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Project description
news-recap
news-recap is a CLI-first pipeline for collecting, cleaning, deduplicating news
and producing daily recaps with LLM agents.
Instead of throwing raw headlines into one oversized prompt, news-recap processes
news through a layered recap workflow that reduces noise, groups related stories,
and produces a cleaner daily digest.
The pipeline drives CLI agents such as Codex, Claude Code, and Gemini CLI, so heavy daily summarization can run on flat-rate subscriptions instead of per-token APIs.
See Pipeline spec for the pipeline details.
Cost
Each digest pipeline run consumes roughly 3-4% of the weekly CLI agent subscription quota (~$0.19 per run, ~$6/month at daily use).
The dollar figures are approximate. The pipeline runs under flat-rate subscriptions (Codex, Claude Code, Gemini CLI at ~$20/month), so the quota would mostly go unused anyway.
Documentation
Developers
For development you need uv installed.
Bootstrap the environment and install pre-commit hooks:
source ./activate.sh
pre-commit install
Run all checks:
uv run inv pre
Allure test report
Scripts
Install uv first. It is used both for package installation and for development automation.
For a list of available scripts run:
uv run invoke --list
For more information about a script run:
uv run invoke <script> --help
Coverage report
Created with cookiecutter using template
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