From shannon
Use when errors occur deep in execution and you need to trace back to find the original trigger - systematically traces bugs backward through call stack with quantitative tracking, adding instrumentation when needed, to identify source of invalid data or incorrect behavior
npx claudepluginhub krzemienski/shannon-framework --plugin shannonThis skill uses the workspace's default tool permissions.
Bugs often manifest deep in the call stack (git init in wrong directory, file created in wrong location, database opened with wrong path). Your instinct is to fix where the error appears, but that's treating a symptom.
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Bugs often manifest deep in the call stack (git init in wrong directory, file created in wrong location, database opened with wrong path). Your instinct is to fix where the error appears, but that's treating a symptom.
Core principle: Trace backward through the call chain until you find the original trigger, then fix at the source.
digraph when_to_use {
"Bug appears deep in stack?" [shape=diamond];
"Can trace backwards?" [shape=diamond];
"Fix at symptom point" [shape=box];
"Trace to original trigger" [shape=box];
"BETTER: Also add defense-in-depth" [shape=box];
"Bug appears deep in stack?" -> "Can trace backwards?" [label="yes"];
"Can trace backwards?" -> "Trace to original trigger" [label="yes"];
"Can trace backwards?" -> "Fix at symptom point" [label="no - dead end"];
"Trace to original trigger" -> "BETTER: Also add defense-in-depth";
}
Use when:
Error: git init failed in /Users/jesse/project/packages/core
Shannon tracking: Record symptom details:
serena.write_memory(f"tracing/{trace_id}/symptom", {
"error_message": "git init failed in...",
"location": "/Users/jesse/project/packages/core",
"timestamp": ISO_timestamp,
"initial_depth": 0 # Surface level
})
What code directly causes this?
await execFileAsync('git', ['init'], { cwd: projectDir });
Shannon tracking:
serena.write_memory(f"tracing/{trace_id}/layer_1", {
"code": "execFileAsync('git', ['init'], { cwd: projectDir })",
"file": "src/worktree.ts",
"line": 45,
"depth": 1
})
WorktreeManager.createSessionWorktree(projectDir, sessionId)
→ called by Session.initializeWorkspace()
→ called by Session.create()
→ called by test at Project.create()
Shannon quantitative tracking: Measure trace depth:
trace_path = {
"depth": 4,
"layers": [
{"depth": 1, "location": "WorktreeManager.createSessionWorktree"},
{"depth": 2, "location": "Session.initializeWorkspace"},
{"depth": 3, "location": "Session.create"},
{"depth": 4, "location": "test: Project.create"}
],
"time_to_trace": "15 minutes"
}
serena.write_memory(f"tracing/{trace_id}/trace_path", trace_path)
What value was passed?
projectDir = '' (empty string!)cwd resolves to process.cwd()Shannon: Track bad value propagation:
bad_value_trace = {
"value": "'' (empty string)",
"type": "string",
"expected": "/tmp/test-project",
"actual": "''",
"propagation_path": [
"user_input",
"Project.create()",
"Session.create()",
"WorktreeManager.createSessionWorktree()",
"git init (symptom)"
],
"propagation_depth": 5
}
Where did empty string come from?
const context = setupCoreTest(); // Returns { tempDir: '' }
Project.create('name', context.tempDir); // Accessed before beforeEach!
Shannon: Root cause identified:
root_cause = {
"trigger": "setupCoreTest() accessed before beforeEach",
"category": "timing_issue",
"depth_from_symptom": 5,
"fix_location": "test setup",
"symptom_location": "git init",
"distance_between": 5 # Layers between root and symptom
}
serena.write_memory(f"tracing/{trace_id}/root_cause", root_cause)
When you can't trace manually, add instrumentation:
// Before the problematic operation
async function gitInit(directory: string) {
const stack = new Error().stack;
console.error('DEBUG git init:', {
directory,
cwd: process.cwd(),
nodeEnv: process.env.NODE_ENV,
stack,
});
await execFileAsync('git', ['init'], { cwd: directory });
}
Critical: Use console.error() in tests (not logger - may not show)
Run and capture:
npm test 2>&1 | grep 'DEBUG git init'
Analyze stack traces:
Shannon enhancement: Automated stack trace analysis:
stack_traces = capture_stack_traces(test_run)
analysis = {
"total_traces": len(stack_traces),
"unique_call_paths": count_unique_paths(stack_traces),
"most_common_trigger": find_most_common_trigger(stack_traces),
"pattern": "single_test" / "multiple_tests" / "random"
}
serena.write_memory(f"tracing/{trace_id}/stack_analysis", analysis)
If something appears during tests but you don't know which test:
Use the bisection script from Superpowers (adapted):
#!/bin/bash
# find-polluter.sh - Find which test creates pollution
POLLUTION="$1" # What to look for (e.g., '.git', 'node_modules')
GLOB="$2" # Test files glob (e.g., 'src/**/*.test.ts')
echo "Finding test that creates: $POLLUTION"
echo "Test files: $GLOB"
for test in $(find . -name "$GLOB" -type f); do
echo "Testing: $test"
# Clean before test
rm -rf "$POLLUTION" 2>/dev/null
# Run single test
npm test "$test" 2>&1 | tee test.log
# Check if pollution exists
if [ -e "$POLLUTION" ]; then
echo "FOUND POLLUTER: $test"
exit 0
fi
done
echo "No polluter found"
exit 1
Shannon enhancement: Track bisection metrics:
bisection_results = {
"tests_checked": 45,
"polluter_found": True,
"polluter_file": "tests/project.test.ts",
"time_to_find": "8 minutes",
"pollution_type": ".git directory",
"timestamp": ISO_timestamp
}
serena.write_memory(f"tracing/{trace_id}/bisection", bisection_results)
Symptom: .git created in packages/core/ (source code)
Trace chain:
git init runs in process.cwd() ← empty cwd parametercontext.tempDir before beforeEach{ tempDir: '' } initiallyRoot cause: Top-level variable initialization accessing empty value
Fix: Made tempDir a getter that throws if accessed before beforeEach
Also added defense-in-depth (Shannon requirement):
Shannon metrics:
trace_metrics = {
"symptom_depth": 1, # Surface error
"root_cause_depth": 5, # 5 layers up
"trace_distance": 4, # Layers between
"time_to_trace": "30 minutes",
"fix_layers_added": 4, # Defense-in-depth
"verification": "1847/1847 tests PASS"
}
digraph principle {
"Found immediate cause" [shape=ellipse];
"Can trace one level up?" [shape=diamond];
"Trace backwards" [shape=box];
"Is this the source?" [shape=diamond];
"Fix at source" [shape=box];
"Add validation at each layer" [shape=box];
"Bug impossible" [shape=doublecircle];
"NEVER fix just the symptom" [shape=octagon, style=filled, fillcolor=red, fontcolor=white];
"Found immediate cause" -> "Can trace one level up?";
"Can trace one level up?" -> "Trace backwards" [label="yes"];
"Can trace one level up?" -> "NEVER fix just the symptom" [label="no"];
"Trace backwards" -> "Is this the source?";
"Is this the source?" -> "Trace backwards" [label="no - keeps going"];
"Is this the source?" -> "Fix at source" [label="yes"];
"Fix at source" -> "Add validation at each layer";
"Add validation at each layer" -> "Bug impossible";
}
NEVER fix just where the error appears. Trace back to find the original trigger.
In tests: Use console.error() not logger - logger may be suppressed
Before operation: Log before the dangerous operation, not after it fails
Include context: Directory, cwd, environment variables, timestamps
Capture stack: new Error().stack shows complete call chain
Track tracing patterns across bugs:
# After successful trace
tracing_pattern = {
"bug_category": "invalid_data_flow",
"symptom_category": "file_system",
"root_cause_category": "test_setup",
"avg_depth": 4.5, # Average layers to root cause
"success_rate": 0.95, # 95% of traces find root cause
"common_triggers": {
"test_setup_timing": 12, # 60% of cases
"missing_validation": 5,
"config_mismatch": 3
}
}
serena.write_memory("tracing/patterns/invalid_data_flow", tracing_pattern)
Use patterns to speed future traces:
# When starting new trace
similar_bugs = serena.query_memory("tracing/*/category:file_system")
suggestion = {
"likely_root_cause": "test_setup_timing", # Based on 60% pattern
"suggested_depth": 5, # Average depth for this category
"confidence": 0.60,
"recommendation": "Check test setup timing first"
}
/shannon:debug: Use this skill for tracing:
1. Observe symptom
2. Trace backwards (quantitative depth tracking)
3. Find root cause
4. Fix at source + defense-in-depth
5. Verify with 3-tier validation
6. Save trace pattern to Serena
/shannon:analyze: Use for pattern analysis:
1. Query Serena for similar traces
2. Identify common patterns
3. Recommend preventive measures
This skill is required by:
This skill requires:
Shannon integration:
From debugging session (2025-10-03):
Shannon metrics show:
Trace to source. Fix at origin. Defend at all layers.
Shannon's quantitative tracking makes tracing systematic, not art.
Measure everything. Learn from patterns. Never fix symptoms.