Skills for Real Engineers. Straight from my .agents directory.
jaspar-database
Agent skill fromgoogle-deepmind/science-skills
Query the JASPAR database for Transcription Factor (TF) binding profiles. Use when retrieving Position Frequency Matrices (PFMs) or Position Weight Matrices (PWMs) for specific TFs, resolving gene symbols to JASPAR Matrix IDs, or getting TF metadata. Supports multiple output formats (MEME, TRANSFAC, PFM, JASPAR, YAML).
How to install jaspar-database
npx skills add google-deepmind/science-skills# or add only this skill to Claude Code: copy the folder
skills/jaspar_database/
# into
~/.claude/skills/jaspar_database/ (all projects)
.claude/skills/jaspar_database/ (one project)
1# JASPAR Skill23JASPAR is the definitive open-access database for Transcription Factor (TF)4binding profiles, stored as Position Frequency Matrices (PFMs).56Use this skill to map abstract sequence motifs or genomic regions to specific7biological regulators (e.g., "what TFs bind here?" or "what is the motif for8CTCF?").910## Prerequisites11121. **`uv`**: Read the `uv` skill and follow its Setup instructions to ensure13 `uv` is installed and on PATH.142. **User Notification**: If .licenses/jaspar_database_LICENSE.txt does not15 already exist in the workspace root directory then (1) prominently notify16 the user to check the terms at https://jaspar.elixir.no/ and17 https://jaspar.elixir.no/api/, then (2) create the file recording the18 notification text and timestamp.1920## Core Rules2122**CRITICAL**: You MUST respect the JASPAR API Terms of Use by adhering to the23following:2425- **Use the Wrapper**: ALWAYS execute the provided helper scripts to query the26 database rather than accessing the database directly. The scripts27 automatically enforce the required rate limit gracefully.28- **Maximum API Window Size**: The genomic window for a single API query MUST29 NOT exceed 100,000 bp (100kb). The `jaspar_api.py` script automatically30 chunks larger requests for you to bypass this limitation when querying31 larger regions.32- **Valid Matrix IDs**: `get_tf_motif`, `get_tf_metadata`, and `get_tf_pwm`33…
Excerpt shown under the repository's Apache-2.0 license.
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