Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/cmdr-chara/codex-toolkit/debugging-investigatornpx skills add cmdr-chara/codex-toolkit --skill debugging-investigatorgit clone --depth 1 https://github.com/cmdr-chara/codex-toolkitWrote 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/cmdr-chara/codex-toolkit/debugging-investigator)<a href="https://agentmods.dev/skills/cmdr-chara/codex-toolkit/debugging-investigator"><img src="https://agentmods.dev/badge/skills/cmdr-chara/codex-toolkit/debugging-investigator.svg" alt="Measured on agentmods" 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 | $0.00068 | $0.01792 |
| Opus 5 | $0.00034 | $0.00896 |
| Sonnet 5 | $0.00014 | $0.00358 |
| Haiku 4.5 | $0.00007 | $0.00179 |
Grade A, and why
debugging-investigator 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 3d 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.
How it starts
The opening of the file, as written. The whole thing — 202 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Debugging Investigator
Convert symptoms into a defensible causal explanation. Evidence precedes edits.
Trigger boundary
Use this skill for:
- a reproducible or reported crash, incorrect result, regression, hang, leak, race, flaky test, or production incident;
- a failure that crosses components and needs trace/causal analysis;
- ranking competing explanations and designing discriminating experiments;
- recommending a minimal fix and regression coverage after cause is established.
Do not trigger for:
- a known framework/dependency migration—use
codebase-evolution-controller; - preventive architecture mapping without a symptom—use
repository-intelligence; - implementing an already-understood bug fix unless investigation evidence must be reconstructed;
- deciding whether the final integrated release can ship.
Required inputs
Collect:
- exact observed behavior and expected behavior;
- first/last known versions, timestamp, environment, frequency, and affected scope;
- reproduction steps, request/input identifiers, logs/traces/crash/test output;
- repository state and recent relevant changes;
- safety constraints for production data, traffic, secrets, and instrumentation;
- what has already been tried and its result.
Normalize relative terms. Replace “after the last deploy” with exact candidate, deployment, and time when available.
Safety baseline
- Preserve the working tree and production state; do not reset, clean, or mutate data to make reproduction easier.
- Redact secrets, personal data, tokens, and customer payloads from evidence.
- Use read-only inspection and isolated fixtures before live experiments.
- Add instrumentation behind the narrowest safe scope and remove or document it after use.
- Do not disable security, authorization, integrity checks, rate limits, or safeguards merely to reach the symptom.
- Never claim root cause from temporal correlation alone.
Workflow
1. Write the failure statement
Use:
Given <preconditions/input>, in <environment/version>,
when <action/event> occurs,
the system produces <observed result>,
but the contract requires <expected result>.
Frequency/scope:
First/last known:
User/operational impact:
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 3d ago First seen · 202 lines · 68 tokens per session scan A 6b24162a4eab
debugging-investigator is a skill published in the GitHub repository cmdr-chara/codex-toolkit (2 stars, last pushed 6d ago), licensed MIT. It adds 68 tokens to every session and 1,792 once invoked, about $0.0003 per session on Opus 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 2026-08-31.
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