Diffron

Git commit message and PR description generator using AMD Lemonade via lemonade-python-sdk.

Diffron is a production-ready reference implementation of the lemonade-python-sdk — submitted to the AMD Lemonade Developer Challenge 2026.

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Features

• 🤖 Auto Commit Messages - Generates Conventional Commits format messages from your staged changes
• 📝 PR Descriptions - Creates detailed PR titles and descriptions from branch diffs
• 🔌 Lemonade Integration - Works with your local Lemonade LLM server (no cloud required)
• 🪟 Cross-Platform - Works on Windows, Linux, and macOS with GitHub Desktop 3.5.5+ support
• ⚡ Auto-Detection - Automatically finds your running Lemonade instance
• 🎯 Curated Models - Easy model selection with recommended models for different tasks
• 🧠 AI-Aware - Automatically skips when AI coding agents (Claude, Copilot, Cursor, Aider, MiMo, Kilo, Qwen, etc.) are making commits

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Quick Start

1. Install AMD Lemonade Server

Lemonade is AMD's local LLM server for Ryzen AI PCs.

1. Download the installer from AMD Lemonade Releases
2. Run Lemonade_Server_Installer.exe
3. Launch Lemonade Server from the desktop shortcut
4. Download a model via the Lemonade UI (e.g., qwen3.5-0.8b-gguf - the new default!)

📚 Documentation: AMD Ryzen AI - Lemonade Setup

2. Install lemonade-python-sdk

Our Python SDK for AMD Lemonade API:

pip install lemonade-sdk

🔗 Source: github.com/Tetramatrix/lemonade-python-sdk

3. Configure Environment

Set Lemonade Server URL (Permanent):

Windows:

setx LEMONADE_SERVER_URL http://localhost:8020

Linux/macOS:

echo 'export LEMONADE_SERVER_URL="http://localhost:8020"' >> ~/.bashrc
source ~/.bashrc

Or Temporary (current session):

Windows:

set LEMONADE_SERVER_URL=http://localhost:8020

Linux/macOS:

export LEMONADE_SERVER_URL=http://localhost:8020

4. Install Diffron

pip install diffron

5. Setup Model (Important!)

Diffron comes with curated models. The default model works out of the box.

Default model: qwen2.5-it-3b-FLM (included with Lemonade)

To use a different model:

# List all curated models
diffron-setup-model --list

# Set a specific model (sets DIFFRON_MODEL env var permanently)
diffron-setup-model --model qwen3.5-0.8b-gguf

# Reset to default
diffron-setup-model

Or via Python API:

from diffron import list_available_models, get_default_model

# List all curated models
models = list_available_models()
for model in models:
    print(f"{model.name}: {model.description}")

# Get default model
default = get_default_model()
print(f"Default: {default.name}")

Or manually via environment variable:

Windows:

setx DIFFRON_MODEL "qwen3.5-0.8b-gguf"

Linux/macOS:

echo 'export DIFFRON_MODEL="qwen3.5-0.8b-gguf"' >> ~/.bashrc
source ~/.bashrc

5. Install Git Hooks

python -c "from diffron.git_hooks import install_hooks; install_hooks(global_install=True)"

6. Test It

# Make a change
echo "test" > test.txt
git add test.txt

# Commit - hooks generate the message automatically!
git commit -m "anything"

Expected output:

[master abc123] feat: add test.txt file
 1 file changed, 1 insertion(+)

---

Installation

Requirements

Software	Version	Purpose
Python	3.9+	Runtime
Git	2.0+	Version control
GitHub Desktop	3.5.5+	Git GUI (Windows)
lemonade-sdk	Latest	AMD Lemonade API client
Lemonade	Latest	Local LLM server

Full Installation Guide

See docs/SETUP.md for detailed Windows-specific instructions.

---

Usage

CLI Commands

# Install hooks globally
python -c "from diffron.git_hooks import install_hooks; install_hooks(global_install=True)"

# Generate PR description
python -c "from diffron import generate_pr_description; pr = generate_pr_description(); print(pr.format_output())"

# Check status (Lemonade, hooks, AI agent detection)
diffron status

# Check if AI agent is detected
python -c "from diffron import is_ai_agent_commit; print('AI agent:', is_ai_agent_commit())"

Python API

from diffron import DiffronClient

# Create client
client = DiffronClient()

# Generate commit message
msg = client.generate_commit_message()
print(msg)  # "feat: add user authentication"

# Generate PR description
pr = client.generate_pr_description(branch="feature/my-feature")
print(f"TITLE: {pr.title}")
print(f"DESCRIPTION: {pr.description}")

# Install hooks
client.install_hooks(global_install=True)

GitHub Desktop Workflow

1. Make changes to your files
2. Open GitHub Desktop
3. Enter any commit message (e.g., "auto")
4. Click "Commit to main"
5. Diffron replaces your message with AI-generated message

AI Agent Detection

Diffron automatically detects when an AI coding agent (Claude, Copilot, Cursor, Aider, Codex, Kilo, Mimo, Hermes, OpenCode, FreeBuff, etc.) is making a commit and skips message generation — the agent already produces good messages.

Check detection status:

diffron status

Output:

AI Agent Detection:
  ✓ AI agent detected — Diffron will skip this commit

How it works (3 layers):

1. Environment variables — Scans all env vars for AI agent keywords (CLAUDE, COPILOT, CURSOR, AIDER, CODEX, OPENAI, AGENT, BOT, etc.)
2. Git config — Checks user.name and user.email for AI patterns (e.g., "Claude", "Copilot", "ai@anthropic.com")
3. Message quality — If the commit message already follows Conventional Commits format (feat:, fix:, etc.), Diffron skips

Add custom detection patterns:

Windows:

set DIFFRON_SKIP_PATTERNS=MY_AI_TOOL,DEV_BOT

Linux/macOS:

export DIFFRON_SKIP_PATTERNS=MY_AI_TOOL,DEV_BOT

Or via git config:

git config diffron.skip-patterns "MY_AI_TOOL,DEV_BOT"

Test it manually:

Windows:

set CLAUDE_CODE_SESSION=1
diffron status

Linux/macOS:

CLAUDE_CODE_SESSION=1 diffron status

Python API:

from diffron import (
    is_ai_agent_commit,
    is_well_formed_commit,
    list_known_agents,
    list_agent_names,
    get_agents_by_type,
)

# Check if AI agent is detected
if is_ai_agent_commit():
    print("Skipping — AI agent detected")

# Check if message is already good
if is_well_formed_commit("feat: add new feature"):
    print("Skipping — message already follows Conventional Commits")

# List all known AI agents
agents = list_known_agents()
for agent in agents:
    print(f"{agent['name']} ({agent['type']})")

# List just the names
print(list_agent_names())

# Get agents by type
cli_agents = get_agents_by_type("cli")   # CLI coding agents
gui_agents = get_agents_by_type("gui")   # IDE/GUI plugins
cloud_agents = get_agents_by_type("cloud")  # Cloud environments
agent_frameworks = get_agents_by_type("agent")  # Agent frameworks

Known agents in the registry:

Category	Agents
CLI	Claude Code, Copilot CLI, Aider, Codex CLI, Amazon Q, Cline, Windsurf, Continue.dev, Tabnine, Cody, Augment, MarsCode, PearAI, Void, Supermaven, MiMo Code, Kilo Code, Hermes, FreeBuff, OpenCode, Qwen Coder
GUI	Cursor, Windsurf IDE, Copilot (VS Code), Cline (VS Code), Continue.dev (VS Code), Tabnine, Amazon Q (VS Code), Cody (VS Code), MarsCode, JetBrains AI
Cloud	GitHub Codespaces, GitPod, Replit
Agent	Devin, SWE-agent, OpenHands, AutoCodeRover, Mintlify

---

Configuration

Environment Variables

Variable	Default	Description
LEMONADE_SERVER_URL	http://localhost:8020	Lemonade server URL
DIFFRON_MODEL	qwen2.5-it-3b-FLM	Model name to use
DIFFRON_MAX_DIFF_CHARS	4000	Max diff characters
DIFFRON_SKIP_PATTERNS	(empty)	Comma-separated env var names to check for AI agent detection

Curated Models

Diffron comes with a collection of curated models optimized for different use cases:

Model ID	Description	Parameters	Best For
qwen2.5-it-3b-FLM ⭐	Qwen 2.5 IT — Default, reliable	3B	Commit messages, PR descriptions
qwen3.5-0.8b-gguf	Qwen 3.5 — Lightweight & fast	0.8B	Quick commits, low-resource PCs
qwen2.5-7b-gguf	Qwen 2.5 — Larger model	7B	Complex analysis, code review
llama-3.2-3b-gguf	Llama 3.2 — Alternative	3B	General purpose

Change Model

# Set a curated model
diffron-setup-model --model qwen3.5-0.8b-gguf

# List available models
diffron-setup-model --list

Or manually:

Windows:

setx DIFFRON_MODEL "qwen3.5-0.8b-gguf"

Linux/macOS:

echo 'export DIFFRON_MODEL="qwen3.5-0.8b-gguf"' >> ~/.bashrc
source ~/.bashrc

Python API

from diffron import DiffronClient

# Use a curated model by name
client = DiffronClient(model="qwen2.5-7b-gguf")

# Get model configuration
from diffron import get_model_config
config = get_model_config("qwen3.5-0.8b-gguf")
if config:
    print(f"Best for: {config.best_for}")
    print(f"Parameters: {config.parameters}")

---

Documentation

Document	Description
SETUP.md	Complete installation guide for Windows
HOOKS.md	Git hooks architecture and internals
USAGE.md	Detailed usage examples

---

Related Projects

Tetramatrix Projects

Project	Description
lemonade-python-sdk	🍋 AMD Lemonade Challenge Submission - Python SDK for AMD Lemonade API
Diffron	Production-ready reference implementation using lemonade-python-sdk (this repo)
Aicono	AI Assistant (Desktop App)
TabNeuron	Browser Connector / Memory
Sorana	Advanced AI Interface
RyzenZPilot	Hardware Optimization

Note: Lemonade is AMD's local LLM server for Ryzen AI PCs. Diffron uses lemonade-python-sdk to communicate with Lemonade's API.

🏆 AMD Lemonade Developer Challenge 2026: This project demonstrates the capabilities of lemonade-python-sdk as a real-world application built on AMD Lemonade.

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How It Works

┌─────────────────────────────────────────────────────────┐
│ 1. User makes changes and runs: git commit              │
└─────────────────────────────────────────────────────────┘
                          ↓
┌─────────────────────────────────────────────────────────┐
│ 2. Git hook executes prepare-commit-msg                 │
│    - Location: C:/Users/Name/.diffron-hooks/            │
└─────────────────────────────────────────────────────────┘
                          ↓
┌─────────────────────────────────────────────────────────┐
│ 3. Hook checks for skip conditions:                     │
│    - Merge / rebase / amend → skip                      │
│    - AI agent detected → skip                           │
│    - Message already well-formed → skip                 │
└─────────────────────────────────────────────────────────┘
                          ↓
┌─────────────────────────────────────────────────────────┐
│ 4. Hook reads staged diff: git diff --cached            │
└─────────────────────────────────────────────────────────┘
                          ↓
┌─────────────────────────────────────────────────────────┐
│ 5. Hook calls Lemonade API                              │
│    - URL: http://localhost:8020/api/v1                  │
│    - Model: qwen3.5-0.8b-gguf (default)                 │
└─────────────────────────────────────────────────────────┘
                          ↓
┌─────────────────────────────────────────────────────────┐
│ 6. AI generates Conventional Commit message             │
│    - "feat: add user authentication module"             │
└─────────────────────────────────────────────────────────┘
                          ↓
┌─────────────────────────────────────────────────────────┐
│ 7. Git opens editor with generated message              │
│    - User can review/modify before saving               │
└─────────────────────────────────────────────────────────┘

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Troubleshooting

Lemonade Not Detected

# Start Lemonade
lemonade serve qwen3.5-0.8b-gguf

# Verify URL
echo $LEMONADE_SERVER_URL  # Linux/macOS
echo %LEMONADE_SERVER_URL%  # Windows

Hooks Not Working

# Check GitHub Desktop version (must be 3.5.5+)
# Help → About

# Verify hooks path
git config --global core.hooksPath

# Reinstall hooks
python -c "from diffron.git_hooks import install_hooks; install_hooks(global_install=True)"

Model Not Found (404)

# Download model
lemonade pull qwen3.5-0.8b-gguf

# Verify model name
diffron-setup-model --list

Wrong Model Being Used

Symptom: Logs show old model name despite installation.

Cause: DIFFRON_MODEL environment variable overrides the default.

Solution:

# Check current value
echo $DIFFRON_MODEL  # Linux/macOS
echo %DIFFRON_MODEL%  # Windows

# Reset to recommended
diffron-setup-model --model qwen3.5-0.8b-gguf

# Or remove override (uses default from curated models)
diffron-setup-model

See docs/SETUP.md for complete troubleshooting guide.

Diffron Not Generating Messages (AI Agent Detected)

Symptom: git commit works but Diffron doesn't generate a message.

Cause: An AI agent environment variable is detected (e.g., CLAUDE_CODE_SESSION, CURSOR_SESSION_ID).

Solution:

# Check what's being detected
diffron status

# If false positive, add the env var to exclude list
# (or unset the triggering env var)

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License

MIT License - see LICENSE for details.

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Contributing

Contributions welcome! This is an open source project.

1. Fork the repository
2. Create a feature branch
3. Make your changes
4. Run tests
5. Submit a pull request

Development Setup

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

Run Tests

pytest tests/

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Acknowledgments

• Lemonade - Local LLM server by the Lemonade team
• GitHub Desktop - Git GUI with hooks support (3.5.5+)
• Conventional Commits - Commit message format specification

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Version: 0.1.9 | Last updated: 2026-07-11