Sprint Planner

Plan, scope, and run agile sprints that actually ship. No ceremony bloat.

3,891 stars

Best use case

Sprint Planner is best used when you need a repeatable AI agent workflow instead of a one-off prompt. It is especially useful for teams working in multi. Plan, scope, and run agile sprints that actually ship. No ceremony bloat.

Plan, scope, and run agile sprints that actually ship. No ceremony bloat.

Users should expect a more consistent workflow output, faster repeated execution, and less time spent rewriting prompts from scratch.

Practical example

Example input

Use the "Sprint Planner" skill to help with this workflow task. Context: Plan, scope, and run agile sprints that actually ship. No ceremony bloat.

Example output

A structured workflow result with clearer steps, more consistent formatting, and an output that is easier to reuse in the next run.

When to use this skill

  • Use this skill when you want a reusable workflow rather than writing the same prompt again and again.

When not to use this skill

  • Do not use this when you only need a one-off answer and do not need a reusable workflow.
  • Do not use it if you cannot install or maintain the related files, repository context, or supporting tools.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/afrexai-sprint-planner/SKILL.md --create-dirs "https://raw.githubusercontent.com/openclaw/skills/main/skills/1kalin/afrexai-sprint-planner/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/afrexai-sprint-planner/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How Sprint Planner Compares

Feature / AgentSprint PlannerStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Plan, scope, and run agile sprints that actually ship. No ceremony bloat.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

Related Guides

SKILL.md Source

# Sprint Planner

Plan, scope, and run agile sprints that actually ship. No ceremony bloat.

## What It Does

Takes your backlog (or a rough list of tasks) and produces a sprint plan with:
- Capacity math (team size × available days × focus factor)
- Story point allocation with buffer
- Sprint goal + success criteria
- Daily standup template
- Retro prompts tied to metrics

## Usage

Tell your agent: "Plan a 2-week sprint for [team/project]" with:
- Team size and availability
- Backlog items (paste or describe them)
- Any hard deadlines or dependencies

## Sprint Planning Framework

### 1. Capacity Calculation
```
Available hours = team_size × sprint_days × hours_per_day × focus_factor
focus_factor = 0.7 (accounts for meetings, interrupts, context switching)
```

### 2. Backlog Prioritization (RICE)
Score each item:
- **Reach**: How many users/processes does this affect? (1-10)
- **Impact**: How much does it move the needle? (0.25, 0.5, 1, 2, 3)
- **Confidence**: How sure are you about estimates? (0.5, 0.8, 1.0)
- **Effort**: Person-days to complete

`RICE Score = (Reach × Impact × Confidence) / Effort`

Sort descending. Fill sprint capacity from top.

### 3. Sprint Goal
One sentence. Measurable. Example: "Ship user onboarding flow — 80% of new signups complete setup within 48 hours."

### 4. Buffer Rule
Reserve 20% capacity for unplanned work. If you're filling 100% of capacity, you're already behind.

### 5. Definition of Done
Every item needs:
- [ ] Code reviewed and merged
- [ ] Tests passing
- [ ] Deployed to staging
- [ ] Product owner sign-off

### 6. Daily Standup (async-friendly)
Each person posts:
1. What I shipped yesterday
2. What I'm shipping today
3. What's blocking me (if anything)

Skip "what I worked on" — focus on shipped output.

### 7. Sprint Retro (15 min max)
- **Velocity**: Planned points vs completed points
- **Carry-over**: What didn't get done and why?
- **One thing to change**: Pick ONE process improvement. Not five.

### 8. Anti-Patterns to Flag
- Sprint scope changed mid-sprint more than once
- No items completed until final 2 days
- Carry-over exceeds 30% of planned work
- Standup takes more than 10 minutes

## Output Format

```markdown
# Sprint [N] Plan — [Start Date] to [End Date]

## Sprint Goal
[One sentence]

## Team Capacity
- Team: [N] engineers × [D] days × 0.7 focus = [H] available hours
- Buffer: 20% ([B] hours reserved)
- Committable: [C] hours

## Committed Items
| # | Item | Points | Owner | RICE | Status |
|---|------|--------|-------|------|--------|
| 1 | ...  | ...    | ...   | ...  | To Do  |

## Stretch Goals (if capacity allows)
| # | Item | Points |
|---|------|--------|

## Risks & Dependencies
- ...

## Success Criteria
- [ ] Sprint goal met
- [ ] Velocity within 15% of target
- [ ] Zero critical bugs introduced
```

## Why This Works

Most sprint planning fails because teams skip capacity math and overcommit. This framework forces honest numbers first, then fills from a prioritized backlog. The 20% buffer isn't laziness — it's how you actually hit your commitments.

Built by [AfrexAI](https://afrexai-cto.github.io/context-packs/) — AI context packs for business teams. Get the full [SaaS Context Pack ($47)](https://afrexai-cto.github.io/context-packs/) for sprint planning, roadmap templates, and 40+ agent-ready frameworks.

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