fix-issue

📁 yonatangross/orchestkit 📅 Jan 22, 2026
45
总安装量
13
周安装量
#8740
全站排名
安装命令
npx skills add https://github.com/yonatangross/orchestkit --skill fix-issue

Agent 安装分布

claude-code 9
opencode 7
antigravity 7
gemini-cli 7
windsurf 6
github-copilot 5

Skill 文档

Fix Issue

Systematic issue resolution with hypothesis-based root cause analysis, similar issue detection, and prevention recommendations.

Quick Start

/fix-issue 123
/fix-issue 456

Opus 4.6: Root cause analysis uses native adaptive thinking. Dynamic token budgets scale with context window for thorough investigation.


STEP 0: Verify User Intent with AskUserQuestion

BEFORE creating tasks, clarify fix approach:

AskUserQuestion(
  questions=[{
    "question": "What approach for this fix?",
    "header": "Approach",
    "options": [
      {"label": "Proper fix (Recommended)", "description": "Full RCA, tests, prevention recommendations"},
      {"label": "Quick fix", "description": "Minimal fix to resolve the immediate issue"},
      {"label": "Investigate first", "description": "Understand the issue before deciding on approach"},
      {"label": "Hotfix", "description": "Emergency patch, minimal testing"}
    ],
    "multiSelect": false
  }]
)

Based on answer, adjust workflow:

  • Proper fix: All 11 phases, parallel agents for RCA
  • Quick fix: Skip phases 8-10 (prevention, runbook, lessons)
  • Investigate first: Only phases 1-4 (understand, search, hypotheses, analyze)
  • Hotfix: Minimal phases, skip similar issue search

STEP 0b: Select Orchestration Mode

Choose Agent Teams (mesh — RCA agents share hypotheses) or Task tool (star — all report to lead):

  1. ORCHESTKIT_PREFER_TEAMS=1 → Agent Teams mode
  2. Agent Teams unavailable → Task tool mode (default)
  3. Otherwise: Complex cross-cutting bugs (backend + frontend + tests involved) → recommend Agent Teams; Focused bugs (single domain) → Task tool
Aspect Task Tool Agent Teams
Hypothesis sharing Lead relays between agents Investigators share hypotheses in real-time
Conflicting evidence Lead resolves Investigators debate directly
Cost ~250K tokens ~600K tokens
Best for Single-domain bugs Cross-cutting bugs with multiple hypotheses

Fallback: If Agent Teams encounters issues, fall back to Task tool for remaining investigation.


Task Management (CC 2.1.16)

# Create main fix task
TaskCreate(
  subject="Fix issue #{number}",
  description="Systematic issue resolution with hypothesis-based RCA",
  activeForm="Fixing issue #{number}"
)

# Create subtasks for 11-phase process
phases = ["Understand issue", "Search similar issues", "Form hypotheses",
          "Analyze root cause", "Design fix", "Implement fix", "Validate fix",
          "Generate prevention", "Create runbook", "Capture lessons", "Commit and PR"]
for phase in phases:
    TaskCreate(subject=phase, activeForm=f"{phase}ing")

Workflow Overview

Phase Activities Output
1. Understand Issue Read GitHub issue details Problem statement
2. Similar Issue Detection Search for related past issues Related issues list
3. Hypothesis Formation Form hypotheses with confidence scores Ranked hypotheses
4. Root Cause Analysis 5 parallel agents investigate Confirmed root cause
5. Fix Design Design approach based on RCA Fix specification
6. Implementation Apply fix with tests Working code
7. Validation Verify fix resolves issue Evidence
8. Prevention How to prevent recurrence Prevention plan
9. Runbook Create/update runbook entry Runbook
10. Lessons Learned Capture knowledge Persisted learnings
11. Commit and PR Create PR with fix Merged PR

Phase 1: Understand the Issue

gh issue view $ARGUMENTS --json title,body,labels,assignees,comments
gh pr list --search "issue:$ARGUMENTS"
gh issue view $ARGUMENTS --comments

Phase 2: Similar Issue Detection

See Similar Issue Search for patterns.

gh issue list --search "[key error message]" --state all
mcp__memory__search_nodes(query="issue [error type] fix")
Similar Issue Similarity Status Relevant?
#101 85% Closed Yes

Determine: Regression? Variant? New issue?


Phase 3: Hypothesis Formation

See Hypothesis-Based RCA for confidence scoring.

## Hypothesis 1: [Brief name]
**Confidence:** [0-100]%
**Description:** [What might cause the issue]
**Test:** [How to verify]
Confidence Meaning
90-100% Near certain
70-89% Highly likely
50-69% Probable
30-49% Possible
0-29% Unlikely

Phase 4: Root Cause Analysis (5 Agents)

Launch ALL 5 agents in parallel with run_in_background=True:

  1. debug-investigator: Root cause tracing
  2. debug-investigator: Impact analysis
  3. backend-system-architect: Backend fix design
  4. frontend-ui-developer: Frontend fix design
  5. test-generator: Test requirements

Each agent outputs structured JSON with findings and SUMMARY line.

Phase 4 — Agent Teams Alternative

In Agent Teams mode, form an investigation team where RCA agents share hypotheses and evidence in real-time:

TeamCreate(team_name="fix-issue-{number}", description="RCA for issue #{number}")

Task(subagent_type="ork:debug-investigator", name="root-cause-tracer",
     team_name="fix-issue-{number}",
     prompt="""Trace the root cause for issue #{number}: {issue description}
     Hypotheses: {hypothesis list from Phase 3}
     Test each hypothesis. When you find evidence supporting or refuting a hypothesis,
     message impact-analyst and the relevant domain expert (backend-expert or frontend-expert).
     If you find conflicting evidence, share it with ALL teammates for debate.""")

Task(subagent_type="ork:debug-investigator", name="impact-analyst",
     team_name="fix-issue-{number}",
     prompt="""Analyze the impact and blast radius for issue #{number}.
     When root-cause-tracer shares evidence, assess how many code paths are affected.
     Message test-planner with affected paths so they can plan regression tests.
     If the impact is larger than expected, message the lead immediately.""")

Task(subagent_type="backend-system-architect", name="backend-expert",
     team_name="fix-issue-{number}",
     prompt="""Investigate backend aspects of issue #{number}.
     When root-cause-tracer shares backend-related hypotheses, design the fix approach.
     Message frontend-expert if the fix affects API contracts.
     Share fix design with test-planner for test requirements.""")

Task(subagent_type="frontend-ui-developer", name="frontend-expert",
     team_name="fix-issue-{number}",
     prompt="""Investigate frontend aspects of issue #{number}.
     When root-cause-tracer shares frontend-related hypotheses, design the fix approach.
     If backend-expert changes API contracts, adapt the frontend fix accordingly.
     Share component changes with test-planner.""")

Task(subagent_type="test-generator", name="test-planner",
     team_name="fix-issue-{number}",
     prompt="""Plan regression tests for issue #{number}.
     When root-cause-tracer confirms the root cause, write a failing test that reproduces it.
     When backend-expert or frontend-expert share fix designs, plan verification tests.
     Start with the regression test BEFORE the fix is applied (TDD approach).""")

Team teardown after fix is implemented and validated:

SendMessage(type="shutdown_request", recipient="root-cause-tracer", content="Fix validated")
SendMessage(type="shutdown_request", recipient="impact-analyst", content="Fix validated")
SendMessage(type="shutdown_request", recipient="backend-expert", content="Fix validated")
SendMessage(type="shutdown_request", recipient="frontend-expert", content="Fix validated")
SendMessage(type="shutdown_request", recipient="test-planner", content="Fix validated")
TeamDelete()

Fallback: If team formation fails, use standard Phase 4 Task spawns above.


Phase 5: Fix Design

## Fix Design for Issue #$ARGUMENTS

### Root Cause (Confirmed)
[Description]

### Proposed Fix
[Approach]

### Files to Modify
| File | Change | Reason |
|------|--------|--------|
| [file] | MODIFY | [why] |

### Risks
- [Risk 1]

### Rollback Plan
[How to revert]

Phase 6: Implementation

CRITICAL: Feature Branch Required

NEVER commit directly to main or dev. Always create a feature branch:

# Determine base branch
BASE_BRANCH=$(git remote show origin | grep 'HEAD branch' | cut -d: -f2 | tr -d ' ')

# Create feature branch (MANDATORY)
git checkout $BASE_BRANCH && git pull origin $BASE_BRANCH
git checkout -b issue/$ARGUMENTS-fix

CRITICAL: Regression Test Required

A fix without a test is incomplete. Add test BEFORE implementing fix:

# 1. Write test that reproduces the bug (should FAIL)
# 2. Implement the fix
# 3. Verify test now PASSES

Guidelines:

  • Make minimal, focused changes
  • Add proper error handling
  • Add regression test FIRST (MANDATORY)
  • DO NOT over-engineer
  • DO NOT commit directly to protected branches

Phase 7: Validation

# Backend
poetry run ruff format --check app/
poetry run pytest tests/unit/ -v --tb=short

# Frontend
npm run lint && npm run typecheck && npm run test

Phase 8: Prevention Recommendations

CRITICAL: Prevention must include at least one of:

  1. Automated test – CI catches similar issues (PREFERRED)
  2. Validation rule – Schema/lint rule prevents bad state
  3. Process check – Review checklist item

See Prevention Patterns for full template.

Category Examples Effectiveness
Automated test Unit/integration test in CI HIGH – catches before merge
Validation rule Schema check, lint rule HIGH – catches on save/commit
Architecture Better error boundaries MEDIUM
Process Review checklist item LOW – human-dependent

Phase 9: Runbook Generation

# Runbook: [Issue Type]

## Symptoms
- [Observable symptom]

## Diagnosis Steps
1. Check [X] by running: `[command]`

## Resolution Steps
1. [Step 1]

## Prevention
- [How to prevent]

Store in memory for future reference.


Phase 10: Lessons Learned

mcp__memory__create_entities(entities=[{
  "name": "lessons-issue-$ARGUMENTS",
  "entityType": "LessonsLearned",
  "observations": [
    "root_cause: [brief]",
    "key_learning: [most important]",
    "prevention: [recommendation]"
  ]
}])

Phase 11: Commit and PR

git add .
git commit -m "fix(#$ARGUMENTS): [Brief description]

Root cause: [one line]
Prevention: [recommendation]"

git push -u origin issue/$ARGUMENTS-fix
gh pr create --base dev --title "fix(#$ARGUMENTS): [description]"

Key Decisions

Decision Choice Rationale
Feature branch MANDATORY Never commit to main/dev directly
Regression test MANDATORY Fix without test is incomplete
Hypothesis confidence 0-100% scale Quantifies certainty
Similar issue search Before hypothesis Leverage past solutions
Prevention analysis Mandatory phase Break recurring issue cycle
Runbook generation Template-based Consistent documentation

CC 2.1.27+ Enhancements

Session Resume with PR Context

When you create a PR for the fix, the session is automatically linked:

# Later: Resume with full PR context
claude --from-pr 789

Task Metrics (CC 2.1.30)

Track RCA efficiency across the 5 parallel agents:

## Phase 4 Metrics (Root Cause Analysis)
| Agent | Tokens | Tools | Duration |
|-------|--------|-------|----------|
| debug-investigator #1 | 520 | 12 | 18s |
| debug-investigator #2 | 480 | 10 | 15s |
| backend-system-architect | 390 | 8 | 12s |

**Root cause found in:** 45s total

Tool Guidance (CC 2.1.31)

When investigating root cause:

Task Use Avoid
Read logs/files Read(file_path=...) bash cat
Search for errors Grep(pattern="ERROR") bash grep
Find affected files Glob(pattern="**/*.py") bash find
Check git history Bash git log/diff (git needs bash)

Session Resume Hints (CC 2.1.31)

Before ending fix sessions, capture investigation context:

/ork:remember Issue #$ARGUMENTS RCA findings:
  Root cause: [one line]
  Confirmed by: [key evidence]
  Fix status: [implemented/pending]
  Prevention: [recommendation]

Resume later:

claude                              # Shows resume hint
/ork:memory search "issue $ARGUMENTS"  # Loads your findings

Related Skills

  • commit – Commit issue fixes
  • debug-investigator – Debug complex issues
  • issue-progress-tracking – Auto-updates from commits
  • remember – Store lessons learned

Version: 2.1.0 (February 2026)