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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

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