
Agile Sprint Planning
- 592 installs
- 305 repo stars
- Updated March 4, 2026
- aj-geddes/useful-ai-prompts
Agile-sprint-planning is an agent skill that runs structured Agile sprint planning sessions so developers and engineering teams using AI coding agents can define sprint goals, estimate stories, manage backlogs, and facil
About
Agile-sprint-planning is an agent skill for time-boxed Agile iterations with AI coding agents. It helps teams define sprint goals, estimate user stories, manage the sprint backlog, and run daily standups to deliver value incrementally while adapting to change. Developers reach for agile-sprint-planning at sprint kickoff, backlog refinement, or when an agent-assisted team needs a repeatable ceremony structure instead of ad hoc task lists.
- 7-step pre-planning checklist that must be completed before every sprint
- Structured templates for sprint goals, user story estimation, and backlog prioritization
- Handles mid-sprint scope changes and prepares sprint reviews plus retrospectives
- Includes team velocity tracking and dependency identification
- Next-skill handoff: approved sprint backlog → invoke implementation planning
Agile Sprint Planning by the numbers
- 592 all-time installs (skills.sh)
- Ranked #680 of 3,282 Productivity & Planning skills by installs in the Skillselion catalog
- Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/aj-geddes/useful-ai-prompts --skill agile-sprint-planningAdd your badge
Show developers this skill is listed on Skillselion. Paste this into your README.
| Installs | 592 |
|---|---|
| repo stars | ★ 305 |
| Last updated | March 4, 2026 |
| Repository | aj-geddes/useful-ai-prompts ↗ |
How do you plan an Agile sprint with AI agents?
Run structured Agile sprint planning sessions with their AI coding agents.
Who is it for?
Engineering teams pairing AI coding agents with Scrum or Agile ceremonies who need structured sprint planning and backlog management.
Skip if: Kanban-only flow teams avoiding time-boxed sprints or organizations that already run full Jira/Azure DevOps ceremony automation.
When should I use this skill?
A team starts a sprint, needs story estimation help, or wants agent-guided standup and backlog planning.
What you get
Sprint goal statement, estimated user stories, prioritized sprint backlog, and standup facilitation outline.
- sprint goal
- estimated backlog
- standup agenda
Files
Agile Sprint Planning
Table of Contents
Overview
Agile sprint planning provides a structured approach to organize work into time-boxed iterations, enabling teams to deliver value incrementally while maintaining flexibility and responding to change.
When to Use
- Starting a new sprint cycle
- Defining sprint goals and objectives
- Estimating user stories and tasks
- Managing sprint backlog prioritization
- Handling mid-sprint changes or scope adjustments
- Preparing sprint reviews and retrospectives
- Training team members on Agile practices
Quick Start
Minimal working example:
# Sprint Planning Checklist
## 1-2 Days Before Planning Meeting
- [ ] Groom product backlog (ensure top items are detailed)
- [ ] Update user story acceptance criteria
- [ ] Identify dependencies and blockers
- [ ] Prepare estimates from previous sprints
- [ ] Review team velocity (average story points per sprint)
- [ ] Identify team availability/absences
- [ ] Prepare sprint goals draft
## Information to Gather
- Product Owner priorities
- Team capacity (working hours available)
- Previous sprint metrics
- Upcoming holidays or interruptions
- Technical debt items to addressReference Guides
Detailed implementations in the references/ directory:
| Guide | Contents |
|---|---|
| Sprint Planning Meeting Structure | Sprint Planning Meeting Structure |
| Story Point Estimation | Story Point Estimation |
| Sprint Goal Definition | Sprint Goal Definition |
| Daily Standup Management | Daily Standup Management |
Best Practices
✅ DO
- Base capacity on actual team velocity from past sprints
- Include buffer time for interruptions and support work
- Focus sprint goal on business value, not technical tasks
- Timeboxe planning meeting (2 hours max for 2-week sprint)
- Include entire team in planning discussion
- Break down large stories into smaller, manageable pieces
- Track story points for velocity trending
- Review and adjust estimates based on actual completion
- Maintain consistent sprint length
- Include retrospective improvements in planning
❌ DON'T
- Plan for 100% capacity utilization
- Skip story grooming before planning meeting
- Add stories after sprint starts (unless emergency)
- Let one person estimate for entire team
- Use story points as employee performance metrics
- Ignore team velocity trends
- Plan without clear sprint goal
- Force stories into sprints to match capacity numbers
- Skip sprint planning to save time
- Use planning poker results as final estimate without discussion
Daily Standup Management
Daily Standup Management
// Daily standup structure and tracking
class DailyStandup {
constructor(team) {
this.team = team;
this.standups = [];
}
conductStandup(date) {
const standup = {
date,
startTime: new Date(),
participants: [],
timeboxed: true,
durationMinutes: 15,
};
for (let member of this.team) {
standup.participants.push({
name: member.name,
yesterday: member.getYesterdayWork(),
today: member.getPlanForToday(),
blockers: member.getBlockers(),
helpNeeded: member.getHelpNeeded(),
});
}
return {
standup,
followUpActions: this.identifyFollowUps(standup),
blockerResolutionOwners: this.assignBlockerOwners(standup),
};
}
identifyFollowUps(standup) {
return standup.participants
.filter((p) => p.blockers.length > 0)
.map((p) => ({
owner: p.name,
blockers: p.blockers,
deadline: new Date(Date.now() + 24 * 60 * 60 * 1000),
}));
}
}Sprint Goal Definition
Sprint Goal Definition
Sprint Goal Template:
Sprint: Sprint 23 (Nov 7 - Nov 20)
Goal Statement: |
Enable users to manage multiple payment methods with a secure,
intuitive interface that reduces checkout time by 40%
Success Criteria:
- Payment method management UI implemented
- 95% test coverage on payment logic
- Performance: <200ms payment processing
- Zero critical security issues
- Feature released to 20% of users for A/B testing
Team Commitment: 89 story points
Expected Velocity: 85-95 points
Key Risks:
- Payment gateway API changes
- Security compliance requirements
- Integration complexity
Acceptance:
- All criteria met
- Feature deployed to staging
- Security review approved
- Team and PO sign-offSprint Planning Meeting Structure
Sprint Planning Meeting Structure
// Example sprint planning agenda and execution
class SprintPlanner {
constructor(team, sprintLength = 2) {
this.team = team;
this.sprintLength = sprintLength; // weeks
this.userStories = [];
this.sprintGoal = "";
this.capacity = 0;
}
calculateTeamCapacity() {
// Capacity = available hours - meetings - buffer
const workHours = 40; // per person per week
const meetingHours = 5; // estimated standups, retros, etc.
const bufferPercent = 0.2; // 20% buffer for interruptions
const capacityPerPerson = (workHours - meetingHours) * (1 - bufferPercent);
this.capacity = capacityPerPerson * this.team.length * this.sprintLength;
return this.capacity;
}
conductPlanningMeeting() {
return {
part1: {
duration: "15 minutes",
activity: "Product Owner presents sprint goal",
deliverable: "Team understands business objective",
},
part2: {
duration: "45-60 minutes",
activity: "Team discusses and estimates user stories",
deliverable: "Prioritized sprint backlog with story points",
},
part3: {
duration: "15 minutes",
activity: "Team commits to sprint goal",
deliverable: "Formal sprint backlog committed",
},
};
}
createSprintBacklog(stories, capacity) {
let currentCapacity = capacity;
const sprintBacklog = [];
for (let story of stories) {
if (currentCapacity >= story.points) {
sprintBacklog.push({
...story,
status: "planned",
sprint: this.currentSprint,
});
currentCapacity -= story.points;
}
}
return {
goal: this.sprintGoal,
backlog: sprintBacklog,
remainingCapacity: currentCapacity,
utilization:
(((capacity - currentCapacity) / capacity) * 100).toFixed(1) + "%",
};
}
}Story Point Estimation
Story Point Estimation
# Story point estimation using Planning Poker approach
class StoryEstimation:
# Fibonacci sequence for estimation
ESTIMATE_OPTIONS = [1, 2, 3, 5, 8, 13, 21, 34]
@staticmethod
def calculate_story_points(complexity, effort, risk):
"""
Estimate story points based on multiple factors
Factors should be rated 1-5
"""
base_points = (complexity * effort) / 5
risk_multiplier = 1 + (risk * 0.1)
estimated_points = base_points * risk_multiplier
# Round to nearest Fibonacci number
for estimate in StoryEstimation.ESTIMATE_OPTIONS:
if estimated_points <= estimate:
return estimate
return StoryEstimation.ESTIMATE_OPTIONS[-1]
@staticmethod
def conduct_planning_poker(team_estimates):
"""
Handle Planning Poker consensus process
"""
estimates = sorted(team_estimates)
median = estimates[len(estimates) // 2]
# If significant disagreement, discuss and re-estimate
if estimates[-1] - estimates[0] > 5:
return {
'consensus': False,
'median': median,
'low': estimates[0],
'high': estimates[-1],
'action': 'Discuss and re-estimate'
}
return {'consensus': True, 'estimate': median}
# Example usage
print(StoryEstimation.calculate_story_points(
complexity=3, # Medium complexity
effort=2, # Low effort
risk=1 # Low risk
)) # Output: 3 pointsProcess: [Name]
Purpose
TODO: Why this process exists.
Roles & Responsibilities
| Role | Responsibility |
|---|---|
| TODO | TODO |
Steps
1. TODO: First step 2. TODO: Second step 3. TODO: Third step
Inputs & Outputs
- Input: TODO
- Output: TODO
Success Criteria
- TODO: Define measurable success criteria
Review Cadence
TODO: How often to review this process.
Related skills
How it compares
Use agile-sprint-planning for ceremony structure and backlog focus; use team-communications when the deliverable is a polished 3P executive status blurb.
FAQ
What ceremonies does agile-sprint-planning cover?
Agile-sprint-planning covers sprint goal definition, user story estimation, sprint backlog management, and daily standup facilitation so teams deliver incrementally within time-boxed iterations.
Can agile-sprint-planning work with AI coding agents?
Agile-sprint-planning is written for teams using AI coding agents during Agile ceremonies, aligning agent-assisted execution with sprint goals, backlog priorities, and standup updates.