Your Daily Engineering Brief, Ready Before Standup

Zero is an AI engineering agent that builds a daily engineering brief. Every morning it pulls live data from GitHub, Linear, Sentry, and Plausible, computes 7-day rolling averages, flags anomalies, and posts a formatted brief to Slack before standup.

Zero connects:SlackGitHubLinearSentryPlausible

What Zero delivers: a daily engineering brief

Explore a sample AI-generated daily engineering brief, presented as a slide deck: yesterday's merged and open pull requests, production deploys, an active incident, sprint progress, and product signals, each compared to a trailing average. The data is illustrative; the deck is a real output Zero can generate from GitHub, Linear, Sentry, and Plausible.

Zero · Automation deckSample data

Agent summary

Zero compiled 14 merged pull requests, 11 open PRs, 5 production deploys, 12 closed Linear issues, one active P1 incident, and Plausible signups up 18 percent into one brief, then posted it to Slack before standup.

Pull requests merged
149 features · 5 fixes
Production deploys
50 rollbacks
Signups (Plausible)
137+18% vs 7-day avg
Open the full daily engineering brief

What is a daily engineering brief?

A daily engineering brief is a short morning summary of what an engineering team shipped, what is in progress, and what needs attention: pull requests, deploys, incidents, sprint progress, and product signals in one place. Zero acts as an AI engineering agent across GitHub, Linear, Sentry, and Plausible. It merges the numbers, compares them to a trailing 7-day average, flags anomalies, and posts the brief to Slack. The result is a consistent daily engineering brief automation that starts standup already aligned.

Why standup starts without the full picture

Every morning someone opens four different tabs: GitHub for PR activity, Linear for sprint progress, Sentry for overnight errors, and Plausible for traffic trends. They manually compare today's numbers to what they remember from last week and try to spot anything unusual before the standup. That cross-referencing takes 15 to 20 minutes and relies on memory. Zero runs before standup, pulls live data from all four sources, computes 7-day rolling averages, flags anything that deviates significantly, and posts a clean four-section brief to Slack before anyone opens their laptop.

How Zero builds your daily engineering brief

Step 1: Connect your tools

GitHub
GitHub
Required
Zero reads PRs merged, issues opened and closed, and commit counts. Required for the Engineering Activity section.
Connect
Slack
Slack
Required
Zero posts the formatted brief and threads any follow-up analysis into the same message. Required for delivery.
Connect
Linear
Linear
Optional
Zero reads issue creation, in-progress work, and backlog count for the Project Tracker section. Optional.
Connect
Sentry
Sentry
Optional
Zero reads unresolved error counts and new issue volume for the Errors and Reliability section. Optional.
Connect
Plausible
Plausible
Optional
Zero reads visitor counts, pageviews, and bounce rate for the Web Traffic section. Optional.
Connect

Step 2: Ask Zero

@Zero every weekday at 8:30am, pull live data from Plausible, Sentry, GitHub, and Linear, flag anomalies vs the 7-day rolling average, and post a formatted 4-section daily brief to #engineering.
Zero pulls live data from each source
Zero queries GitHub for PRs merged, issues opened and closed, and commits. It pulls Linear for issues created, in-progress work, and backlog count. If configured, it also queries Sentry for error counts and Plausible for visitor and pageview metrics.
7-day rolling averages computed
For each metric, Zero fetches the same data for the prior seven days and computes a daily average. This gives a stable baseline that accounts for weekends, deploys, and team size changes.
Anomalies flagged automatically
Zero compares today's numbers to the rolling average and flags anything that deviates significantly. A spike in merged PRs might indicate a coordinated refactor; a drop in Plausible traffic might signal a deploy issue; a surge in issues opened might mean a new bug surface was discovered.
Four-section brief posted to Slack
Zero posts a structured message with one section per source: Web Traffic, Errors and Reliability, Engineering Activity, and Project Tracker. Each section lists today's numbers, the 7-day average, and a plain-language anomaly note where applicable.

Step 3: Take it further

Drill into an anomaly
Ask Zero to investigate a spike directly from the brief thread
@Zero the 572% PR spike in today's brief - list all those PRs and group them by label or title prefix so I can see what the team was shipping.
Fix a broken connector
Resolve a missing token so all four sections have live data
@Zero check which connectors are missing or misconfigured for the daily brief and tell me what tokens I need to set.
Add a custom threshold
Only get alerted when a metric crosses a meaningful threshold
@Zero update the daily brief schedule to only flag anomalies that are more than 3x the 7-day average. For smaller deviations, just include the number without a flag.

Zero vs. manual standup prep vs. dashboards

A daily engineering brief is the first thing a team reads each morning. Instead of clicking through GitHub, Linear, Sentry, and analytics tabs, Zero assembles the same picture automatically and posts it where the team already talks.

Manual standup prep

A lead opens GitHub, Linear, Sentry, and Plausible, copies the highlights into a message, and repeats it every morning. It works, but it is 15 to 20 minutes of repetitive gathering and it is easy to miss a stalled review or a fresh incident.

Dashboards

Dashboards show live charts, but someone still has to open them, read across tabs, compare today to a normal day, and decide what matters. They surface data; they do not write the brief or push it to the team.

Zero's engineering brief automation

Zero runs the whole brief end to end: pull merged and open PRs, closed and blocked issues, active incidents, and product metrics, compare them to the trailing 7-day average, flag anomalies, and post a formatted brief to Slack. Scheduled and on-demand runs use the same workflow.

Tips for better results

Schedule the brief 15 to 20 minutes before your standup so the team can see it before the meeting starts.
Start with GitHub and Slack only. Once the brief is running reliably, add Sentry and Plausible one at a time to validate each connector before expanding.
Add a custom threshold note to your prompt to reduce noise. For example, only flag metrics that are more than 2x the rolling average so minor day-to-day variation does not trigger alerts.

Frequently asked questions

How do I automate a daily engineering brief for standup?

Connect GitHub and Slack to Zero, with Linear, Sentry, and Plausible optional, then give it a schedule or an on-demand prompt. Zero pulls merged and open pull requests, closed and blocked issues, active incidents, and product metrics, compares them to a trailing average, and posts a formatted brief to your Slack channel before standup.

What should a daily engineering brief include?

A useful brief covers what shipped (merged PRs and deploys), what is in progress or blocked (open PRs and Linear issues), what needs attention (stale reviews and incidents), and how the product is doing (signups and active users). Zero assembles all of these and highlights the single most important item first.

How does Zero flag anomalies in the brief?

Zero compares each metric, such as PR throughput, deploys, incident count, and signups, against its trailing 7-day average and marks values that deviate meaningfully, so a drop in merges or a spike in errors surfaces at the top instead of hiding in a chart.

Which tools does the daily engineering brief connect to?

GitHub and Slack are the core: GitHub supplies pull requests and deploys, and Slack receives the brief. Linear adds sprint and blocker context, Sentry adds incident and reliability signals, and Plausible adds product usage. Optional connectors are simply skipped when they are not connected.

Can Zero post the engineering brief on a schedule?

Yes. Create an automation that runs every weekday morning before standup. Zero builds the brief from the last 24 hours, compares it to the trailing average, and posts it to the channel you choose. You can also trigger it on demand at any time.

Build your first engineering brief

Connect GitHub and Slack, and optionally Linear, Sentry, and Plausible. Use the same morning-brief prompt to see the workflow run without assembling it by hand.

@Zero every weekday at 8:30am, pull live data from Plausible, Sentry, GitHub, and Linear, flag anomalies vs the 7-day rolling average, and post a formatted 4-section daily brief to #engineering.