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/langerrr/zforge/debugnpx skills add Langerrr/zforge --skill debuggit clone --depth 1 https://github.com/Langerrr/zforgeWhat 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 | $0.00020 | $0.00536 |
| Opus 5 | $0.00010 | $0.00268 |
| Sonnet 5 | $0.00004 | $0.00107 |
| Haiku 4.5 | $0.00002 | $0.00054 |
Grade A, and why
debug 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 yesterday.
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 — 42 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Debugging Router
A concrete failure — a broken test, a reproducible bug, a failing deploy. This skill owns no debugging opinion of its own; it names which methodology applies and in what order, because the failure mode is applying one of them and skipping the rest.
Not for open-ended exploration ("this feels wrong"). That is $compound-engineering:ce-ideate territory.
Sequence
1. $superpowers:systematic-debugging — start here when installed.
Investigation discipline comes before any fix, including when the cause seems obvious. When Superpowers is unavailable, use the host's equivalent systematic-debugging workflow; do not skip the investigation step.
2. $compound-engineering:ce-debug — add when installed.
Its hypothesis-and-prediction gate goes before any code change: state what you believe is wrong and what you expect to see if you are right, then check. Without Compound Engineering, apply that same hypothesis-and-prediction gate directly. A fix applied without a failed prediction is a guess that happened to be typed confidently.
3. $zforge:async-reasoning — add when the failure involves timing.
Async state, race conditions, cache invalidation, init order, stale reads, write-then-read gaps within one component.
4. $distributed-architect:dist-debug — add when that compatible plugin is installed and the failure crosses a boundary.
Cross-service, cross-process, distributed races. Backward tracing from the symptom to the boundary where the cause lives. Check the project's topology file first if it has one.
While debugging a planned feature
If the failure is in a feature with a zforge directory, the ledger is evidence:
decision_review.mdmay already contain the decision that caused this.- An open standing flag may already name this defect class — a bug in the gap a flag describes is a flag being discharged the expensive way.
- The phase's
## Evidence Requiredshows what was never verified, which is usually where to look first.
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.
- yesterday First seen · 42 lines · 20 tokens per session scan A 86544ea34bda
debug is a skill published in the GitHub repository Langerrr/zforge (10 stars, last pushed yesterday), licensed MIT. It adds 20 tokens to every session and 536 once invoked, about $0.0001 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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