Documentation Assistant

Inspiration:

Every developer knows the pain: Writing documentation after coding is boring. Architecture diagrams are always outdated. Changelogs never match what was actually built.

We wanted a tool that keeps documentation, diagrams, and changelogs always in sync—without extra effort. That’s where FLUX.1 Kontext [dev] came in.

What it does:

Documentation Assistant (Kontext AutoPilot): Watches every Git commit Summarizes code changes using FLUX.1 Kontext [dev]

Generates:

Human-readable documentation Updated architecture diagrams (Mermaid) Release-ready changelogs Integrates with VS Code and GitHub Actions Runs both locally (for privacy) or in cloud mode for teams

How we built it:

Git Hooks capture code diffs on each commit. Context Builder converts diffs into structured prompts. FLUX.1 Kontext [dev] processes context → outputs documentation, diagrams, and summaries. VS Code Extension shows results live inside the editor. GitHub Action commits docs back to the repo automatically. Docker Setup supports offline local deployment for secure environments.

Challenges we ran into:

Making context prompts efficient for large codebases. Keeping generated docs incremental—updating only changed files, not rewriting everything. Ensuring offline mode worked seamlessly without cloud dependencies. Managing diagram generation for complex architectures without human tweaking.

Accomplishments that we're proud of:

Fully working real-time doc generation pipeline. Seamless VS Code + GitHub Actions integration. Offline mode for private codebases using local FLUX.1 Kontext [dev] weights. One-click solution that saves developers hours of repetitive work.

Challenges:

FLUX.1 Kontext [dev] handles code + natural language context impressively well. Automated documentation is not just possible—it can be developer-friendly with the right UX. Local + cloud hybrid workflows are crucial for real-world adoption.

What's next for the period:

Add AI-powered code reviewers for performance & security suggestions. Support for multi-language projects (Python, JS, Java, C++). Slack / Teams integration for real-time changelog updates. Training LoRA models for company-specific documentation styles.GitPython

Built With

• cli
• docker
• express.js
• fastapi
• github
• gitpython
• javascript
• markdown
• mermaid
• node.js
• openai
• prettier
• python
• railway
• vs
• yaml