A High Speed API to Detect Low Substance Text

curl -X POST https://indieml.app/v1/score/substance \
  -H "X-API-KEY: YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "input_text": "This is a test run."
  }'

import requests

url = "https://indieml.app/v1/score/substance"
headers = {
    "X-API-KEY": "YOUR_API_KEY",
    "Content-Type": "application/json"
}
payload = {
    "input_text": "This is a test run."
}

response = requests.post(url, json=payload, headers=headers)
print(response.json())

const response = await fetch('https://indieml.app/v1/score/substance', {
  method: 'POST',
  headers: {
    'X-API-KEY': 'YOUR_API_KEY',
    'Content-Type': 'application/json'
  },
  body: JSON.stringify({
    input_text: "This is a test run."
  })
});
console.log(await response.json());

curl -X POST https://indieml.app/v1/score/substance/batch \
  -H "X-API-KEY: YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "input_texts": ["This is a test run.", "This is another test run."]
  }'

import requests

url = "https://indieml.app/v1/score/substance/batch"
headers = {
    "X-API-KEY": "YOUR_API_KEY",
    "Content-Type": "application/json"
}
payload = {
    "input_texts": ["This is a test run.", "This is another test run."]
}

response = requests.post(url, json=payload, headers=headers)
print(response.json())

const response = await fetch('https://indieml.app/v1/score/substance/batch', {
  method: 'POST',
  headers: {
    'X-API-KEY': 'YOUR_API_KEY',
    'Content-Type': 'application/json'
  },
  body: JSON.stringify({
    input_texts: ["This is a test run.", "This is another test run."]
  })
});
console.log(await response.json());

# Install via terminal: pip install indieml

from indieml import Substance

# Initialize the API
api = Substance(api_key="YOUR_API_KEY_HERE")

# Single string
single_result = api.score("This is a test run.")
print(single_result)

# Array of strings
batch_result = api.score_batch([
    "This is a test run.", 
    "This is another test run."
])
print(batch_result)

// Install via terminal: npm install indieml

// Import based on your environment
import { IndieML } from 'indieml';  // for ES Modules / TypeScript or
const { IndieML } = require('indieml');  // for CommonJS

// Initialize the API
const api = new IndieML({ apiKey: "YOUR_API_KEY_HERE" });

// Single string
const singleResult = await api.score("This is a test run.");
console.log(singleResult);

// Array of strings
const batchResult = await api.scoreBatch([
    "This is a test run.",
    "This is another test run."
]);
console.log(batchResult);

// Streamable HTTP (Cursor, ChatGPT, Claude Code)
{
  "mcpServers": {
    "indieml": {
      "type": "http",
      "url": "https://indieml.app/mcp/",
      "headers": {
        "X-API-Key": "YOUR_API_KEY_HERE"
      }
    }
  }
}

// stdio via npx Bridge (Requires Node.js v20+)
{
  "mcpServers": {
    "indieml": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://indieml.app/mcp/",
        "--header",
        "X-API-Key:${INDIEML_API_KEY}"
      ],
      "env": {
        "INDIEML_API_KEY": "YOUR_API_KEY_HERE"
      }
    }
  }
}

{
  "result": {
    "text": "This is a test run.",
    "substance_score": 0.18
  }
}

{
  "results": [
    {
      "text": "This is a test run.",
      "substance_score": 0.16
    },
    {
      "text": "This is another test run.",
      "substance_score": 0.20
    }
  ]
}

// Output from single result
{
  "text": "This is a test run.",
  "substance_score": 0.18
}

// Output from batch result - scores can differ slightly due to input data padding
[
  {
    "text": "This is a test run.",
    "substance_score": 0.16
  },
  {
    "text": "This is another test run.",
    "substance_score": 0.20
  }
]