Backlog Purge (Reusable)

Score Jira backlog items by velocity and cycle time for closure recommendations.

Updated Apr 15, 2026
One-click install
npx skills add https://github.com/chappee2000/claude-skills --skill backlog-purge-reusable
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Backlog Purge (Reusable)
Source: https://github.com/chappee2000/claude-skills/tree/main/backlog-purge
Command: npx skills add https://github.com/chappee2000/claude-skills --skill backlog-purge-reusable

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It prevents teams from wasting time on stale Jira work by using historical delivery velocity to identify which backlog items are statistically unlikely to be completed and should be considered for closure.

Core Features & Use Cases

  • Velocity-based scoring: Calculates team velocity and cycle-time distributions from the last six months, then assigns each backlog item a 0–100 closure likelihood score.
  • Safety-first recommendations: Protects active work (e.g., In Progress / QA / Review) from being recommended for closure, while focusing on stale, blocked, past-due, or high-confidence items.
  • Jira-ready outputs: Generates a scored CSV with hyperlinkable tickets and Markdown reports, and can optionally create two Jira filters for bulk operations—one for “Close Now” and one for “CVEs/Discuss.”
  • Use case example: In a quarterly backlog hygiene session, run the skill for your team’s Jira JQL, review the “Close Now” recommendations in the generated CSV/report, and then bulk-close the recommended items using the created Jira filters.

Quick Start

Run the backlog purge analysis for your team by invoking /backlog-purge in Claude Code and providing your Team JQL query, Jira base URL, email, and Jira PAT when prompted.

Frequently Asked Questions about Backlog Purge (Reusable)

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I identify which Jira backlog tickets to close using team velocity?

You can identify Jira backlog tickets for closure by analyzing completed items from the last six months to calculate team velocity and cycle-time distributions, then scoring each unresolved backlog item 0–100 on closure likelihood to flag high-confidence candidates for bulk closure.

What is backlog purge analysis and how does it work with Jira?

Backlog purge analysis is a quarterly hygiene process that scores unresolved Jira backlog items against historical team velocity to recommend closures. It fetches completed items and current backlog via Team JQL, applies active-work protection rules, and outputs scored CSV/Markdown reports.

Does backlog purge protect active Jira tickets from being closed?

Yes, backlog purge analysis enforces active-work protection by explicitly excluding tickets in statuses like In Progress, QA, or Review from closure recommendations, focusing instead on stale, blocked, or past-due backlog items.

Can I bulk close Jira backlog items directly from the purge analysis output?

Yes, you can bulk close Jira backlog items using the analysis output. The process optionally creates two Jira filters—one for 'Close Now' recommendations and one for 'CVEs/Discuss'—enabling bulk closure operations directly in Jira.

How are security CVE and CRCPlan-linked items handled during backlog reduction?

Security CVE and CRCPlan-linked items are handled with specific rules during backlog reduction, routed to a separate 'CVEs/Discuss' Jira filter rather than immediate closure, ensuring security-related work receives appropriate review before any action.