systematic-debugging
Use for ANY bug, test failure, crash, or unexpected behavior.
Skill by Archive228
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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/archive228-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.
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About
Use cases: testing, agent-building
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/systematic-debugging
What's inside
- Skill name
systematic-debugging- Description
- Use for ANY bug, test failure, crash, or unexpected behavior. Forces reproduce-then-isolate before proposing a fix. Stops the agent from guessing.
- License
- MIT
- Instructions
- 34 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# Systematic Debugging The single most expensive agent failure: seeing an error and immediately generating a "fix" based on the error type, without reading what actually happened. Don't. ## The loop 1. **Read the whole error.** The entire message and stack trace. A TypeError can mean a hundred different things — the trace tells you which one. Quote the exact line that throws. 2. **Reproduce it first.** If you can't reproduce it, you can't verify a fix. Write the smallest input that triggers it. "I think this fixes it" is gambling, not debugging. 3. **Form one hypothesis, name it.** "I think the value is null because the upstream call returns 204 with no body." State it before you touch anything. 4. **Change one thing. Test. Repeat.** If you change three things and it works, you don't know which one fixed it — and the other two may have added new bugs. 5. **Fix the root cause, not the symptom.** A null check that hides a null is not a fix. Find why it's null. The underlying bug will resurface differently if you only patch the crash. ## Stop conditions - If 3 hypotheses fail, STOP and report: what you tried, what you saw, what you suspect. "I've tried X and Y, here's the output, I think it's Z but I'm not sure" beats 20 silent random attempts. - Never add a workaround you don't understand. ## Output End with: the root cause (one sentence), the minimal fix, and the test that now proves it.
From Archive228/loopkit, MIT.
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- 0.701score
structured-output
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Get JSON out of the model reliably.
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prompt-caching
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Cache the parts of the prompt that don't change so a long-running loop stops paying full price on every turn.
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using-loopkit
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Use when starting any conversation in a loopkit-enabled project - establishes how to find and use loopkit's 49 skills, requiring skill invocation before ANY…
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hitl-escalate
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Escalate blocked runs to a human via configured channel or fallback to BLOCKED.md and exit the loop.
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active-memory-reminder
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Before compaction Loopkit extracts decisions into claude-decisions.json (machine-readable).
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broken-window-check
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Before picking new work, smoke-test the last "completed" feature.
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model-routing
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Split the Plan/Act/Verify loop across three model tiers — frontier planner, cheap executor, frontier judge — via env vars read by run.sh.
SkillCFreshness: C★ 755Claude Code +9 - 0.698score
adversarial-verify
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Review a diff against the goal spec assuming the code is BROKEN.
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feature-list-json
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Enumerate every end-to-end feature as strict JSON entries with passes:false, editable-passes-only discipline, and priority order.
SkillCFreshness: C★ 755Claude Code +9 - 0.698score
evaluator-calibration
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Calibrate a reviewer persona with few-shot rubric examples so skepticism stays consistent and doesn't drift lenient over long runs.
SkillCFreshness: C★ 755Claude Code +9 - 0.698score
harness-stripping
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Systematically remove one harness component at a time and measure impact, killing scaffolding that no longer earns its complexity.
SkillCFreshness: C★ 755Claude Code +9 - 0.698score
eval-harness
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Build a repeatable eval loop that grades agent output with an LLM judge, so prompt/skill changes get scored against a baseline instead of eyeballed.
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Signals
- Stars
- 755
- Forks
- 124
- Open issues
- 0
- Last commit (this folder)
- Jun 29, 2026 (4 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/Archive228/loopkit
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
More from Archive228
- 0.701score
structured-output
Archive228
Get JSON out of the model reliably.
SkillCFreshness: C★ 755Claude Code +9 - 0.701score
using-loopkit
Archive228
Use when starting any conversation in a loopkit-enabled project - establishes how to find and use loopkit's 49 skills, requiring skill invocation before ANY…
SkillCFreshness: C★ 755Claude Code +9 - 0.701score
hitl-escalate
Archive228
Escalate blocked runs to a human via configured channel or fallback to BLOCKED.md and exit the loop.
SkillCFreshness: C★ 755Claude Code +9 - 0.701score
prompt-caching
Archive228
Cache the parts of the prompt that don't change so a long-running loop stops paying full price on every turn.
SkillCFreshness: C★ 755Claude Code +9 - 0.698score
harness-stripping
Archive228
Systematically remove one harness component at a time and measure impact, killing scaffolding that no longer earns its complexity.
SkillCFreshness: C★ 755Claude Code +9 - 0.698score
broken-window-check
Archive228
Before picking new work, smoke-test the last "completed" feature.
SkillCFreshness: C★ 755Claude Code +9
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Cite this page
systematic-debugging skill. Agent Mart. https://agentmart.dev/skills/archive228-systematic-debugging (last updated 2026-10-24)