Coordination Intelligence

Your AI agents ship code.
Then collide with your team's.

Three engineers edit the same service. The AI agent opens eight PRs. The reviewer has no focus time. You find out in the retro.

Zamski watches GitHub, Jira, Slack, and your calendar. When work across those systems stops adding up, it names the engineers, the files, and the gap. Not a dashboard. An incident report before the incident.

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Read-only. No code access. No credit card. SOC 2 Type II.

10:47 AM. Sarah opens auth/middleware.ts in Claude Code

⚠Zamski

Marcus has been in this file for 23 minutes. He has 2 open PRs touching auth/middleware.

PR #234  refactor token expiry
PR #236  add refresh logic
Message MarcusSee his PRs →

10:47 AM. Sarah messages Marcus before writing a single line.

Works in Claude Code, Cursor, and Windsurf via MCP.

The real story lives between your tools.

GitHub shows stale PRs. Slack shows frustration. Jira shows "on track." Calendar shows unavailability. Only together do they reveal a capacity constraint.

We call that gap The Offline. The work that happened, mattered, and influenced outcomes but was never connected across systems of record. By the time it surfaces, the sprint is already lost.

ZamskiReview bottleneck forming - 3 PRs blocked, reviewer unavailable, team unaware
Zamski combining signals from GitHub, Slack, Jira, and Calendar into one coordinated view

What Zamski Does

Finds gaps your tools cannot see alone.

GitHub shows 3 stale PRs. Jira says on track. Slack has a 40-message thread about being blocked. Your calendar shows the reviewer is OOO. Zamski connects those four signals into one pattern.

  • ·No configuration. No tagging. No process change.
  • ·Named engineers. Specific files. Exact dates.
  • ·Running before the first agent session opens.
Knows the historyGitHub, Jira, Slack, Calendar
Works via MCPClaude Code, Cursor, Windsurf, Devin
No code changesRead-only. Nothing to install.

Try it on any public repo

Three PRs blocked. Twelve days. Nobody filed a ticket.

Nobody filed it. The work wrote it — review wait 5.1x your team baseline, getting worse.

ARC Narrative - AI Synthesized, Cycle 3

Review Bottleneck in react-reconciler

facebook/reactForming5 signals5.1x team P75
Three pull requests in the react-reconciler module have been blocked for over 12 days without reviewer assignment. The affected PRs span authentication refactoring work by alice, bob, and charlie, representing 60% of the module's active contributors. Review wait time is 5.1x the team's P75 baseline of 14 hours.
^ Pattern confirmed across 3 consecutive checks
^ Widening - 2 additional PRs since last analysis
> Related: coordination gap in same module (capacity constraint)
Zamski surfaces this ARC because the coordination pattern spans multiple systems. It does not assign blame or require action. You decide what it means.

Connect a repo. See findings in 5 minutes.

Free. No setup. Point it at any public repo.

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We connect to your tools and show you what your dashboards miss. No commitment.

Results depend on your integrations and how your team works.