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Weekly Digests

Weekly digests are LLM-generated summaries of your team's activity over a one-week period. They combine quantitative metrics with natural language narrative to give managers a quick pulse check.

Overview

Each digest covers a Monday–Sunday window and can be generated at two scopes:

ScopeCoverage
Company-wideAll contributors across all teams
Per-teamContributors within a specific team

Digests are generated by Claude Sonnet, using commit data, scores, and work patterns as input. Typical cost: $0.003–0.01 per digest.

Content Sections

1. Tweetable Summary

A single-line summary of the week, designed to be skimmable:

"15 contributors shipped 142 commits across 6 projects — velocity up 12% from last week."

2. Activity Overview

Commits broken down by project and type:

  • Commits per project
  • Commit type distribution (feat, fix, refactor, etc.)
  • Comparison to previous week

3. Contributor Breakdown

Per-contributor summary:

FieldDescription
NameContributor name
CommitsCount for the week
Average scoreMean commit score
ProjectsWhich projects they worked in

4. Work Patterns

Team-level work pattern analysis:

  • Team streak — Consecutive days where at least one team member shipped
  • Sessions — Aggregate deep/medium/micro session counts, average duration
  • Focus areas — Per-contributor top areas and focus percentages
  • Commit sizes — S/M/L/XL distribution and complexity smells
  • Per-contributor breakdown — Individual work pattern highlights

5. Commit Type Breakdown

Aggregate type frequencies across the team, with automatic warnings:

Fix Ratio Warning

If more than 50% of commits are fixes, the digest flags this prominently. A high fix ratio sustained over multiple weeks may indicate quality issues, inadequate testing, or unstable releases.

6. Risk Signals

Two categories of risk are surfaced:

  • Gaming flags — Any commits flagged by the gaming detector, with details
  • Low-score commits — Commits scoring below 4.0, listed for review

7. Previous Week Comparison

A snippet from the prior week's digest is included for context, enabling trend awareness without switching between reports.

Generation Process

Status States

StatusMeaning
pendingDigest scheduled but not yet generated
generatingLLM is currently producing the content
completedDigest ready for viewing
failedGeneration failed (LLM error, timeout, etc.)

Cost

ComponentTypical Cost
Input tokens~2,000–5,000 tokens
Output tokens~1,000–2,000 tokens
Total per digest$0.003–0.01

For a company with 5 teams generating weekly digests: ~$0.25–0.50/month.

Built with intelligence, not surveillance.