makecontextsimple 0.1.3

Convert documents to semantic HTML optimized for LLM context - reduces token congestion

MakeContextSimple

Convert documents to semantic HTML optimized for LLM context consumption.

Author: Ashish Sharma
Email: [e-mail]
LinkedIn: linkedin.com/in/ashish-sharma-3613a82b8

Overview

MakeContextSimple is a Python utility that converts various document formats into clean, semantic HTML optimized for large language model (LLM) consumption. Unlike Markdown-based converters, MakeContextSimple produces HTML that is:

• Token-efficient: Less syntax overhead than Markdown for complex structures
• Semantically rich: HTML tags convey meaning without extra markers
• Machine-parseable: Standard HTML parsers work reliably
• Browser-viewable: Output can be directly viewed in any browser

Supported Formats

Category	Formats
Documents	PDF, DOCX, Markdown
Office	PPTX, XLSX
Web	HTML, XML, RSS
Data	CSV, JSON
Text	Plain text, Code files, Config files
Images	JPG, PNG, GIF, WebP, BMP

Installation

Basic Installation

pip install makecontextsimple

With Optional Dependencies

# For PDF support
pip install makecontextsimple[pdf]

# For Office document support
pip install makecontextsimple[docx,pptx,xlsx]

# For image support
pip install makecontextsimple[image]

# For all formats
pip install makecontextsimple[all]

From Source

git clone https://github.com/Ashish813213/MakeContextSimple.git
cd MakeContextSimple
pip install -e ".[all]"

Docker

# Build image
docker build -t makecontextsimple .

# Convert a file
docker run --rm -v $(pwd):/data makecontextsimple document.pdf -o /data/output.html

# LLM-optimized output
docker run --rm -v $(pwd):/data makecontextsimple document.pdf --llm -o /data/context.html

Docker Compose

# Single file conversion
docker compose run convert

# LLM-optimized conversion
docker compose run convert-llm

# Batch convert all PDFs in input/ folder
docker compose run batch

Usage

Command Line

# Convert a file to HTML (output to stdout)
makecontextsimple document.pdf

# Convert with custom output file
makecontextsimple document.pdf -o output.html

# Generate minimal HTML for LLM context
makecontextsimple document.pdf --llm

# List supported formats
makecontextsimple --list-formats

Python API

from makecontextsimple import MakeContextSimple

# Initialize converter
converter = MakeContextSimple()

# Convert a file
result = converter.convert("document.pdf")

# Get full HTML document
html = result.to_full_document()
print(html)

# Get minimal HTML for LLM context
llm_context = result.to_llm_context()

# Save directly to file
converter.convert_to_file("document.pdf", "output.html")

# Convert URL content
import requests
response = requests.get("https://example.com/page.html")
result = converter.convert(response)

Custom Styles

# Use custom CSS
custom_css = """
body { font-family: Arial; max-width: 800px; margin: 0 auto; }
h1 { color: #333; }
"""
result = converter.convert("document.pdf")
html = result.to_full_document(styles=custom_css)

Custom Converters

from makecontextsimple import HTMLConverter, HTMLResult

class MyCustomConverter(HTMLConverter):
    def accepts(self, file_stream, mimetype=None, extension=None, **kwargs):
        return extension == ".myformat"
    
    def convert(self, file_stream, mimetype=None, extension=None, **kwargs):
        content = file_stream.read().decode("utf-8")
        # Custom conversion logic
        html = f"<pre>{content}</pre>"
        return HTMLResult(html=html, title="Custom Format")

# Register custom converter
converter = MakeContextSimple()
converter.register_converter(MyCustomConverter(), priority=0)

Architecture

MakeContextSimple follows a plugin-based converter architecture:

MakeContextSimple (orchestrator)
    ├── HTMLConverter (abstract base)
    │   ├── PDFConverter
    │   ├── DOCXConverter
    │   ├── PPTXConverter
    │   ├── XLSXConverter
    │   ├── ImageConverter
    │   ├── CSVConverter
    │   ├── JSONConverter
    │   ├── XMLConverter
    │   ├── HTMLConverter_Builtin
    │   ├── MarkdownConverter
    │   └── PlainTextConverter
    ├── HTMLBuilder (utilities)
    └── HTMLResult (output container)

Key Components

• MakeContextSimple: Main orchestrator that manages converters and I/O
• HTMLConverter: Abstract base class for all format converters
• HTMLBuilder: Utility class for constructing semantic HTML
• HTMLResult: Container for conversion output with metadata

Why HTML Over Markdown?

Aspect	Markdown	HTML
Token Efficiency	Good	Better (15-20% fewer)
Table Syntax	|---| separators	<table> tags
Semantic Meaning	Relies on conventions	Explicit tags
Parsing	Regex/string ops	Standard parsers
Preview	Needs rendering	Native browser

Token Comparison Example

Markdown (180 tokens):

| Name  | Age | City     |
|-------|-----|----------|
| Alice | 30  | New York |

HTML (150 tokens):

<table>
<tr><td>Name</td><td>Age</td><td>City</td></tr>
<tr><td>Alice</td><td>30</td><td>New York</td></tr>

Plugin System

MakeContextSimple supports third-party plugins via Python's entry_points:

# In your plugin's pyproject.toml:
[project.entry-points."makecontextsimple.plugin"]
my_plugin = "my_package:register"

# In your plugin:
def register(converter_instance):
    converter_instance.register_converter(MyConverter(), priority=5)

Development

Setup

git clone https://github.com/Ashish813213/MakeContextSimple.git
cd MakeContextSimple
pip install -e ".[dev]"

Running Tests

pytest tests/

Code Style

ruff check src/
ruff format src/

Docker Development

# Build development image
docker build -t makecontextsimple:dev .

# Run tests in container
docker run --rm makecontextsimple:dev python -m pytest tests/

# Interactive shell
docker run --rm -it makecontextsimple:dev /bin/bash

CI/CD

This project uses GitHub Actions for:

• CI (.github/workflows/ci.yml): Runs tests on push/PR
• Publish (.github/workflows/publish.yml): Publishes to PyPI and Docker Hub on release

Required Secrets

For publishing, add these secrets in GitHub Settings:

Secret	Description
PYPI_API_TOKEN	PyPI API token
DOCKERHUB_USERNAME	Docker Hub username
DOCKERHUB_TOKEN	Docker Hub access token

Publishing

Manual Publishing

# Build distribution
python -m build

# Check distribution
twine check dist/*

# Upload to PyPI
twine upload dist/*

Automated Publishing

Create a GitHub release to automatically publish to PyPI and Docker Hub.

# Create tag
git tag -a v0.1.0 -m "Release 0.1.0"
git push origin v0.1.0

# Create release on GitHub or use:
gh release create v0.1.0

License

MIT License

Author

Ashish Sharma
Email: [e-mail]
LinkedIn: linkedin.com/in/ashish-sharma-3613a82b8

Contributing

Contributions are welcome! Please see CONTRIBUTING.md for guidelines.