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Get Started Free →mkurman/gdm-science-bundle
Vendor of the google-deepmind/science-skills bundle (37 skills for scientific research).
Passed 16 of 19 test cases with the skill, and 5 of 19 without it.
and 11 more in the full report
13 fixed6 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
I need to fetch variant details for rs63750066 using NCBI EFetch tools. Which sub-skill directory contains the routing contract and workflow for dbSNP queries?
| Checked | Without skill | With skill |
|---|---|---|
| Routes the query to skills/dbsnp_database/ | Missed | Passed |
The instructions your model reads when the skill loads.
A vendored copy of the google-deepmind/science-skills
bundle (pin: see UPSTREAM_PIN.txt). This directory is the long-tail fallback:
for the 5 sub-plugins with first-class zorai support (alphagenome, alphafold,
uniprot, clinvar, chembl) prefer the matching plugins/zorai-plugin-science/
sub-plugin for typed settings and structured responses. For every other
sub-skill in this bundle, follow the workflow below.
SKILL.md first. Layout:
skills/<skill_dir>/SKILL.md — the file's YAML frontmatter is the routing
contract; the markdown body is the full workflow with steps, error fixes,
and report templates. Never skip this read.uv run. The deepmind scripts use PEP 723
inline # /// script ... # /// blocks, so uv run will resolve and
install the right deps in an isolated cache (~/.cache/uv/). Never use
bare python3 or pip install.uv on PATH (zorai runtime has it), a ~/.env file with the relevant
API key, and possibly a notification step that records the skill was used.cat, echo, printenv, or os.environ.get the .env
file or its keys. Deepmind scripts load credentials via dotenv inside
the script — they pull keys from disk but do not surface them in the
agent's context. Keep it that way.zorai_plugin_science sub-plugins);
for the long-tail skills here, use dotenv's normal on-disk load.| Sub-skill (kebab-case) | Path under this bundle | Notes |
|---|---|---|
alphafold-database-fetch-and-analyze | skills/alphafold_database_fetch_and_analyze/ | Compute, also has a zorai sub-plugin. |
alphagenome-single-variant-analysis | skills/alphagenome_single_variant_analysis/ | Compute + API key, also has a zorai sub-plugin. |
chembl-database | skills/chembl_database/ | REST, also has a zorai sub-plugin. |
clinical-trials-database | skills/clinical_trials_database/ | REST. |
clinvar-database | skills/clinvar_database/ | REST, also has a zorai sub-plugin. |
dbsnp-database | skills/dbsnp_database/ | REST (NCBI EFetch). |
test cases passed, vs 5 / 19 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.