
apexdebug
by benredmond
SKILL.md
name: apex:debug description: Systematic debugging with APEX pattern learning. Applies hypothesis-driven investigation, evidence collection, and reflection to update pattern trust scores. argument-hint: [task-identifier or error-description]
Integrates with failure-predictor and git-historian agents to provide historical context.
Produces evidence that feeds into apex_reflect for continuous learning.
Can operate phase-agnostic: debug sessions can happen at any point in the workflow.
Usage: /apex:debug [task-id] or /apex:debug "error message or description"
Initialize debug session with provided context.
// If creating new task apex_task_create({ intent: "Debug: [error summary]", type: "bug", tags: ["debugging", "investigation"] })
</mcp-calls>
<spawn-agents>
<agent type="apex:failure-predictor">
**Error Context**: [Error message or symptom]
**File Context**: [Suspected files if known]
Predict likely failure modes based on historical patterns.
Return: Predicted failures with prevention strategies.
</agent>
</spawn-agents>
<mcp-checkpoint>
```javascript
apex_task_checkpoint(taskId, "DEBUG: Initialized debug session", 0.3)
-
Capture evidence:
- Error messages (exact text)
- Stack traces (full trace)
- Logs (relevant entries)
- Environment state (versions, config)
- Recent changes (git log)
-
Record evidence via MCP:
apex_task_append_evidence(taskId, "file", "Reproduction test case at [location]", { file: "[test file]" } )
</mcp-calls>
<reproduction-checklist>
- [ ] Bug reproduces consistently OR intermittency pattern documented
- [ ] Exact error message captured
- [ ] Stack trace saved
- [ ] Minimal test case created (if possible)
- [ ] Environment details recorded
</reproduction-checklist>
</step>
<step id="3" title="Root cause investigation">
<instructions>
1. **Spawn git-historian**: Find related changes
2. **Query similar failures**: Search APEX patterns for matches
3. **Trace data flow**: Follow bad value to its source
4. **Form hypotheses**: Based on evidence (MAX 3 concurrent)
</instructions>
<spawn-agents>
<agent type="apex:git-historian">
**Scope**: [Suspected files/directories]
**Window**: 30 days (recent changes)
**Focus**: Commits that touched error location
Find: Recent changes, regressions, related fixes.
Return: Git intelligence with blame and commit analysis.
</agent>
</spawn-agents>
<mcp-calls>
```javascript
// Search for similar failures in pattern database
apex_patterns_discover({
query: "[error symptoms]",
filters: { types: ["ANTI", "FAILURE"] },
max_results: 10
})
### Hypothesis 1: [Title]
- **Based on**: [Evidence that supports this]
- **Predicts**: [What we'd see if true]
- **Test**: [How to verify]
### Hypothesis 2: [Title]
...
### Hypothesis 3: [Title]
...
LIMIT: Maximum 3 concurrent hypotheses. If all 3 fail, revisit evidence before forming new ones.
Binary Search (git bisect):
git bisect start
git bisect bad HEAD
git bisect good [known-good-commit]
# Test each midpoint until culprit found
Run full suite
npm test
Lint check
npm run lint
</validation-commands>
<mcp-checkpoint>
```javascript
apex_task_checkpoint(taskId, "DEBUG: Fix implemented and validated", 0.8)
Patterns
- Used: [Patterns that helped, with outcomes]
- Discovered: [New failure modes or fixes]
Learnings
- [Key insight 1]
- [Key insight 2]
</reflection-template>
<mcp-calls>
```javascript
// Submit debugging reflection
apex_reflect({
task: { id: taskId, title: "[task title]" },
outcome: "success", // or "partial" or "failure"
claims: {
patterns_used: [
{
pattern_id: "[PAT:ID]",
evidence: [
{
kind: "git_lines",
file: "[file]",
sha: "HEAD",
start: 1,
end: 10
}
],
notes: "[how it helped]"
}
],
trust_updates: [
{
pattern_id: "[PAT:ID]",
outcome: "worked-perfectly" // or "worked-with-tweaks", "failed-completely"
}
],
learnings: [
{ assertion: "[What we learned]", evidence: [...] }
],
// Only if genuinely new pattern discovered:
new_patterns: [
{
title: "[Pattern title]",
summary: "[What it does]",
snippets: [
{
snippet_id: "[snippet id]",
source_ref: {
kind: "git_lines",
file: "[file]",
sha: "HEAD",
start: 1,
end: 10
}
}
],
evidence: [...]
}
]
}
})
// Complete task if appropriate
apex_task_complete({
id: taskId,
outcome: "success",
key_learning: "[Most important takeaway]",
patterns_used: ["[PAT:IDs]"]
})
<debug>
<metadata>
<timestamp>[ISO]</timestamp>
<duration>[Time spent]</duration>
<hypotheses-tested>[N]</hypotheses-tested>
</metadata>
<reproduction>
<reproducible>true|false</reproducible>
<steps>[Reproduction steps]</steps>
<minimal-case>[Test case location if created]</minimal-case>
</reproduction>
<investigation>
<evidence>
<error-message>[Exact error]</error-message>
<stack-trace>[Relevant portions]</stack-trace>
<related-commits>[Git history findings]</related-commits>
<pattern-matches>[APEX patterns that matched]</pattern-matches>
</evidence>
<hypotheses>
<hypothesis id="1" status="confirmed|refuted|untested">
<title>[Hypothesis]</title>
<evidence>[Supporting evidence]</evidence>
<test-result>[What happened when tested]</test-result>
</hypothesis>
</hypotheses>
</investigation>
<root-cause>
<description>[What actually caused the bug]</description>
<five-whys>[If used, the chain of whys]</five-whys>
</root-cause>
<fix>
<description>[What was changed]</description>
<files-modified>[List of files]</files-modified>
<test-added>[New test location]</test-added>
</fix>
<reflection>
<patterns-used>
<pattern id="[PAT:ID]" outcome="worked|tweaked|failed">[How it helped]</pattern>
</patterns-used>
<learnings>
<learning>[Key insight]</learning>
</learnings>
<prevention>[How to prevent similar bugs]</prevention>
</reflection>
</debug>
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