README.md•4.02 kB
# swagger-mcp
[](https://mcpreview.com/mcp-servers/danishjsheikh/swagger-mcp)
## 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.
## 📽️ Demo Video
Check out demo video showcasing the project in action:
[](https://www.linkedin.com/posts/danish-j-sheikh_mcp-modelcontextprotocol-llm-activity-7300786040389218304-qfNk?utm_source=share&utm_medium=member_ios&rcm=ACoAAEGFv8IB3uEbMighmc1gppVW4RcC1OUoSC4)
## 🙌 Support
If you find this project valuable, please support me on **LinkedIn** by:
- 👍 Liking and sharing our demo post
- 💬 Leaving your thoughts and feedback in the comments
- 🔗 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](https://github.com/mark3labs/mcphost))
## Installation and Setup
Follow these steps to install and run `swagger-mcp`:
```sh
go install github.com/danishjsheikh/swagger-mcp@latest
swagger-mcp
```
## Run Configuration
To run `swagger-mcp` directly, use:
```sh
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`:
```json
{
"mcpServers":
{
"swagger_loader": {
"command": "swagger-mcp",
"args": ["--specUrl=<swagger/doc.json_url>"]
}
}
}
```
## Demo Flow
1. Some Backend:
```sh
go install github.com/danishjsheikh/go-backend-demo@latest
go-backend-demo
```
2. Ollama
```sh
ollama run llama3.2
```
3. MCP Client
```sh
go install github.com/mark3labs/mcphost@latest
mcphost -m ollama:llama3.2 --config <.mcp.json_file_path>
```
## Flow Diagram

## 🛠️ Need Help
I am working on **improving tool definitions** to enhance:
✅ **Better error handling** for more accurate responses
✅ **LLM behavior control** to ensure it relies **only on API responses** and does not use its own memory
✅ **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! 🚀