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 skills add engindemirog/ai-native-engineering-workspace --skill fix-buggit clone --depth 1 https://github.com/engindemirog/ai-native-engineering-workspaceWrote 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/engindemirog/ai-native-engineering-workspace/fix-bug)<a href="https://agentmods.dev/skills/engindemirog/ai-native-engineering-workspace/fix-bug"><img src="https://agentmods.dev/badge/skills/engindemirog/ai-native-engineering-workspace/fix-bug/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/engindemirog/ai-native-engineering-workspace/fix-bug"><img src="https://agentmods.dev/badge/skills/engindemirog/ai-native-engineering-workspace/fix-bug.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 | $0.00026 | $0.00115 |
| Opus 5.5 | $0.00010 | $0.00046 |
| Sonnet 5.5 | $0.00005 | $0.00023 |
| Haiku 4.5 | $0.00003 | $0.00012 |
Grade A, and why
fix-bug 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 9d 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
Read AGENTS.md and workflows/bug-fix.md. Run the workflow for what is described after the skill name. Iron rule: no fix before a failing minimal reproduction test exists (R-05 pattern). Diagnose root cause before changing anything (R-01). The reproduction test is permanent. Stop at every human gate, one decision per gate message (workflows/segments.md, Contract, Gate).
What ships with it
1 file 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.
- 9d ago Changed · +1 lines ff638e15f9a9
- 20d ago First seen · 8 lines · 26 tokens per session scan A 2d135d660fc3
fix-bug is a skill published in the GitHub repository engindemirog/ai-native-engineering-workspace (114 stars, last pushed 4d ago), licensed MIT. It adds 26 tokens to every session and 115 once invoked, about $0.0001 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 2026-10-20.
fix-bug compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| fix-bugengindemirog/ai-native-engineering-workspace | Skill | 114 | 4d ago | MIT | A | 26 | Codex |
| testinggarrytan/gbrain | Skill | 32k | today | MIT | A | 63 | Claude Code |
| verifyYeachan-Heo/oh-my-claudecode | Skill | 41k | today | MIT | A | 12 | Claude Code |
| detect-static-dependenciesdotnet/skills | Skill | 5.9k | today | MIT | A | 135 | Claude Code |
| testing-blocksadobe/skills | Skill | 321 | today | Apache-2.0 | A | 61 | Claude Code |
| dart-downstream-fixdartsim/dart | Skill | 1.2k | today | BSD-2-Clause | A | 25 | Claude Code |
| experiment-iterative-coderEvoScientist/EvoSkills | Skill | 488 | 12d ago | Apache-2.0 | A | 145 | Claude Code |