Unit Converter MCP Server
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@Unit Converter MCP Serverconvert 25 celsius to fahrenheit"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Unit Converter API + MCP Tutorial
builds the FastAPI app, wraps it with FastMCP, mounts MCP HTTP/SSE endpoints, registers resources and prompts, and starts uvicorn.
requirements.txt – Python dependencies.
Prerequisites
Python 3.10+ (tested with 3.12).
Virtual environment.
npm inspector below.
⸻
Related MCP server: Local Utilities MCP Server
Setup from this folder
python -m venv .venv
# Mac or Gitbash
source .venv/bin/activate
# Windows powershell:
.venv\Scripts\activate
python -m pip install -r requirements.txt⸻
Run the HTTP + MCP server
# start the server
python converter_streamable_http_server.py
# or
python -m converter_streamable_http_server
You’ll see:
Swagger UI: http://localhost:8003/docs
ReDoc: http://localhost:8003/redoc
MCP endpoints served by FastMCP:
streamable-http: http://localhost:8003/mcp
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Try the HTTP endpoints (curl)
curl -X POST "http://localhost:8003/miles-to-kilometers?miles=3.1" \
-H "Authorization: Bearer 143f4a46d74fee0d7918b2857577868cb3daf9e6e50ee91c2f7975ba26fdb8f7"
# If we use pydantic models
curl -X POST "http://localhost:8003/miles-to-kilometers" \
-H "Content-Type: application/json" \
-H "Authorization: Bearer Y658139cf61948208ed76a4b36122b9552ec5c3f6da5e02f7c5d85d995dede17dE" \
-d "3.1"# Celsius → Fahrenheit
curl -X POST "http://localhost:8003/celsius-to-fahrenheit" \
-H "Content-Type: application/json" \
-d "25"# Fahrenheit → Celsius
curl -X POST "http://localhost:8003/fahrenheit-to-celsius" \
-H "Content-Type: application/json" \
-d "86"# Kilometers → Miles
curl -X POST "http://localhost:8003/kilometers-to-miles" \
-H "Content-Type: application/json" \
-d "5"# Miles → Kilometers (rejects negative values)
curl -X POST "http://localhost:8003/miles-to-kilometers" \
-H "Content-Type: application/json" \
-d "3.1"Each endpoint returns JSON like:
{ "result": , "operation": "..." } or { "error": "..." } for invalid input.
Headers & Authentication (common to all)
Add JSON content type (and optionally your auth token)
-H "Content-Type: application/json"
-H "Authorization: Bearer "
Our server doesn’t require auth yet, we can omit the Authorization header.
Use with MCP (VS Code Example)
Start the server as above.
Point your MCP client to the process.
// Example VS Code .vscode/mcp.json entry:
{
"servers": {
"UnitConverter": {
"command": "python",
"args": ["converter_api_tutorial.py"]
}
}
}From the MCP client, list artifacts. You should see:
Tools: celsius_to_fahrenheit, fahrenheit_to_celsius, kilometers_to_miles, miles_to_kilometers
Resources: resource://unit_reference, resource://troubleshooting_guide
Prompts: explain_conversion, api_usage
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Inspect with the npm MCP Inspector
explore everything (tools, resources, prompts) in a browser.
with the server already running on http://localhost:8003
# If env error appears
npx @modelcontextprotocol/inspector@latest -e DUMMY=1 --url http://localhost:8003/mcp --transport streamable-http
# If you want to test the older HTTP:
npx @modelcontextprotocol/inspector@latest -e DUMMY=1 --url http://localhost:8003/mcp --transport http
# If you want to test the deprecated SSE:
npx @modelcontextprotocol/inspector@latest -e DUMMY=1 --url http://localhost:8003/sse --transport sseTo run the STDIO server only
# If venv is ".venv", change to .\.venv\Scripts\python.exe
npx @modelcontextprotocol/inspector python converter_stdio_server.pyUI runs on localhost:5173 by default.
Change UI port if needed: CLIENT_PORT=8080 npx @modelcontextprotocol/inspector --url http://localhost:8003/mcp --transport http
Add headers if required: --header "Authorization: Bearer TOKEN".
JSON-RPC Examples for Prompts & Resources
List all prompts
curl -s -X POST <SERVER_URL> \
-H "Content-Type: application/json" \
-d '{"jsonrpc":"2.0","method":"prompts/list","params":{},"id":1}'⸻
Get a specific prompt
curl -s -X POST <SERVER_URL> \
-H "Content-Type: application/json" \
-d '{"jsonrpc":"2.0","method":"prompts/get","params":{"name":"summarize"},"id":2}'⸻
Render/execute a prompt with variables
curl -s -X POST <SERVER_URL> \
-H "Content-Type: application/json" \
-d '{"jsonrpc":"2.0","method":"prompts/render","params":{"name":"summarize","variables":{"text":"This is the content to summarize","tone":"neutral"}},"id":3}'List available resources
curl -s -X POST <SERVER_URL> \
-H "Content-Type: application/json" \
-d '{"jsonrpc":"2.0","method":"resources/list","params":{},"id":4}'Read a resource by URI
curl -s -X POST <SERVER_URL> \
-H "Content-Type: application/json" \
-d '{"jsonrpc":"2.0","method":"resources/read","params":{"uri":"file:///data/report.pdf"},"id":5}'Search resources (if supported)
curl -s -X POST <SERVER_URL> \
-H "Content-Type: application/json" \
-d '{"jsonrpc":"2.0","method":"resources/search","params":{"query":"error OR exception","limit":50},"id":6}'⸻
Handling errors
Parse error (-32700)
Invalid request (-32600)
Method not found (-32601)
Invalid params (-32602)
Internal error (-32603)
Notes
macOS/Linux (bash/zsh) • The examples above will work as-is.
# Windows PowerShell
curl -Method POST <SERVER_URL> ` -Headers @{ "Content-Type"="application/json" }`
-Body '{"jsonrpc":"2.0","method":"prompts/list","params":{},"id":1}'Windows CMD
curl -s -X POST <SERVER_URL> -H "Content-Type: application/json" -d "{\"jsonrpc\":\"2.0\",\"method\":\"prompts/list\",\"params\":{},\"id\":1}"This server cannot be deployed
Maintenance
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