Skills for Real Engineers. Straight from my .agents directory.
string-database
Agent skill fromgoogle-deepmind/science-skills
Query the STRING database for protein-protein interactions (PPIs), functional enrichment, and homology. Use when the user asks about interactions between specific proteins, interaction evidence, confidence scores, protein interaction partners, or pathway enrichments.
How to install string-database
npx skills add google-deepmind/science-skills# or add only this skill to Claude Code: copy the folder
skills/string_database/
# into
~/.claude/skills/string_database/ (all projects)
.claude/skills/string_database/ (one project)
1# STRING Database Skill23This skill allows you to query the STRING database programmatically using a4bundled Python CLI wrapper.56## Prerequisites781. **`uv`**: Read the `uv` skill and follow its Setup instructions to ensure9 `uv` is installed and on PATH.102. **User Notification**: If .licenses/string_database_LICENSE.txt does not11 already exist in the workspace root directory then (1) prominently notify12 the user to check the terms at https://string-db.org/cgi/access, then (2)13 create the file recording the notification text and timestamp.1415## Core Rules16171. **MANDATORY: Ask for Species First:** The STRING API requires NCBI Taxon18 IDs. **You MUST NOT guess or assume a species.** If the user does not19 explicitly state a species or Taxon ID, you MUST stop and ask: "Which20 species are you interested in? I need the NCBI Taxon ID to proceed." Even21 for well-known proteins like TP53, BRCA1, or MDM2 that are commonly22 associated with human studies, you MUST still ask — do not default to Human.232. **Never print output to stdout:** The `--output <file.tsv>` is required.24 Never read large outputs into context. Instead use jq, python or file25 operations (`grep`, `head`) to process large output.263. **Map Identifiers first:** If you only have common gene names (e.g.,27 'TP53'), map them to STRING IDs first as this guarantees much faster server28 responses. Use the `map` command for this.29…
Excerpt shown under the repository's Apache-2.0 license.
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