Borrowing it
Nothing to install: this file belongs to kareemessam09/Openship-App. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/kareemessam09/Openship-App/master/.agents/skills/systematic-debugging/SKILL.mdgit clone --depth 1 https://github.com/kareemessam09/Openship-AppWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/kareemessam09/openship-app/systematic-debugging)<a href="https://agentmods.dev/skills/kareemessam09/openship-app/systematic-debugging"><img src="https://agentmods.dev/badge/skills/kareemessam09/openship-app/systematic-debugging/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/kareemessam09/openship-app/systematic-debugging"><img src="https://agentmods.dev/badge/skills/kareemessam09/openship-app/systematic-debugging.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00040 | $0.00243 |
| Opus 5.5 | $0.00016 | $0.00097 |
| Sonnet 5.5 | $0.00008 | $0.00049 |
| Haiku 4.5 | $0.00004 | $0.00024 |
Grade A, and why
systematic-debugging scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Systematic Debugging Superpower
Mandates a structured root-cause analysis process. Never guess or apply speculative patches.
The 4 Phases of Debugging
1. Root Cause Tracing
- Reproduce the failure consistently.
- Collect full stack traces, log outputs, and exact inputs that triggered the defect.
- Identify the exact line, contract violation, or state mismatch causing the failure.
2. Pattern Analysis
- Inspect similar usages across the codebase.
- Check if this is an isolated bug or part of a systemic architectural pattern.
3. Hypothesis & Testing
- Formulate a testable hypothesis explaining why the bug occurred.
- Write a failing reproduction test that isolates this exact condition.
4. Minimal Targeted Fix & Verification
- Apply the minimal code change that satisfies the reproduction test.
- Re-run full test suites to ensure no regressions are introduced.
- Remove temporary debug logs or scaffolding.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 29 lines · 40 tokens per session scan A 6acb26220b70
systematic-debugging is a skill published in the GitHub repository kareemessam09/Openship-App (11 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 40 tokens to every session and 243 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
systematic-debugging compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| systematic-debuggingkareemessam09/Openship-App | Skill | 11 | 2mo ago | Apache-2.0 | A | 40 | Claude Code, Codex |
| systematic-debuggingopen-metadata/OpenMetadata | Skill | 16k | yesterday | Apache-2.0 | A | 37 | Claude Code |
| log-error-digestzebbern/claude-code-guide | Skill | 4.7k | 3d ago | MIT | A | 71 | Claude Code, Codex |
| cwv-optimizeradobe/skills | Skill | 319 | yesterday | Apache-2.0 | A | 112 | Claude Code |
| ci-fixersipyourdrink-ltd/bernstein | Skill | 1.2k | yesterday | Apache-2.0 | A | 15 | Claude Code, Codex |
| incident-response-incident-responsermyndharis/antigravity-skills | Skill | 1.9k | 23d ago | MIT | A | 36 | Claude Code |
| triaging-web-analytics-supportPostHog/posthog | Skill | 41k | yesterday | none | A | 151 | Claude Code, Codex |