| name | aivc-curator |
| description | Use when the user wants to judge whether a paper, dataset, benchmark, blog, or related resource belongs in Awesome-Virtual-Cell, whether an existing README entry should be updated, where an item should be placed, or how it should be written in house style. |
AIVC Curator
Help maintainers make consistent inclusion and placement decisions for Awesome-Virtual-Cell.
This skill is repository-specific. It should apply the current README scope and inclusion rules rather than generic biology curation instincts.
When to Use
Use this skill when the user asks:
- whether a paper should be included
- whether a dataset, benchmark, report, or video is in scope
- where an item should live in the README
- whether something is core or only related
- how to write a new README entry in the current house style
Do not use this skill as the main workflow when the user:
- wants general advice on building an awesome project
- wants broad README structure redesign
- needs a live literature search without a curation decision
Workflow
- Read
references/aivc-curation-rules.md.
- If the task is about a concrete item, check whether the same work already appears in
README.md by title, alias, acronym, DOI, or project name.
- Extract the item type:
- overview paper
- research paper
- dataset
- benchmark or challenge
- report or blog
- video or talk
- historical or foundational work
- related resource
- Extract the maintenance action:
- new entry
- update existing entry
- duplicate or no-op
- demote, move, or remove
- Verify the minimum metadata needed for a reliable call:
- canonical title
- venue and year
- primary link
- optional code, dataset, benchmark, or project link
- Judge fit against the repository’s scope:
- core AIVC
- adjacent but useful
- weakly related or out of scope
- Return a structured decision with:
- include / update-existing / hold / exclude
- suggested section
- core vs related
- duplicate status
- short rationale
- exact fields to correct if the recommendation is
update-existing
- missing information to verify if the call is uncertain
- suggested README entry text if inclusion is recommended
- If the user asks about a borderline item, explain the boundary instead of forcing a confident decision.
- Default to Chinese unless the user is writing in English.
Output Contract
Prefer this compact structure:
收录建议:
- 结论:收录 / 更新现有 / 暂缓 / 不收录
- 建议位置:
- 属性:主线 / Related
- 重复检查:
理由:
- ...
若更新现有:
- 需要修改:
还需要确认:
- ...
建议条目写法:
- ...
For English requests, use:
Decision:
- Recommendation: include / update-existing / hold / exclude
- Suggested section:
- Placement: core / related
- Duplicate check:
Rationale:
- ...
If updating existing:
- Fields to fix:
Still needed:
- ...
Suggested README entry:
- ...
Quality Rules
- Follow the repository’s current
Scope and Inclusion Rules, not personal preference.
- Prefer primary-source links and higher-confidence resources.
- Prefer updating an existing entry over adding a near-duplicate.
- If something is useful but off the main path, prefer
Related Resources over forced placement in the core sections.
- Be conservative with low-confidence sources, broken links, or overly generic biomedical AI resources.
- When recommending inclusion, keep the suggested entry concise and aligned with the README’s existing format.
Reference Map
Load only the files needed for the current curation task:
references/aivc-curation-rules.md -> executable scope, placement rules, in-scope boundaries, and entry-writing patterns for this repository
README.md -> duplicate checks, existing wording, year buckets, and section placement
CONTRIBUTING.md -> contributor-facing submission expectations when the user asks how to submit or format changes