Roll-Call Uses AI to Generate Daily Standups From GitHub and Linear Activity

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Roll-Call is an open-source AI tool that automatically drafts daily standup updates by reading a team's GitHub pull requests and commits and its Linear issues. Each night it separates completed work from ongoing tasks and links issues to the PRs that implement them, then uses an open-weight Gemma model to write a plain-English update per team member. The reports are stored in MongoDB Atlas and uploaded to Backboard, where a chat agent can answer questions about the team's history. The project is aimed at small remote teams of roughly 5 to 20 people and at agencies managing client repositories. Its developer shared an unedited sample report that tracks the tool's own development.

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