Skills for Real Engineers. Straight from my .agents directory.
unibind-database
Agent skill fromgoogle-deepmind/science-skills
Queries the UniBind database for experimentally validated transcription factor (TF) binding sites. Use when retrieving direct TF-DNA interaction datasets, downloading binding site coordinates (BED/FASTA) for local analysis, or listing available datasets by species, cell line, or TF name. Don't use to query specific intervals, locations, genes, motif models or expression data.
How to install unibind-database
npx skills add google-deepmind/science-skills# or add only this skill to Claude Code: copy the folder
skills/unibind_database/
# into
~/.claude/skills/unibind_database/ (all projects)
.claude/skills/unibind_database/ (one project)
1# UniBind Database Skill23UniBind is a database of direct TF–DNA interactions across 9 species,4integrating ChIP-seq peaks with JASPAR TF binding profiles via the DAMO5framework.67## Prerequisites891. **`uv`**: Read the `uv` skill and follow its Setup instructions to ensure10 `uv` is installed and on PATH.112. **User Notification**: If .licenses/unibind_database_LICENSE.txt does not12 already exist in the workspace root directory then (1) prominently notify13 the user to check the terms at https://unibind.uio.no/ and14 https://unibind.uio.no/api/overview, then (2) create the file recording the15 notification text and timestamp.1617## Quick Start1819Query commands print JSON to stdout by default. Most outputs are small enough to20read directly. For large outputs (`list_cell_lines`, `list_tfs`), pipe through21`jq` to extract only the fields you need.2223```bash24uv run <SKILL DIR>/scripts/unibind_api.py list_species25```2627The `download_tfbs` command writes BED/FASTA files to `--output-dir` instead.28You may optionally use `--output <path>` on any query command to save results to29a file if needed.3031## Core Rules3233- **Use the Wrapper**: ALWAYS execute the provided helper scripts to query the34 database rather than accessing the database directly. The scripts35 automatically enforce the required rate limit gracefully.36- **Output**: Query commands print JSON to stdout. Most responses are compact37 and can be read directly.38…
Excerpt shown under the repository's Apache-2.0 license.
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