ai-gene-review: Skill for Claude Code

.claude/skills/gocam-curation/SKILL.md

gocam-curation is a skill for Claude Code from ai4curation/ai-gene-review. It costs 90 tokens per session (987 once invoked), scanned A, original, BSD-3-Clause.

A review guide for GO-CAM models, structured descriptions of how gene products perform activities and cause biological effects. It covers molecular functions, inputs, causal links, complexes, evidence, and consistency with gene annotations.

In plain words
What is it for?
Use it to assess cached GO-CAM YAML files, index their activities, and record reviews without editing or uploading the models.
Why use it?
It gives reviewers a repeatable way to check whether biological activity models are specific, logically connected, and supported by evidence.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is ai4curation/ai-gene-review's own configuration. It tells Claude Code how to work on ai-gene-review itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything ai-gene-review configures →

Reuse

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.

Copy the file
curl -O https://raw.githubusercontent.com/ai4curation/ai-gene-review/main/.claude/skills/gocam-curation/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/ai4curation/ai-gene-review

Made for: Claude Code.

Wrote 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.

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README.md
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Your own site
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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.

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Your own site · 80×15
<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>
Per session 90 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 987 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce 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

Measured 12d ago against content hash 162e464f095c, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

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.

.claude/skills/gocam-curation/SKILL.md · 87 lines

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:

  1. Molecular function — most specific correct term; not a bare binding term; the real role (catalytic / receptor / adaptor / sequestering). → references/molecular-function.md
  2. has input — names the substrate / target-gene / effector / cargo, not a ligand or raw DNA. → references/has-input.md
  3. Causal edges — direct vs indirect, subject→object directionality, mechanism vs phenotype. → references/causal-relations.md
  4. Complexes — right active subunit vs complex term. → references/complexes.md
  5. Context & evidenceoccurs_in, part_of, ECO + reference present.
  6. 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:

Read the full file on GitHub · 87 lines

Files

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.

Changes

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.

  1. 12d ago First seen · 87 lines · 90 tokens per session scan A 162e464f095c

Subscribe to this mod's changes

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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