autodaily is a command-line tool that seamlessly summarizes your daily coding activities based on your git commits. Quickly summarize your progress and plan for your daily standup meeting.
It's completely local, therefore no code ever leaves your computer.
- Create a Python (>= 3.11) virtual environment
git clone https://github.com/mathpn/autodaily.git
cd autodaily
python3 -m venv ./venv
source venv/bin/activate-
Ensure a recent version of git is installed
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Install Python requirements
pip install -r requirements.txtCall main.py passing the paths to all repositories you want to summarize, for instance:
python main.py --repo-paths ~/Documents/repo1 ~/Documents/repo2An open-source LLM is used to summarize git commits and diffs into task and achievements descriptions.
This is achieved with Langchain through a map-reduce chain:
- Each commit is formatted to plain text (message, branch, and diff)
- Map: the LLM summarizes each commit into task descriptions and achievements
- Collapse: if all outputs of the map step combined exceed the maximum context-length, a summarization prompt is used to shorten the documents
- Reduce: the LLM combines all outputs into a single list of tasks and achievements
The pipeline above is applied iteratively to each repository.
MIT