dependency-analyzer

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Analyze story dependencies, detect issues, and generate visual dependency graphs

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npx skill4agent add matteocervelli/llms dependency-analyzer

Dependency Analyzer Skill

You are a story dependency specialist. You analyze relationships between stories, detect circular dependencies, identify blocking chains, find bottlenecks, and generate visual dependency graphs.

Purpose

Provide comprehensive dependency analysis for user stories:
  • Build and analyze dependency graphs
  • Detect circular dependencies (deadlocks)
  • Identify long blocking chains
  • Find independent stories (can start immediately)
  • Identify bottleneck stories (block many others)
  • Generate Mermaid diagrams for visualization
  • Suggest dependency optimizations

Activation

This skill is activated when users need dependency analysis:
  • "Check dependencies for all stories"
  • "Are there any circular dependencies?"
  • "Show me the dependency graph"
  • "Which stories can I start now?"
  • "What's blocking US-0005?"

Workflow

Phase 1: Load All Stories

Goal: Load all story YAML files and extract dependency information.
  1. Find Story Files:
    bash
    find stories/yaml-source -name "US-*.yaml" | sort
  2. Parse Dependencies from each story:
    yaml
    dependencies:
      blocked_by: [US-0001, US-0003]  # This story needs these first
      blocks: [US-0010, US-0015]      # This story blocks these
      related_to: [US-0008]           # This story is related (not blocking)
  3. Build Story Inventory:
    Found 25 stories:
    - 18 in backlog
    - 5 in progress
    - 2 done

Phase 2: Build Dependency Graph

Goal: Create directed graph of dependencies.
  1. Run Dependency Analysis Script:
    bash
    python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --output-json
  2. Parse Graph Structure:
    json
    {
      "nodes": ["US-0001", "US-0002", "US-0003", ...],
      "edges": [
        {"from": "US-0001", "to": "US-0002", "type": "blocks"},
        {"from": "US-0001", "to": "US-0003", "type": "blocks"},
        ...
      ],
      "statistics": {
        "total_stories": 25,
        "total_dependencies": 32,
        "avg_dependencies_per_story": 1.28
      }
    }
  3. Understand Graph Semantics:
    • Edge A → B: "A blocks B" or "B is blocked by A"
    • Root nodes: Stories with no incoming edges (not blocked)
    • Leaf nodes: Stories with no outgoing edges (don't block anything)

Phase 3: Detect Circular Dependencies

Goal: Find dependency cycles (deadlocks).
Analysis:
  1. Run Cycle Detection:
    bash
    python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --check-cycles
  2. Identify Cycles:
    Cycle 1: US-0005 → US-0008 → US-0010 → US-0005
    Cycle 2: US-0012 → US-0015 → US-0012
  3. Present Results:
    ⚠️  Circular Dependencies Detected
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    **Found**: 2 circular dependency chains
    
    **Impact**: 5 stories affected (deadlock situation)
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    🔄 Cycle 1 (3 stories)
    
    US-0005: Advanced search functionality
       ↓ blocks
    US-0008: Search result filtering
       ↓ blocks
    US-0010: Filter persistence
       ↓ blocks
    US-0005: Advanced search functionality (CYCLE!)
    
    **Problem**: These stories form a circular dependency chain
    **Impact**: None of these stories can be started
    **Priority**: HIGH - Blocks 3 stories
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    🔄 Cycle 2 (2 stories)
    
    US-0012: Export search results
       ↓ blocks
    US-0015: Scheduled exports
       ↓ blocks
    US-0012: Export search results (CYCLE!)
    
    **Problem**: Mutual blocking dependency
    **Impact**: Neither story can be started
    **Priority**: MEDIUM - Blocks 2 stories
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    🔧 Suggested Fixes
    
    **For Cycle 1**:
    Option A: Break US-0010 → US-0005 dependency
    - Make filter persistence work without advanced search
    - Use basic search as foundation
    
    Option B: Merge stories
    - Combine US-0005, US-0008, US-0010 into one larger story
    - Or extract common foundation into US-0004b
    
    **For Cycle 2**:
    Option A: Remove US-0015 → US-0012 dependency
    - Scheduled exports can work with basic export
    - US-0012 adds advanced features later
    
    Option B: Reverse dependency
    - US-0012 depends on US-0015 (not mutual)
    - Build scheduler first, then export formats
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    ⚠️  Action Required
    
    These cycles must be resolved before sprint planning.
    Circular dependencies create deadlock situations where
    no story in the cycle can be started.
    
    Would you like me to:
    1. Show detailed story context for each cycle
    2. Help update dependencies to break the cycles
    3. Generate visual diagram of the cycles

Phase 4: Find Blocking Chains

Goal: Identify long sequences of dependent stories.
Analysis:
  1. Run Chain Detection:
    bash
    python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --check-chains --max-length 5
  2. Identify Long Chains:
    Chain 1: US-0001 → US-0002 → US-0003 → US-0004 → US-0006 → US-0009
            (6 stories in sequence)
    
    Chain 2: US-0001 → US-0007 → US-0011 → US-0013 → US-0018
            (5 stories in sequence)
  3. Present Results:
    ⚠️  Long Blocking Chains Detected
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    **Found**: 2 chains longer than 5 stories
    
    **Impact**: Creates bottlenecks and delays
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    🔗 Chain 1: Critical Path (6 stories, 26 story points)
    
    US-0001: Display key metrics (5pts) - 2-3 days
    US-0002: Filter by date range (3pts) - 1-2 days
    US-0003: Export to PDF (3pts) - 1 day
    US-0004: Mobile layout (5pts) - 2 days
    US-0006: Real-time updates (8pts) - 4-5 days
    US-0009: Custom dashboards (3pts) - 1-2 days
    
    **Total Sequential Time**: 11-15 days minimum
    **Risk**: Delays in any story cascade to all following stories
    **Parallel Work**: None - all must be sequential
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    🔗 Chain 2: Secondary Path (5 stories, 19 story points)
    
    US-0001: Display key metrics (5pts) - 2-3 days
    US-0007: Profile editing (3pts) - 1-2 days
    US-0011: Activity log (5pts) - 2-3 days
    US-0013: Notification system (5pts) - 2-3 days
    US-0018: Email digest (3pts) - 1 day
    
    **Total Sequential Time**: 8-12 days minimum
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    🔧 Suggested Optimizations
    
    **Chain 1**:
    1. Consider if US-0004 truly needs US-0003
       - Mobile layout probably doesn't depend on PDF export
       - Could work in parallel with US-0003
    
    2. US-0006 (Real-time updates) is a bottleneck (8pts)
       - Consider splitting into smaller stories
       - Or make optional/phased implementation
    
    3. US-0009 (Custom dashboards) may be independent
       - Review if it really needs real-time updates
       - Could be developed with static data first
    
    **Chain 2**:
    1. US-0013 (Notifications) could be more independent
       - May not need full activity log
       - Could use basic event tracking first
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    💡 Parallelization Opportunities
    
    If you break some dependencies, could enable:
    - 3 parallel work streams instead of 2 sequential
    - Reduce critical path from 15 days to 8 days
    - Increase team throughput by ~40%
    
    Would you like me to suggest specific dependency changes?

Phase 5: Find Independent Stories

Goal: Identify stories that can start immediately.
Analysis:
  1. Find Root Nodes (no blocked_by dependencies):
    bash
    python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --find-independent
  2. Present Ready-to-Start Stories:
    ✅ Independent Stories (Can Start Immediately)
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    **Found**: 6 stories with no dependencies
    
    **Total Points**: 23 (enough for ~half a sprint)
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    📋 Ready for Development
    
    1. US-0001: Display key metrics (5pts)
       Status: backlog
       Priority: high
       Complexity: medium
       → Blocks 8 other stories (start this first!)
    
    2. US-0014: User profile page (3pts)
       Status: backlog
       Priority: medium
       Complexity: low
       → Blocks 2 other stories
    
    3. US-0017: Help documentation (2pts)
       Status: backlog
       Priority: low
       Complexity: trivial
       → Blocks nothing (can do anytime)
    
    4. US-0020: Terms of service page (1pt)
       Status: backlog
       Priority: low
       Complexity: trivial
       → Blocks nothing
    
    5. US-0022: Logo upload (3pts)
       Status: backlog
       Priority: medium
       Complexity: low
       → Blocks 1 other story
    
    6. US-0025: Color theme picker (3pts)
       Status: backlog
       Priority: low
       Complexity: low
       → Blocks nothing
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    💡 Recommendations
    
    **Start with**: US-0001 (blocks many others - critical path)
    
    **Parallel work**:
    - Team 1: US-0001 (5pts) + US-0014 (3pts) = 8pts
    - Team 2: US-0022 (3pts) + US-0025 (3pts) = 6pts
    - Team 3: US-0017 (2pts) + US-0020 (1pt) = 3pts
    
    This enables maximum parallel progress while unblocking
    future stories as quickly as possible.

Phase 6: Identify Bottleneck Stories

Goal: Find stories that block many others.
Analysis:
  1. Find High-Degree Nodes:
    bash
    python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --find-bottlenecks --threshold 3
  2. Present Bottleneck Stories:
    ⚠️  Bottleneck Stories Detected
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    **Found**: 3 stories that block ≥3 others
    
    **Impact**: Delays in these stories affect many others
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    🚧 Critical Bottlenecks
    
    1. US-0001: Display key metrics
       **Blocks**: 8 stories
       **Points**: 5
       **Status**: backlog
       **Priority**: HIGH - Start immediately!
    
       Blocked stories:
       - US-0002: Filter by date (3pts)
       - US-0003: Export PDF (3pts)
       - US-0004: Mobile layout (5pts)
       - US-0006: Real-time updates (8pts)
       - US-0007: Profile editing (3pts)
       - US-0009: Custom dashboards (3pts)
       - US-0011: Activity log (5pts)
       - US-0023: Metric alerts (5pts)
    
       **Total Blocked Points**: 35 (almost full sprint!)
    
    2. US-0014: User profile page
       **Blocks**: 5 stories
       **Points**: 3
       **Status**: backlog
       **Priority**: HIGH
    
       Blocked stories:
       - US-0015: Edit profile (2pts)
       - US-0016: Upload avatar (3pts)
       - US-0019: Privacy settings (3pts)
       - US-0021: Account deletion (5pts)
       - US-0024: Profile sharing (3pts)
    
       **Total Blocked Points**: 16
    
    3. US-0010: Authentication system
       **Blocks**: 4 stories
       **Points**: 8
       **Status**: in_progress ✅
       **Priority**: HIGH - Monitor progress
    
       Blocked stories:
       - US-0011: Activity log (5pts)
       - US-0013: Notifications (5pts)
       - US-0018: Email digest (3pts)
       - US-0022: API access (5pts)
    
       **Total Blocked Points**: 18
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    📊 Impact Analysis
    
    **Total Stories Blocked**: 17 (68% of backlog)
    **Total Points Blocked**: 69 (144% of average sprint capacity)
    
    **Risk**: Delays in US-0001 cascade to 8 other stories
    **Recommendation**: Prioritize bottleneck stories for earliest completion
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    🔧 Mitigation Strategies
    
    **US-0001 (Blocks 8)**:
    1. Assign to most experienced developer
    2. Review dependencies - are all 8 truly blocked?
    3. Consider extracting shared foundation to unblock others sooner
    4. Add extra testing/review to avoid rework
    
    **US-0014 (Blocks 5)**:
    1. Start immediately after US-0001 begins
    2. Can work in parallel with US-0001
    3. Profile stories are all low-medium complexity
    
    **US-0010 (In Progress)**:
    1. Monitor daily progress
    2. Ensure no blockers for this story
    3. 4 stories waiting - communicate timeline
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    💡 Dependency Reduction Ideas
    
    Consider if these dependencies are truly required:
    - Does US-0007 (Profile editing) need US-0001 (Metrics)?
    - Does US-0023 (Metric alerts) need full US-0001, or just API?
    - Can any blocked stories use mock/partial data?
    
    Reducing unnecessary dependencies could unblock 2-3 stories.

Phase 7: Generate Dependency Graph

Goal: Create visual Mermaid diagram.
Analysis:
  1. Generate Diagram:
    bash
    python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --output-diagram deps.mmd
  2. Read Mermaid File:
    mermaid
    graph TD
        US0001[US-0001: Display key metrics<br/>5pts - HIGH]
        US0002[US-0002: Filter by date<br/>3pts - MEDIUM]
        US0003[US-0003: Export PDF<br/>3pts - MEDIUM]
        US0004[US-0004: Mobile layout<br/>5pts - MEDIUM]
    
        US0001 --> US0002
        US0001 --> US0003
        US0001 --> US0004
        US0002 --> US0006
        US0003 --> US0006
    
        classDef bottleneck fill:#ff6b6b
        classDef independent fill:#51cf66
        classDef blocked fill:#ffd43b
    
        class US0001 bottleneck
        class US0002,US0003,US0004 blocked
  3. Present Diagram:
    📊 Dependency Graph Generated
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    **File**: stories/analysis/dependency-graph.mmd
    
    **Stories**: 25
    **Dependencies**: 32
    **Layers**: 6 (max dependency depth)
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    🎨 Color Legend
    
    🔴 Red (Bottleneck): Blocks ≥3 stories
    🟢 Green (Independent): No dependencies, can start now
    🟡 Yellow (Blocked): Waiting on other stories
    ⚪ White (Normal): Standard dependency
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    📈 Graph Statistics
    
    **Independent stories**: 6 (can start immediately)
    **Bottleneck stories**: 3 (block ≥3 others)
    **Longest chain**: 6 stories (US-0001 → US-0009)
    **Average dependencies**: 1.3 per story
    
    ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
    
    💡 How to View
    
    Option 1: GitHub/GitLab
    - Push the .mmd file to your repo
    - View directly in PR or file browser
    
    Option 2: Mermaid Live Editor
    - Visit: https://mermaid.live
    - Paste contents of dependency-graph.mmd
    
    Option 3: VS Code
    - Install "Markdown Preview Mermaid Support" extension
    - Open .mmd file and preview
    
    Option 4: Embed in documentation
    - Copy .mmd contents into markdown file
    - Surround with ```mermaid code fence

Phase 8: Optimization Suggestions

Goal: Recommend ways to improve dependency structure.
Analysis:
💡 Dependency Optimization Recommendations

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

**Goal**: Reduce blocking, enable parallel work

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

🎯 High-Impact Changes

1. **Break US-0004 → US-0003 dependency**
   Current: Mobile layout depends on PDF export
   Suggested: Remove this dependency (likely unnecessary)
   Impact: Enables 1 story to work in parallel (+5 pts capacity)

2. **Split US-0001 into foundation + enhancements**
   Current: US-0001 blocks 8 stories (major bottleneck)
   Suggested:
   - US-0001a: Basic metrics display (3pts)
   - US-0001b: Advanced metrics features (2pts)
   Impact: Unblocks 5 stories earlier (saves ~3-5 days)

3. **Remove US-0007 → US-0001 dependency**
   Current: Profile editing depends on metrics dashboard
   Suggested: These seem unrelated - verify if truly needed
   Impact: Enables parallel development (+3 pts capacity)

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

🔧 Medium-Impact Changes

4. **Merge US-0012 ↔ US-0015 (circular dependency)**
   Current: Mutual blocking (deadlock)
   Suggested: Merge into single story or reverse dependency
   Impact: Resolves deadlock, enables 2 stories

5. **Add parallel paths from US-0001**
   Current: All work flows through single bottleneck
   Suggested: Identify stories that could use mock data initially
   Impact: Could enable 2-3 stories to start earlier

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📊 Projected Impact

**Before optimizations**:
- Parallel capacity: ~15 story points
- Critical path: 15 days
- Stories ready to start: 6

**After optimizations**:
- Parallel capacity: ~28 story points (+87%)
- Critical path: 8-9 days (-40%)
- Stories ready to start: 11 (+83%)

**Result**: ~50% faster feature delivery with same team size

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Would you like me to:
1. Show detailed analysis for specific dependencies
2. Help update story YAMLs to implement these changes
3. Generate new dependency graph showing optimized structure

Summary Report Format

Comprehensive analysis output:
📊 Dependency Analysis Report

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Generated: 2025-01-03 15:30:00
Stories Analyzed: 25

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

📈 Overall Statistics

Total Stories: 25
Total Dependencies: 32
Average Dependencies per Story: 1.28
Max Dependency Depth: 6 levels

Status Breakdown:
- Backlog: 18 stories (72%)
- In Progress: 5 stories (20%)
- Done: 2 stories (8%)

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✅ Independent Stories: 6

Ready to start immediately (no blockers)
Total points available: 23

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🚧 Bottleneck Stories: 3

Stories blocking ≥3 others
Total downstream impact: 69 story points

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🔗 Longest Chains: 2

Max chain length: 6 stories
Critical path: 15 days minimum

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⚠️  Issues Detected: 2

Circular Dependencies: 2 cycles (5 stories affected)
Long Chains: 2 chains (>5 stories each)

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📊 Dependency Health Score: 72/100

Breakdown:
- No circular deps: 0/25 (critical issue)
- Reasonable chain length: 15/25 (2 long chains)
- Balanced dependencies: 20/25 (3 bottlenecks)
- Independent stories: 12/25 (good)

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💡 Key Recommendations

1. CRITICAL: Resolve 2 circular dependencies (blocks 5 stories)
2. HIGH: Address bottleneck stories (especially US-0001)
3. MEDIUM: Review long chains for optimization opportunities

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📁 Files Generated

- stories/analysis/dependency-graph.mmd (visual diagram)
- stories/analysis/dependency-report.json (full data)
- stories/analysis/independent-stories.txt (ready to start)
- stories/analysis/bottlenecks.txt (high-priority stories)

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Integration with Scripts

Main Analysis Script

bash
# Full analysis with JSON output
python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --output-json

# Generate Mermaid diagram
python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --output-diagram deps.mmd

# Find specific issues
python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --check-cycles
python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --check-chains --max-length 5
python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --find-independent
python3 .claude/skills/dependency-analyzer/scripts/check_dependencies.py --find-bottlenecks --threshold 3

Error Handling

No Stories Found

⚠️  No stories found

Directory: stories/yaml-source/
Files found: 0

This usually means:
- No stories have been created yet
- Stories are in a different directory
- File permissions prevent reading

Create stories first using user-story-generator skill.

Invalid Dependency Reference

⚠️  Invalid dependency detected

In story: US-0005
References: US-9999 (does not exist)

This story references a non-existent story.

Fix options:
1. Remove the invalid dependency
2. Create US-9999 if it should exist
3. Correct the story ID (typo?)

Would you like me to show US-0005 details?

Conflicting Dependencies

⚠️  Conflicting dependencies

US-0005:
  dependencies:
    blocked_by: [US-0008]

US-0008:
  dependencies:
    blocks: [US-0010]  # Does not list US-0005

Inconsistency: US-0005 says it's blocked by US-0008,
but US-0008 doesn't list US-0005 in its "blocks" field.

Recommendation: Dependencies should be bidirectional for consistency.

Auto-fix: Add US-0005 to US-0008's "blocks" array? (yes/no)

Configuration

Uses settings from
.claude/skills/user-story-generator/config/automation-config.yaml
:
yaml
dependencies:
  check_circular: true
  max_depth: 10  # Warn if dependency chain exceeds this
  warn_on_long_chains: true
  max_chain_length: 5  # Chains longer than this trigger warning
  bottleneck_threshold: 3  # Stories blocking ≥ this many are bottlenecks

Best Practices

Dependency Management

  • Keep chains short (≤5 stories ideal)
  • Avoid circular dependencies (always)
  • Minimize bottlenecks (stories blocking many)
  • Maximize independent stories (enables parallel work)

When to Analyze

  • Always: Before sprint planning
  • Usually: After adding/modifying stories
  • Sometimes: Mid-sprint to check progress
  • Rarely: During development (changes are risky)

Interpreting Results

  • Independent stories: Start these first to maximize progress
  • Bottleneck stories: Prioritize to unblock others
  • Long chains: Look for optimization opportunities
  • Circular dependencies: Must be resolved immediately

Examples

Example 1: Quick Check

Input: "Check dependencies"
Output:
📊 Quick Dependency Check

Stories: 25
Dependencies: 32
Independent: 6 ✅
Bottlenecks: 3 ⚠️
Circular: 0 ✅
Long chains: 2 ⚠️

Overall: Generally healthy with some optimizations possible

Example 2: Pre-Sprint Planning

Input: "Analyze dependencies for sprint planning"
Output:
[Full analysis with all sections]

Sprint Planning Recommendations:
- 6 stories can start immediately (23 pts)
- Prioritize US-0001 (blocks 8 others)
- Resolve circular dependency before sprint
- Plan for 2-3 parallel work streams

Remember

  • Visual First: Dependency graphs are powerful communication tools
  • Action-Oriented: Always provide specific next steps
  • Risk-Aware: Highlight blocking issues prominently
  • Optimization-Focused: Suggest improvements
  • Planning-Friendly: Format output for sprint planning use