Curate, review, or repair ai-gene-review ModuleReview YAML documents under modules/, including pathway/module boundary setting, parts and variant modeling, annoton-level molecular functions, representative UniProt/PTN grounding, module deep-research provenance, validation, rendering, and project batch updates.
Scanned 9/3/2026
Install to Claude Code
npx -y skills add ai4curation/ai-gene-review --skill module-curation --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: module-curation
description: Curate, review, or repair ai-gene-review ModuleReview YAML documents under modules/, including pathway/module boundary setting, parts and variant modeling, annoton-level molecular functions, representative UniProt/PTN grounding, module deep-research provenance, validation, rendering, and project batch updates.
---
# Module Curation
Use this skill for `modules/*.yaml` work and for project pages that describe
module/pathway curation. The goal is a reusable, defensible biological module,
not a flat list of annotations or a species-specific note disguised as a module.
## Workflow
1. Read the local context before editing:
- `modules/README.md`
- the target `modules/<module>.yaml`
- any adjacent `<module>-deep-research-*.md`
- related `projects/**` batch page(s), if the task is pathway-batch work
- relevant gene reviews and UniProt/GOA files for concrete members
2. Decide the module boundary before filling YAML:
- What biological process, complex, reaction chain, or reusable motif is the
module?
- Which genes/proteins are core members, and which are activation context,
substrate supply, regulation, upstream/downstream biology, or separate modules?
- Is this a concrete species/pathway instance or an abstract reusable motif?
- Does the boundary have at least two substantive parts/roles/steps? If it
collapses to one gene, one enzyme, or one reaction, do not create or retain
a standalone `ModuleReview`; record it as pathway/gene curation and fold it
into a broader module later.
3. Model the structure:
- Put module-level process/complex/context terms on `module.concepts` and
`module.context`.
- Put molecular functions on leaf `annotons[].function`, not on a
biological-process module just because the member protein has that MF.
- Use `parts` for required steps or roles, `variant_sets` for alternatives,
and `connections` for ordered/causal links.
4. Ground claims with checkable provenance:
- Use exact UniProt, GO, Rhea, ChEBI, PANTHER `PTHR`, and PAINT `PTN` ids.
- Never guess PTNs or identifiers. Resolve PTNs from local PANTHER/PAINT data
or GOA WITH/FROM evidence.
- Use representative members to orient family-level claims without turning a
reusable module into a species-specific member list.
5. Validate and render before committing:
- `uv run linkml-validate -s src/ai_gene_review/schema/gene_review.yaml -C ModuleReview modules/<module>.yaml`
- `uv run python -m ai_gene_review.validation.module_validator modules/<module>.yaml`
- `just render-module modules/<module>.yaml`
- render any touched project page with `uv run ai-gene-review render-projects ...`
- run `git diff --check`
## Reference Files
Load only the reference needed for the decision at hand:
- `references/modeling.md` — module-vs-annoton placement, parts, variants,
locations, exemplars, PTNs, and common anti-patterns.
- `references/research-and-grounding.md` — module deep research, species/pathway
satisfiability checks, gene review integration, and provenance rules.
- `references/validation-and-pr.md` — validation, rendering, derived QC, cache
noise, and PR checklist.
## Curation Rules
- Do not create or retain one-part modules. A standalone module needs at least
two substantive parts/roles/steps at the modeled boundary; otherwise keep the
work as pathway/gene curation or fold it into a broader multi-part module.
- Avoid redundant parent/child context such as both cytoplasm and cytosol unless
the distinction is intentional and explained.
- Do not use broad parent processes as the module core when a specific process
or reaction step is available. Keep broad terms as prose/context if needed.
- Keep species-specific notes in evidence, notes, project pages, or concrete
instantiations; reusable modules should stay species-neutral unless the scope
is deliberately concrete.
- Treat deep research as retrieval support, not authority. Every structural
claim must still be grounded in identifiers, gene reviews, GOA/UniProt, GO-CAM,
literature, or explicit curator judgment.
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