Read-only OAuth • Metadata only • SOC 2 Type II in progress

Connect your stack. See what's missing.

Zamski unifies your engineering tools to surface blind spots: orphaned tickets, blocked chains, stale priorities. We start with your ticketing system, validate data quality, then expand.

Schedule OnboardingHow it works
Zamski integration grid showing connected status for Jira, GitHub, Slack, Google Calendar, Microsoft Teams, and Zoom
Zamski Intelligence Dashboard
Connected Integrations
JIRA
acme-engineering
94%
Healthy
GitHub
acme-eng
98%
Healthy
Slack
ACME Corp
100%
Healthy
Google Calendar
Personal
100%
Healthy
96
Overall Health
Live Insights
3 tickets blocked by INFRA-234
Sarah has expertise in auth-service
7 tickets stale for 2+ weeks
Total Items
34,170
Linked
89%
Active Users
47
Insights Today
12
Live

Onboarding in four phases

We don't just connect. We validate data quality at each step.

Phase 1

Ticketing System

Start with JIRA, Linear, or your primary issue tracker. We analyze ticket health, identify patterns, and surface data quality issues.

Missing descriptionsStale prioritiesOrphaned ticketsAssignment patterns
Phase 2

Git Provider

Connect GitHub or GitLab to link code activity to tickets. See which PRs relate to which issues.

PR-to-ticket linkageReview bottlenecksMerge patternsBranch hygiene
Phase 3

Chat Platform

Add Slack or Teams to find discussions about your work. Connect decisions to actions.

Decision trackingContext discoveryTeam patternsCross-channel mentions
Phase 4

Calendar & Meetings

Personal integrations for individual productivity insights and meeting intelligence.

Meeting load analysisAction item trackingScheduling patternsFocus time

Global Integrations

Connected once by an admin. Benefits the entire organization.

Ticketing & Project Management

JIRA logo

JIRA

Live

Project management and issue tracking. The foundation of engineering intelligence.

2 min setupRead-only OAuth
Linear logo

Linear

Coming Soon

Modern issue tracking for high-velocity teams.

2 min setupRead-only OAuth

Git & Version Control

GitHub logo

GitHub

Coming Soon

Connect code activity to project work. See PR-to-ticket linkage.

3 min setupRead-only OAuth
GitLab logo

GitLab

Coming Soon

DevOps platform integration with merge request intelligence.

3 min setupRead-only OAuth

Chat & Communication

Slack logo

Slack

Coming Soon

Find discussions and decisions related to your work.

2 min setupRead-only OAuth
Microsoft Teams logo

Microsoft Teams

Coming Soon

Enterprise chat integration for cross-team visibility.

3 min setupRead-only OAuth

Personal Integrations

Connected by each individual. Insights visible only to you.

Google Calendar logo

Google Calendar

Live

Scheduling intelligence and availability insights.

1 min setupRead-only OAuth
O

Outlook Calendar

Live

Microsoft calendar sync for scheduling intelligence.

1 min setupRead-only OAuth
Zoom logo

Zoom

Live

Meeting intelligence with entity detection and action items.

2 min setupRead-only OAuth

AI Coding Agents

Zamski reads from your engineering tools. It gives context to your AI coding agents via the MCP Server. Your agents get organizational awareness without you copy-pasting.

npx @zamskiinc/mcp-server

Claude Code

MCP Ready

Full MCP support. Zamski context available in every session.

Cursor

MCP Ready

MCP integration built in. Ask about tickets, PRs, and team patterns.

Windsurf

MCP Ready

Native MCP support. Organizational context alongside your code.

Copilot

Coming Soon

MCP support announced. Zamski integration available on launch.

Learn more about MCP integration

Enterprise Security

Encryption in transit
TLS 1.3
Encryption at rest
AES-256
Compliance
SOC 2 Type II (in progress)
Data retention
Configurable by org
Access control
Role-based (RBAC)
Audit logs
Full trail available

Frequently Asked Questions

We store metadata and processed insights, not raw content. For example, we know a PR exists and links to ticket X, but we don't store the code diff. Meeting transcripts are processed in memory to extract entities and action items, then discarded.

Ready to see what you're missing?

Most teams discover data quality issues in their first week. Schedule onboarding to get started.

Schedule OnboardingGet a 7-Day Finding