inceptbench 2.4.0

Comprehensive benchmark and evaluation framework for educational AI question generation

InceptBench

Educational content evaluation framework using LLM-based analysis.

Website • Benchmarks • API Endpoint • API Docs • GitHub

Overview

InceptBench evaluates educational content across multiple quality dimensions:

• Automated Classification - Determines content type (question, quiz, reading, etc.)
• Hierarchical Evaluation - Decomposes complex content and evaluates bottom-up
• Comprehensive Metrics - 8-11 metrics per content type with scores and reasoning
• Curriculum-Aware - Integrates curriculum standards via vector store search

Installation

pip install inceptbench

System Dependencies

InceptBench requires system-level Cairo libraries for inline SVG image analysis. Without these, SVG images in educational content will not be analyzed.

macOS:

brew install cairo pango gdk-pixbuf libffi

Ubuntu/Debian:

sudo apt-get install -y libcairo2 libpango-1.0-0 libpangocairo-1.0-0 libgdk-pixbuf2.0-0 libffi-dev

Windows: Follow the GTK3 installer for Windows or install via MSYS2:

pacman -S mingw-w64-x86_64-cairo mingw-w64-x86_64-pango mingw-w64-x86_64-gdk-pixbuf2

CLI Usage

# Create sample input file
inceptbench example

# Evaluate from JSON file
inceptbench evaluate content.json

# Evaluate raw content
inceptbench evaluate --raw "What is 2+2? A) 3 B) 4 C) 5 D) 6"

# Save results to file
inceptbench evaluate content.json -o results.json

# Check version
inceptbench --version

REST API

The production API is available at https://api.inceptbench.com

# Health check
curl https://api.inceptbench.com/health

# Interactive docs
# Visit: https://api.inceptbench.com/docs

# Evaluate content
curl -X POST https://api.inceptbench.com/evaluate \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer your-api-key" \
  -d '{"generated_content": [{"content": "What is 2+2? A) 3 B) 4 C) 5 D) 6"}]}'

Programmatic Usage (Python)

import asyncio
from inceptbench_new import EvaluationService

async def main():
    service = EvaluationService()
    result = await service.evaluate(
        content="What is 2+2? A) 3 B) 4 C) 5 D) 6",
        curriculum="common_core"
    )
    print(f"Score: {result.overall.score:.2f}")

asyncio.run(main())

Input Format

{
  "generated_content": [
    {
      "id": "q1",
      "curriculum": "common_core",
      "request": {
        "grade": "7",
        "subject": "mathematics",
        "type": "mcq",
        "difficulty": "medium",
        "locale": "en-US",
        "skills": {
          "lesson_title": "Congruent and Similar Triangles",
          "substandard_id": "CCSS.MATH.CONTENT.7.G.A.1+3"
        },
        "instruction": "A real-world problem involving congruent and similar triangles"
      },
      "content": "Triangle ABC is similar to triangle DEF. If AB = 6 cm and DE = 9 cm, what is the ratio of their corresponding sides?"
    }
  ]
}

Content Item Fields

Field	Required	Default	Description
content	Yes	-	Content to evaluate (string or JSON)
id	No	Auto-generated	Unique identifier
curriculum	No	common_core	Curriculum for alignment
request	No	null	Generation metadata (see below)

Request Metadata Fields (all optional)

Field	Description
grade	Grade level (e.g., "7", "K", "12")
subject	Subject area (e.g., "mathematics", "english")
type	Content type (e.g., "mcq", "fill-in", "article")
difficulty	Difficulty level (e.g., "easy", "medium", "hard")
locale	Locale/language code (e.g., "en-US", "es-MX")
skills	Skills info (JSON object or string)
instruction	Generation instruction/prompt

Images

Images are automatically detected from content. Include as:

• Direct URLs: https://example.com/image.png
• Markdown: ![alt](https://example.com/image.png)
• HTML: <img src="https://example.com/image.png">
• Inline SVG: <svg>...</svg> (requires Cairo system libraries, see System Dependencies)

Content Types

The evaluator automatically classifies content into:

Type	Description
question	Single educational question
quiz	Multiple questions together
fiction_reading	Fictional narrative passages
nonfiction_reading	Informational passages
other	General educational content

Documentation

For complete documentation, input format details, and developer guides:

View Full Documentation on GitHub

License

Proprietary - Copyright Trilogy Education Services