Skills for Real Engineers. Straight from my .agents directory.
chembl-database
Agent skill fromgoogle-deepmind/science-skills
Query the ChEMBL database for bioactive molecules, drug targets, bioactivity data, approved drugs, and chemical structures. Use when the user asks about compounds, targets, IC50/Ki values, drug mechanisms, or structure searches.
How to install chembl-database
npx skills add google-deepmind/science-skills# or add only this skill to Claude Code: copy the folder
skills/chembl_database/
# into
~/.claude/skills/chembl_database/ (all projects)
.claude/skills/chembl_database/ (one project)
1# ChEMBL Database Query23## Prerequisites451. **`uv`**: Read the `uv` skill and follow its Setup instructions to ensure6 `uv` is installed and on PATH.72. **User Notification**: If .licenses/chembl_database_LICENSE.txt does not8 already exist in the workspace root directory then (1) prominently notify9 the user to check the terms at10 https://chembl.gitbook.io/chembl-interface-documentation/about, then (2)11 create the file recording the notification text and timestamp.1213## Core Rules1415- [!IMPORTANT] **Use the Utility Scripts**: You MUST ALWAYS use the provided16 utility script `scripts/chembl_api.py` for all ChEMBL API interactions,17 including checking status. NEVER use `curl` or custom Python requests to18 query the ChEMBL API directly. This ensures rate limit is enfoced and also19 retries on network errors.2021- **Output to File (Required)**: The `--output` flag is **required** for every22 subcommand. All JSON results are written to the specified file. After23 running the command, read the output file with jq or your own code to24 extract the data. List results are typically wrapped in a JSON array keyed25 by the endpoint name (e.g., `molecules`, `activities`).2627- **Notification**: If this skill is used, ensure this is mentioned in the28 output.2930## Utility Script3132All ChEMBL API queries use one script with subcommands:3334```bash35uv run scripts/chembl_api.py <subcommand> --output <file> [options]36```37…
Excerpt shown under the repository's Apache-2.0 license.
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