labs - mcphost)

Installation and Setup

Follow these steps to install and run swagger-mcp:

go install github.com/danishjsheikh/swagger-mcp@latest swagger-mcp

Run Configuration

To run swagger-mcp directly, use:

swagger-mcp --specUrl=https://your_swagger_api_docs.json

Main flags:

  • --specUrl: Swagger/OpenAPI JSON URL (required)

  • --sseMode: Run in SSE mode (default: false, if true runs as SSE server, otherwise uses stdio)

  • --sseAddr: SSE server listen address in IP:Port or :Port format (if empty, will use IP:Port from --sseUrl)

  • --sseUrl: SSE server base URL (if empty, will use sseAddr to generate, e.g. http://IP:Port or http://localhost:Port)

  • If both --sseAddr and --sseUrl are set, they are used as-is without auto-complement.

  • --baseUrl: Override base URL for API requests

  • --security: API security type (basic, apiKey, or bearer)

  • --basicAuth: Basic auth in user:password format

  • --bearerAuth: Bearer token for Authorization header

  • --apiKeyAuth: API key(s), format passAs:name=value (e.g. header:token=abc,query:user=foo,cookie:sid=xxx)

  • See main.go for all supported flags and options.

MCP Configuration

To integrate with mcphost, include the following configuration in .mcp.json:

{ "mcpServers": { "swagger_loader": { "command": "swagger-mcp", "args": ["--specUrl=<swagger/doc.json_url>"] } } }

Demo Flow

  1. Some Backend:

    go install github.com/danishjsheikh/go-backend-demo@latest go-backend-demo
  2. Ollama

    ollama run llama3.2
  3. MCP Client

    go install github.com/mark3labs/mcphost@latest mcphost -m ollama:llama3.2 --config <.mcp.json_file_path>

Flow Diagram

Flow Diagram

šŸ› ļø Need Help

I am working on improving tool definitions to enhance:
āœ… Better error handling for more accurate responses
āœ… LLM behavior control to ensure it relies only on API responses and does not use its own memory
āœ… Preventing hallucinations and random data generation by enforcing strict data retrieval from APIs

If you have insights or suggestions on improving these aspects, please contribute by:

  • Sharing your experience with similar implementations

  • Suggesting modifications to tool definitions

  • Providing feedback on current limitations

Your input will be invaluable in making this tool more reliable and effective! šŸš€

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security - not tested
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license - not tested
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quality - not tested

remote-capable server

The server can be hosted and run remotely because it primarily relies on remote services or has no dependency on the local environment.

Dynamically generates MCP tools from Swagger/OpenAPI specifications by extracting swagger.json files at runtime. Enables natural language interaction with any REST API that has Swagger documentation.

  1. Overview
    1. šŸ“½ļø Demo Video
      1. šŸ™Œ Support
        1. Prerequisites
          1. Installation and Setup
            1. Run Configuration
              1. MCP Configuration
                1. Demo Flow
                  1. Flow Diagram
                    1. šŸ› ļø Need Help

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