Product AgileBacklogSprints

Agile Product Owner

Backlog management, sprint execution, and agile product ownership.

$skillfish add ~skills/agile-product-owner

What This Skill Can Do

Concrete capabilities you get when you install this skill.

Write user stories with clear acceptance criteria that engineering can ship

Facilitate backlog refinement and sprint planning ceremonies

Prioritize features using RICE, MoSCoW, and opportunity scoring frameworks

Manage stakeholder expectations and scope changes during a sprint

Define and track product KPIs and sprint-level success metrics

Balance technical debt, new features, and bug fixes in sprint planning

Real Conversations

See how the Agile Product Owner skill responds to actual requests. These are representative examples of what your AI agent will produce.

You

Sprint planning is tomorrow and our backlog is a mess. We have 47 items, half don't have acceptance criteria, and the team has no idea what's coming. We're building a B2B SaaS invoicing tool. Can you help me triage and prep?

Agent

Here's a rapid triage protocol for tomorrow:

Step 1 — Ruthless filter (tonight) Tag each item with one label: sprint-ready, needs-AC, needs-breakdown, icebox. Only sprint-ready items go on the board.

Step 2 — Write AC for top 10 candidates using Given/When/Then:

US-12: Create invoice from template

  • Given a user has at least one template saved
  • When they click "New Invoice" and select a template
  • Then line items, tax rate, and payment terms pre-populate
  • And they can edit any field before saving

Step 3 — Velocity check If your team averages 32 SP/sprint, only bring 28-30 SP of sprint-ready items to planning (buffer for unknowns).

Backlog health scorecard:

Issue Count Action
No AC ~24 Write top 10, icebox rest
No estimate ~18 3-point planning poker on sprint candidates
Epics not broken down ~5 Split into ≤8 SP stories

Want me to draft AC for specific stories if you paste them here?

Get Started

How to install and use this skill in your preferred environment.

Skills are designed for AI coding agents (Claude Code, Cursor, Windsurf) and IDE-based workflows where the agent can read files, run scripts, and act on your codebase. Web-based AI can use the knowledge and frameworks, but won't have tool access.

Models & Context

Which AI models and context windows work best with this skill.

Recommended Models

Best
Claude Opus 4 Claude Sonnet 4 GPT-4.1 Gemini 2.5 Pro Grok 3 Kimi K2
Good
Claude Haiku 4.5 GPT-4.1 mini Gemini 2.5 Flash Grok 3 mini

Larger models produce more detailed, production-ready outputs.

Context Window

This skill's SKILL.md is typically 3–10 KB — fits in any modern context window.

8K Skill only
32K+ Skill + conversation
100K+ Skill + references + codebase

All current frontier models (Claude, GPT, Gemini) support 100K+ context. Use the full window for complex multi-service work.

Pro tips for best results

1

Be specific

Include numbers — users, budget, RPS — so the skill can size the architecture.

2

Share constraints

Compliance needs, team size, and existing stack all improve the output.

3

Iterate

Start with a high-level design, then ask follow-ups for IaC, cost analysis, or security review.

4

Combine skills

Pair with companion skills below for end-to-end coverage.

Ready to try Agile Product Owner?

Install the skill and start getting expert-level guidance in your workflow — any agent, any IDE.

$skillfish add ~skills/agile-product-owner
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