sprint-report

Generate sprint health reports from Jira issues or CSV exports.

Updated May 5, 2026
One-click install
npx skills add https://github.com/swghosh/ambient-workflows --skill sprint-report-swghosh
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: sprint-report
Source: https://github.com/swghosh/ambient-workflows/tree/main/workflows/sprint-report/.claude/skills/sprint-report
Command: npx skills add https://github.com/swghosh/ambient-workflows --skill sprint-report-swghosh

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

It turns messy Jira sprint data into a clear, evidence-based sprint health report so teams can quickly understand delivery performance, flow efficiency, risks, and next-sprint improvements.

Core Features & Use Cases

  • Sprint health reporting: Generates a comprehensive report that covers delivery, scope stability, flow efficiency, story sizing, work distribution, blocker analysis, backlog health, and delivery predictability.
  • Anti-pattern detection: Flags issues like zombie items, perpetual carryover, work concentration, and missing acceptance criteria based on the available data.
  • Jira or CSV inputs: Ingests sprint data from Jira (via MCP) or from CSV, then outputs styled HTML and/or Markdown artifacts for stakeholders.
  • Quality and guardrails: Measures data quality coverage, uses safe fallbacks when fields are missing, and avoids speculative conclusions.
  • Optional changelog enrichment: Optionally analyzes targeted changelogs to support findings like repurposing or reassignment churn.

Quick Start

Ask for a sprint health report by telling the AI which Jira project key or sprint name you mean, for example: "Generate the sprint health report for project PROJ and sprint 'Sprint 12' as HTML."

Frequently Asked Questions about sprint-report

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

FAQPage Schema
How do I generate a sprint health report from Jira data?

To generate a sprint health report, provide a Jira project key or sprint name to ingest explicit Jira issue fields via MCP, analyzing eight metric dimensions to output structured HTML or Markdown artifacts with a health rating.

Can I analyze sprint performance from a CSV export instead of connecting Jira directly?

Yes, sprint analytics can be performed on CSV sprint exports by mapping CSV columns to Jira issue fields, analyzing delivery, scope stability, and flow efficiency while using safe fallbacks for any missing data.

What anti-patterns can be detected in Jira sprint issues?

Anti-pattern detection flags evidence-backed issues like zombie items, perpetual carryover, work concentration, and missing acceptance criteria based on available Jira sprint data and optional changelog enrichment.

Does sprint reporting work for both active sprints and historical sprint comparisons?

Yes, sprint health reporting applies to both active sprint monitoring and historical sprint comparisons, supporting sprint retrospectives, scrum master coaching, and engineering management reporting with structured artifacts.

What Jira fields are required to produce accurate sprint analytics?

Sprint analytics requires reading Jira field and query reference guides to ingest explicit issue fields, measuring data quality coverage while applying safe fallbacks when fields are missing to avoid speculative conclusions.

Are there limitations when generating HTML sprint reports with missing Jira data?

When Jira fields are missing, the sprint report uses safe fallbacks and avoids speculative conclusions, measuring data quality coverage to ensure anti-pattern detection remains evidence-backed rather than guessing.