Backlog Review Mode

You are now in Backlog Review Mode. Your role is to analyze all non-Done project items, assess their quality and readiness, and recommend the top 2-3 items to work on next based on priority, size, and definition quality.

Your Focus

• Item retrieval: Use gh-api-scripts skill to fetch all project items (includes field values)
• Status filtering: Filter out completed items from the results
• Quality analysis: Spawn backlog-analyzer agent to assess definition quality
• Recommendation: Present 2-3 best options with detailed rationale

Required Skills

IMPORTANT: Before performing any GitHub Project operations, you MUST invoke the compass-rose:gh-api-scripts skill using the Skill tool:

Skill(compass-rose:gh-api-scripts)

This skill provides the list-issues operation needed for this skill. Do NOT use raw gh project commands.

Workflow

1. Fetch Project Items

Use the list-issues operation from the gh-api-scripts skill (which you invoked above). The skill documentation shows the exact command syntax using ${CLAUDE_PLUGIN_ROOT}.

Output Format (JSON):

{
  "success": true,
  "data": {
    "issues": [
      {
        "number": 42,
        "title": "Fix login timeout",
        "body": "Description...",
        "url": "https://github.com/...",
        "state": "OPEN",
        "labels": ["bug", "priority-high"],
        "status": "Ready",
        "priority": "P0",
        "size": "S"
      }
    ],
    "count": 15
  }
}

Error Handling: The script returns structured errors:

{
  "success": false,
  "error": {
    "code": "CONFIG_MISSING",
    "message": "Configuration file not found",
    "details": "Create .compass-rose/config.json with..."
  }
}

If configuration is missing or invalid, display the error details and stop.

2. Filter Non-Done Items

The list-issues operation returns all open issues from the project. Filter out completed items from the response:

Filtering Logic:

• Exclude items with Status field value matching "Done", "Closed", "Complete" (case-insensitive)
• The script already filters to OPEN issues only
• Include all other statuses: "Ready", "To Do", "In progress", "Backlog", etc.

If no items found:

No active items found in the project.

All items appear to be marked as "Done" or the project is empty.

Would you like to create a new item? (/compass-rose:add-item skill)

3. Prepare Data for Agent Analysis

The list-issues script already returns data in a clean format suitable for the backlog-analyzer agent:

{
  "number": 42,
  "title": "Fix login timeout",
  "body": "Description with details...",
  "url": "https://github.com/org/repo/issues/42",
  "state": "OPEN",
  "labels": ["bug", "priority-high"],
  "status": "Ready",
  "priority": "P1",
  "size": "M"
}

Note: The script handles GraphQL complexity internally. The filtered array from step 2 is ready for agent consumption.

4. Spawn Backlog Analyzer Agent

Invoke the backlog-analyzer agent with the prepared item data:

Analyze these project items and recommend the top 2-3 to work on next:

[Paste the formatted JSON array from step 4]

Focus on:
- Definition quality (clarity, completeness, acceptance criteria)
- Priority distribution (if Priority field exists)
- Size balance (prefer mix of quick wins and substantial work)
- Overall backlog health

Return your analysis with detailed rationale for each recommendation.

Agent Reference: compass-rose/agents/backlog-analyzer.md

The agent will:

1. Score each item on definition quality (0-10 scale)
2. Identify "well-defined" items (score 8-10)
3. Calculate recommendation scores (priority + size + quality)
4. Return top 2-3 recommendations with rationale
5. Provide backlog health summary
6. List items needing clarification

5. Present Agent Recommendations

Display the agent's analysis output directly to the user. The agent returns structured markdown with:

# Backlog Analysis Results

**Items Analyzed**: [N total]
**Well-Defined Items**: [X items with score 8-10]
**Items Needing Clarification**: [Y items with score <5]

## Top Recommendations

### Recommendation 1: [Title] (#[number])

**Priority**: [P0/P1/P2/P3] | **Size**: [S/M/L/XL] | **Definition Quality**: [Well-Defined/Defined/Vague/Poorly Defined] ([score]/10)

**Rationale**:
- [Why this is recommended - link priority, size, definition quality]
- [What makes it ready to work on]
- [Any specific strengths]

**Definition Assessment**:
- **Clarity** ([0-3]/3): [Brief assessment]
- **Completeness** ([0-3]/3): [Brief assessment]
- **Acceptance Criteria** ([0-4]/4): [Brief assessment]

**Link**: [URL to issue]

---

### Recommendation 2: [Title] (#[number])
[Same structure as Recommendation 1]

---

### Recommendation 3: [Title] (#[number]) [OPTIONAL]
[Same structure as Recommendation 1]

---

## Backlog Health Summary

**Priority Distribution**: [X P0, Y P1, Z P2, W P3]
**Size Distribution**: [A S, B M, C L, D XL]
**Definition Quality**:
- Well-Defined (8-10): [X items]
- Defined (5-7): [Y items]
- Vague (2-4): [Z items]
- Poorly Defined (0-1): [W items]

**Observations**:
- [Notable patterns]
- [Quality trends]
- [Recommendations for backlog improvement]

## Items Needing Clarification

1. **[Title]** (#[number]) - Score: [X]/10
   - Missing: [What needs to be added]
   - Suggest: [How to improve definition]

After presenting the agent's output, add:

Would you like to:
1. Start work on one of these recommendations? (/compass-rose:start-work)
2. Review the next item specifically? (/compass-rose:next-item)
3. Add a new item to the backlog? (/compass-rose:add-item)
4. Clarify one of the poorly-defined items?

6. Handle Edge Cases

No Active Items:

No active items found in the project.

All items are marked as "Done" or the project is empty.

Would you like to create a new item? (/compass-rose:add-item skill)

Missing Priority Field:

Warning: Priority field not found in project.

Recommendations will be based on:
- Definition quality (clarity, completeness, acceptance criteria)
- Size (prefer smaller items for quick wins)
- Creation date (older items first)

To enable priority-based recommendations, add a "Priority" field to your project.

Authentication Issues:

Error: GitHub CLI is not authenticated.

Run the following command to authenticate:
  gh auth login

After authentication, you may need to add the 'project' scope:
  gh auth refresh -s project

Project Not Found:

Error: Project not found.

Verify that:
1. Project owner is correct: <owner>
2. Project number is correct: <number>
3. You have access to the project
4. You are authenticated: gh auth status

All Items Poorly Defined:

If the backlog-analyzer agent reports all items have low quality scores (<5), still present the top 2-3 but emphasize the need for clarification:

Warning: Most backlog items lack sufficient detail.

The recommendations below are based on priority/size only, but each item needs
clarification before implementation can begin. Consider adding:
- Clear problem/feature descriptions
- Reproduction steps (for bugs) or use cases (for features)
- Explicit acceptance criteria

Recommended next step: Clarify the highest-priority items before starting work.

Requirements Mapping

This skill implements the following specification requirements:

• REQ-F-11: Analyze backlog items and recommend based on priority, size, and definition quality
• REQ-F-12: Identify items that are "well-defined" (have clear description and acceptance criteria)
• REQ-F-13: Present 2-3 options when asked for recommendations, with rationale
• REQ-NF-3: Handle missing custom fields gracefully (warn, don't fail)
• REQ-NF-4: Explain reasoning when making recommendations

Implementation Notes

Performance Targets:

• Issue retrieval: <2s (gh-api-scripts handles pagination)
• Agent analysis: 5-10s (depends on item count and description length)
• Total operation: <15s end-to-end

Data Freshness:

• Always fetch fresh data (no caching between sessions per spec constraint)
• Ensures analysis reflects current project state
• Re-run skill to get updated analysis after making changes

CLI Dependencies:

• gh CLI installed and authenticated
• project scope authorized (gh auth refresh -s project)
• jq for JSON filtering (optional - script handles parsing)
• Python 3.12+ for gh-api-scripts skill

Agent Invocation:

• Agent operates on item data passed as context
• Agent has access to Read, Grep tools for deeper analysis if needed
• Agent returns structured markdown output for direct presentation

Example Output

Loading project configuration...
Config loaded: my-org/project-123

Discovering custom fields...
Found fields: Status, Priority, Size, Iteration

Querying active items...
Found 15 non-Done items

Analyzing backlog quality with backlog-analyzer agent...

---

# Backlog Analysis Results

**Items Analyzed**: 15 total
**Well-Defined Items**: 4 items with score 8-10
**Items Needing Clarification**: 6 items with score <5

## Top Recommendations

### Recommendation 1: Fix login timeout on Chrome (#42)

**Priority**: P0 | **Size**: S | **Definition Quality**: Well-Defined (9/10)

**Rationale**:
- Highest priority (P0) issue affecting 15% of users
- Small scope (S) makes it achievable in single session
- Excellent definition with clear repro steps, acceptance criteria, and impact data
- Can be completed quickly to unblock users

**Definition Assessment**:
- **Clarity** (3/3): Clear problem description with specific browser versions and reproduction steps
- **Completeness** (3/3): Includes repro steps, environment details, server log insights, and user impact percentage
- **Acceptance Criteria** (3/4): Explicit success conditions but could include performance target (e.g., p95 < 5s)

**Link**: https://github.com/my-org/my-repo/issues/42

---

### Recommendation 2: Add user preferences panel (#58)

**Priority**: P1 | **Size**: M | **Definition Quality**: Defined (7/10)

**Rationale**:
- High priority (P1) feature request from multiple users
- Medium scope (M) - more involved but still manageable
- Good definition with use cases and most details present
- Complements login fix (both improve user experience)

**Definition Assessment**:
- **Clarity** (3/3): Clear use cases and user needs described
- **Completeness** (2/3): Core requirements present but missing edge cases
- **Acceptance Criteria** (2/4): Basic success conditions but not fully testable

**Link**: https://github.com/my-org/my-repo/issues/58

---

## Backlog Health Summary

**Priority Distribution**: 3 P0, 7 P1, 4 P2, 1 P3
**Size Distribution**: 5 S, 6 M, 3 L, 1 XL
**Definition Quality**:
- Well-Defined (8-10): 4 items
- Defined (5-7): 5 items
- Vague (2-4): 4 items
- Poorly Defined (0-1): 2 items

**Observations**:
- P0 items are generally well-defined (good crisis management)
- Many P1 features lack explicit acceptance criteria (common pattern)
- XL item (#72: "Implement notification system") should be broken down or escalated to Lore Development spec

## Items Needing Clarification

1. **Improve error messages** (#51) - Score: 3/10
   - Missing: Which errors? What makes them bad currently? What should they say instead?
   - Suggest: List specific error scenarios, current messages, and desired improvements

2. **Refactor auth module** (#73) - Score: 2/10
   - Missing: What problems exist? What's the goal of refactoring? Success criteria?
   - Suggest: Describe technical debt, refactoring objectives, and measurable improvements

---

Would you like to:
1. Start work on one of these recommendations? (/compass-rose:start-work)
2. Review the next item specifically? (/compass-rose:next-item)
3. Add a new item to the backlog? (/compass-rose:add-item)
4. Clarify one of the poorly-defined items?

Anti-Patterns to Avoid

• Don't use raw gh commands: Always use gh-api-scripts skill for GitHub Project operations
• Don't fail silently: If fields are missing, warn the user and explain impact
• Don't bypass the agent: Always use backlog-analyzer for quality assessment (don't try to implement scoring in the skill)
• Don't filter too aggressively: Include all non-Done items so agent sees full backlog context
• Don't truncate agent output: Present the agent's full analysis to maintain transparency

Related Skills

• /compass-rose:next-item - Get immediate recommendation for next work item (faster, simpler)
• /compass-rose:start-work - Begin implementation of selected item
• /compass-rose:add-item - Create new issue and add to project
• /compass-rose:reprioritize - Codebase-aware priority updates

Comparison to /compass-rose:next-item

Aspect	/compass-rose:next-item	/compass-rose:backlog
Speed	Fast (<3s)	Slower (~15s)
Scope	Ready items only	All non-Done items
Analysis	Simple priority sort	Deep quality assessment
Output	Quick recommendation	Comprehensive backlog health report
Use Case	"What's next?"	"What's the state of my backlog?"

When to use /compass-rose:backlog:

• You want to understand overall backlog health
• You need recommendations based on definition quality, not just priority
• You want to identify poorly-defined items for cleanup
• You're planning a sprint or work session and want multiple options

When to use /compass-rose:next-item:

• You just want the next thing to work on right now
• You trust your Ready status filtering
• You want a quick answer without deep analysis

References

• Spec: REQ-F-11, REQ-F-12, REQ-F-13, REQ-NF-3, REQ-NF-4
• Plan: TD-8 (Item Presentation Format), /backlog skill flow
• Agent: compass-rose/agents/backlog-analyzer.md (quality scoring and recommendation)
• Skill: compass-rose/skills/gh-api-scripts/SKILL.md (GitHub Project API operations)