TICKET INTELLIGENCE
Turn a ticket into a plan before you start.
Mapnostics reads your GitHub, Jira, or Azure DevOps issues, estimates the effort with a stated buffer, names every file the fix is likely to touch with a risk level, and suggests an approach — all traced from your real dependency graph, not a language model's guess.
Effort estimates with their working shown
A raw estimate, a complexity rating, and the buffer that produced the final number — not a single figure you have to trust blind.
File impact, ranked by risk
Each related file carries High, Medium or Low, so you know where the danger is before you open the editor.
Grounded in your graph
The suggested approach references your actual files and call paths, so it is a starting point, not a generic checklist.
Analyse a ticket in under 2 minutes.
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Common questions
What does ticket intelligence do?
It reads a GitHub, Jira, or Azure DevOps issue, estimates the effort, names the files the work will touch with a risk level, and suggests an approach drawn from your actual dependency graph.
How accurate are the effort estimates?
They are grounded in the files a ticket actually touches and their dependencies, not a guess from the title — treat them as a starting point for planning, not a commitment.
Which issue trackers does ticket intelligence support?
GitHub Issues, Jira, and Azure DevOps. GitHub Issues works with no setup beyond the repository's existing GitHub connection; Jira connects over OAuth and Azure DevOps with a personal access token. Linear is coming soon.