Borrowing it
Nothing to install: this file belongs to ai4curation/ai-gene-review. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/ai4curation/ai-gene-review/main/.claude/skills/gocam-curation/SKILL.mdgit clone --depth 1 https://github.com/ai4curation/ai-gene-reviewWrote 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/ai4curation/ai-gene-review/gocam-curation)<a href="https://agentmods.dev/skills/ai4curation/ai-gene-review/gocam-curation"><img src="https://agentmods.dev/badge/skills/ai4curation/ai-gene-review/gocam-curation/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/ai4curation/ai-gene-review/gocam-curation"><img src="https://agentmods.dev/badge/skills/ai4curation/ai-gene-review/gocam-curation.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 | $0.00090 | $0.00987 |
| Opus 5 | $0.00045 | $0.00494 |
| Sonnet 5 | $0.00018 | $0.00197 |
| Haiku 4.5 | $0.00009 | $0.00099 |
Grade A, and why
gocam-curation 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 — 87 lines — stays where its author put it; the contents beside it link to each section on GitHub.
GO-CAM curation & review
Use this skill to read and assess GO-CAM models. This project is read-only:
we never edit or upload models. We cache them (gocams/<id>/<id>-src.yaml),
index their activities (gocams/index.tsv), and record assessments in
gocams/<id>/<id>-review.yaml (schema class GoCamReview).
What an activity (annoton) is
Each GO-CAM activity couples:
enabled_by— the gene product carrying the activity;molecular_function— the GO MF term;part_of— optional biological process it contributes to;occurs_in— optional cellular component it happens in;causal_associations— directed edges to downstream activities.
In the cached YAML these are fields of each entry under activities:; they are
flattened one-row-per-activity into gocams/index.tsv (join key:
gene_product).
How to evaluate an activity
For each activity, work through these and record the outcome in the
GoCamActivityReview:
- Molecular function — most specific correct term; not a bare
bindingterm; the real role (catalytic / receptor / adaptor / sequestering). →references/molecular-function.md has input— names the substrate / target-gene / effector / cargo, not a ligand or raw DNA. →references/has-input.md- Causal edges — direct vs indirect, subject→object directionality,
mechanism vs phenotype. →
references/causal-relations.md - Complexes — right active subunit vs complex term.
→
references/complexes.md - Context & evidence —
occurs_in,part_of, ECO + reference present. - Verdict, QC flags, and consistency with the gene review — the controlled
vocabularies and the final checklist.
→
references/qc-and-consistency.md
Anchor every non-trivial verdict in verbatim supporting_text from a cited
reference, the same discipline as gene-review supporting_text. Biological
plausibility alone is not evidence.
Progressive disclosure
The references/ files hold the detailed rules; read the relevant one only when
you hit that case. They map directly onto the schema enums (GoCamClaimVerdictEnum,
GoCamQcFlagEnum, GoCamConsistencyEnum) so a review is machine-checkable:
What ships with it
5 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.
- 12d ago First seen · 87 lines · 90 tokens per session scan A 162e464f095c
gocam-curation is a skill published in the GitHub repository ai4curation/ai-gene-review (24 stars, last pushed yesterday), licensed BSD-3-Clause. It adds 90 tokens to every session and 987 once invoked, about $0.0005 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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