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 yha9806/academic-writing-toolkit --skill human-eval-handoff-repairgit clone --depth 1 https://github.com/yha9806/academic-writing-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/yha9806/academic-writing-toolkit/human-eval-handoff-repair)<a href="https://agentmods.dev/skills/yha9806/academic-writing-toolkit/human-eval-handoff-repair"><img src="https://agentmods.dev/badge/skills/yha9806/academic-writing-toolkit/human-eval-handoff-repair/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/yha9806/academic-writing-toolkit/human-eval-handoff-repair"><img src="https://agentmods.dev/badge/skills/yha9806/academic-writing-toolkit/human-eval-handoff-repair.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00078 | $0.02111 |
| Opus 5 | $0.00039 | $0.01056 |
| Sonnet 5 | $0.00016 | $0.00422 |
| Haiku 4.5 | $0.00008 | $0.00211 |
Grade A, and why
human-eval-handoff-repair 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.
How it starts
The opening of the file, as written. The whole thing — 205 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Human Eval Handoff Repair
Use this skill when the user asks to inspect, repair, migrate, or validate human-evaluation packages or filled annotation CSVs, especially when multiple package versions exist.
First Principle
Never trust row number, filename, or visible ID alone. Treat a filled CSV as usable only after it is aligned to the target public package by stable task-specific keys and its editable labels pass schema checks.
Do not fix labels by guessing. If a row cannot be matched safely, leave its annotation fields blank and produce a refill/import template plus an unmatched reference file.
Inputs To Locate
- Target public handoff package folder or ZIP.
- Filled CSVs from annotators.
- Any older package claimed as the source version.
- Current task schemas from the target UI data or target task CSVs.
- If relevant, QC reports from the target package.
Prefer a user-specified output directory. If none is specified, write generated reports and repaired files under codex_outputs/ in the current workspace. Avoid synced personal document folders unless the user explicitly asks for them.
Task Types And Stable Keys
Use these stable keys before copying any labels:
- Claim Warrant Audit:
item_id,tradition,medium,period,layer,dimension_id,claim_text. - Release Suitability Audit:
item_id,source_bucket,pipeline_mode,option_a_source,option_b_source,governed_option,option_a_text,option_b_text. - Card Faithfulness Spot Audit:
audit_field_id,tradition,card_type,dimension_id,field_name,field_value,source_reference_excerpt.
If the exact stable key does not match, do not formally aggregate the row. Text-only fuzzy candidates may be generated for manual review, but must not be treated as validated mappings.
Editable Label Columns
Claim Warrant Audit editable columns:
support_sourceoverreachcertainty_calibrationrecommended_actionannotator_confidencenotes
Release Suitability Audit editable columns:
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 · 205 lines · 78 tokens per session scan A 13ba16e418db
human-eval-handoff-repair is a skill published in the GitHub repository yha9806/academic-writing-toolkit (38 stars, last pushed 4d ago), licensed MIT. It adds 78 tokens to every session and 2,111 once invoked, about $0.0004 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 2026-08-30.
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