systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
Skill by andrei649
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/andrei649-systematic-debugging
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Use cases: testing
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions: not checked yet.
What's inside
- Skill name
systematic-debugging- Description
- Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
- License
- Apache-2.0
- Instructions
- 280 lines in SKILL.md · view on GitHub
Before installing
- Ships executable scripts
Files (11)
- CREATION-LOG.md
- SKILL.md
- condition-based-waiting-example.ts
- condition-based-waiting.md
- defense-in-depth.md
- find-polluter.sh
- root-cause-tracing.md
- test-academic.md
- test-pressure-1.md
- test-pressure-2.md
- test-pressure-3.md
SKILL.md (first lines)
# Systematic Debugging
## Overview
**Core principle:** ALWAYS find root cause before attempting fixes. Symptom fixes are failure.
**Violating the letter of this process is violating the spirit of debugging.**
## The Iron Law
```
NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST
```
If you haven't completed Phase 1, you cannot propose fixes.
## When to Use
Use for ANY technical issue:
- Test failures
- Bugs in production
- Unexpected behavior
- Performance problems
- Build failures
- Integration issues
**Use this ESPECIALLY when:**
- Under time pressure (emergencies make guessing tempting)
- "Just one quick fix" seems obvious
- You've already tried multiple fixes
- Previous fix didn't work
- You don't fully understand the issue
**Don't skip when:**
- Issue seems simple (simple bugs have root causes too)
- You're in a hurry (rushing guarantees rework)
- Manager wants it fixed NOW (systematic is faster than thrashing)
## The Four Phases
You MUST complete each phase before proceeding to the next.
### Phase 1: Root Cause Investigation
**BEFORE attempting ANY fix:**
1. **Read Error Messages Carefully**
- Don't skip past errors or warnings
- They often contain the exact solution
- Read stack traces completely
- Note line numbers, file paths, error codes
2. **Reproduce Consistently**
- Can you trigger it reliably?
- What are the exact steps?
- Does it happen every time?
- If not reproducible → gather more data, don't guess
3. **Check Recent Changes**
- What changed that could cause this?
- Git diff, recent commits
- New dependencies, config changes
- Environmental differences
4. **Gather Evidence in Multi-Component Systems**
**WHEN system has multiple components (CI → build → signing, API → service → database):**
**BEFORE proposing fixes, add diagnostic instrumentation:**
```
For EACH component boundary:
- Log what data enters component
- Log what data exits component
- Verify environment/config propagation
- Check state at each layer
Run once to gather evidence showing WHERE it breaks
THEN analyze evidence to identify failing component
THEN investigate that specific component
```
**Example (multi-layer system):**
```bash
# Layer 1: Workflow
echo "=== Secrets available in workflow: ==="
echo "IDENTITY: ${IDENTITY:+SET}${IDENTITY:-UNSET}"
# Layer 2: Build script
echo "=== Env vars in build script: ==="
env | grep IDENTITY || echo "IDENTITY not in environment"
# Layer 3: Signing script
echo "=== Keychain state: ==="
security list-keychains
security find-identity -v
# Layer 4: Actual signing
codesign --sign "$IDENTITY" --verbose=4 "$APP"
```
**This reveals:** Which layer fails (secrets → workflow ✓, workflow → build ✗)
5. **Trace Data Flow**
**WHEN error is deep in call stack:**
See `root-cause-tracing.md` in this directory for the complete backward tracing technique.
**Quick version:**
- Where does bad value originate?
- What called this with bad value?
- Keep tracing up until you find the source
- Fix at source, not at symptom
### Phase 2: Pattern Analysis
**Find the pattern before fixing:**
1. **Find Working Examples**From andrei649/jarvis-hub, Apache-2.0.
More from andrei649/jarvis-hub
- 0.588score
evaluate-external-tool
andrei649
Use when anyone proposes adopting an external AI tool, MCP server, agent pack or skill bundle into this repo — a shared link or list ("are these useful for…
SkillBFreshness: B★ 9Claude Code +9 - 0.588score
jarvis-write-test
andrei649
Use when writing or fixing a pytest test in the jarvis hub (tests/test_*.py), or when a test fails on import/path/async-decorator issues.
SkillBFreshness: B★ 9Claude Code +9 - 0.585score
jarvis-load-context
andrei649
Use FIRST, before reading source, when starting any task in the jarvis hub repo — to load the right files instead of the ~2M-token raw repo.
SkillBFreshness: B★ 9Claude Code +9 - 0.583score
jarvis-add-route
andrei649
Use when adding, moving, or removing an HTTP endpoint in the jarvis hub backend (agents/web.py or agents/core/routers/*).
SkillBFreshness: B★ 9Claude Code +9 - 0.583score
jarvis-add-plugin
andrei649
Use when adding a new third-party integration / plugin to the jarvis hub (agents/core/plugins/*), or wiring an external API an agent can call.
SkillBFreshness: B★ 9Claude Code +9 - 0.583score
max
andrei649
Use when the owner says "Max" — alone, as a codename, in any casing ("max", "MAX", "run max", "continue max", "/max") — to start or continue the Nerva…
SkillBFreshness: B★ 9Claude Code +9 - 0.565score
brainstorming
andrei649
You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior.
SkillBFreshness: B★ 9Claude Code +9 - 0.562score
writing-plans
andrei649
Use when you have a spec or requirements for a multi-step task, before touching code
SkillBFreshness: B★ 9Claude Code +9 - 0.562score
executing-plans
andrei649
Use when you have a written implementation plan to execute in a separate session with review checkpoints
SkillBFreshness: B★ 9Claude Code +9 - 0.562score
requesting-code-review
andrei649
Use when completing tasks, implementing major features, or before merging to verify work meets requirements
SkillBFreshness: B★ 9Claude Code +9 - 0.558score
subagent-driven-development
andrei649
Use when executing implementation plans with independent tasks in the current session
SkillBFreshness: B★ 9Claude Code +9
Signals
- Stars
- 9
- Forks
- 1
- Open issues
- 30
- Last commit (this folder)
- Aug 6, 2026 (2 months ago)
- Last release
- Sep 2, 2026 (1 month ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/andrei649/jarvis-hub
- Website
- www.andrei649.ro
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
Same skill elsewhere
Copies of this SKILL.md published by others; search shows only one of them.
- 0.629score
systematic-debugging
pedronauck
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
SkillBFreshness: B★ 641Claude Code +9 - 0.341score
systematic-debugging
PanPanFR
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
SkillBFreshness: B★ 12Claude Code +9 - 0.319score
systematic-debugging
BlinkVoid
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
SkillBFreshness: B★ 2Claude Code +9 - 0.309score
systematic-debugging
dotknewt
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
SkillBFreshness: B★ 1Claude Code +9 - 0.299score
systematic-debugging
digitaleflex
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
SkillBFreshness: BClaude Code +9 - 0.296score
systematic-debugging
krmunio
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
SkillBFreshness: BClaude Code +9 - 0.296score
systematic-debugging
nosignalmxh
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
SkillBFreshness: BClaude Code +9
More from andrei649
- 0.588score
evaluate-external-tool
andrei649
Use when anyone proposes adopting an external AI tool, MCP server, agent pack or skill bundle into this repo — a shared link or list ("are these useful for…
SkillBFreshness: B★ 9Claude Code +9 - 0.588score
jarvis-write-test
andrei649
Use when writing or fixing a pytest test in the jarvis hub (tests/test_*.py), or when a test fails on import/path/async-decorator issues.
SkillBFreshness: B★ 9Claude Code +9 - 0.585score
jarvis-load-context
andrei649
Use FIRST, before reading source, when starting any task in the jarvis hub repo — to load the right files instead of the ~2M-token raw repo.
SkillBFreshness: B★ 9Claude Code +9 - 0.583score
jarvis-add-route
andrei649
Use when adding, moving, or removing an HTTP endpoint in the jarvis hub backend (agents/web.py or agents/core/routers/*).
SkillBFreshness: B★ 9Claude Code +9 - 0.583score
jarvis-add-plugin
andrei649
Use when adding a new third-party integration / plugin to the jarvis hub (agents/core/plugins/*), or wiring an external API an agent can call.
SkillBFreshness: B★ 9Claude Code +9 - 0.583score
max
andrei649
Use when the owner says "Max" — alone, as a codename, in any casing ("max", "MAX", "run max", "continue max", "/max") — to start or continue the Nerva…
SkillBFreshness: B★ 9Claude Code +9
Cite this page
systematic-debugging skill. Agent Mart. https://agentmart.dev/skills/andrei649-systematic-debugging (last updated 2026-10-24)