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.
git clone --depth 1 https://github.com/NieZhuZhu/ai-harness-doctorWrote 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/commands/niezhuzhu/ai-harness-doctor/harness-explain)<a href="https://agentmods.dev/commands/niezhuzhu/ai-harness-doctor/harness-explain"><img src="https://agentmods.dev/badge/commands/niezhuzhu/ai-harness-doctor/harness-explain/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/commands/niezhuzhu/ai-harness-doctor/harness-explain"><img src="https://agentmods.dev/badge/commands/niezhuzhu/ai-harness-doctor/harness-explain.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 | $0.00009 | $0.00144 |
| Opus 5 | $0.00005 | $0.00072 |
| Sonnet 5 | $0.00002 | $0.00029 |
| Haiku 4.5 | $0.00001 | $0.00014 |
Grade A, and why
harness-explain 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 12d 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
Arguments: a target repository path followed by the file/directory path to explain.
Locate the installed AI Harness Doctor skill in this order:
<target-repo>/.claude/skills/ai-harness-doctor~/.claude/skills/ai-harness-doctor
Read <skill>/SKILL.md first. Run the deterministic read-only explain capability for the target path, present the canonical instruction chain, diagnostic sources, relevant overrides/conflicts, and limitations, then stop. Do not merge, rewrite, or generate instruction files.
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.
- 12d ago First seen · 14 lines · 9 tokens per session scan A d05af962b874
harness-explain is a command published in the GitHub repository NieZhuZhu/ai-harness-doctor (2 stars, last pushed 1mo ago), licensed MIT. It adds 9 tokens to every session and 144 once invoked, about $0.0000 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.
Other commands, from other repositories
usually
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apex-quick
Quick Flow for bounded fixes - the full APEX route with Brainstorm skipped and Plan compressed to one task; Analyze trio, delegated execution, eLicit, Verify, challenger and full sniper always run.
commit
Smart conventional commit with security validation, branch flow enforcement, and auto-detection. Use for git commit, commit changes, save work, stage and commit.
prisma-optimize
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prompt-history
Manage history of created and optimized prompts.
update-harness
Update the shared @fusengine/harness to the latest published version — bumps the repo's package.json, reinstalls, audits all 11 scopes against the installed binary, and only then advances the HARNESSVERSION tripwire.