JASPAR 2024 TF binding profiles via REST API and pyJASPAR. Retrieve PFMs/PWMs by TF name, JASPAR ID, species, or structural class. Scan DNA for TFBS; browse by taxon (human, mouse) or TF family (bHLH, zinc finger).
SkillScore96Maintained
Automatic
◆Research pack
Last verified 8/24/2026
What it changes
Passed 22 of 23 test cases with the skill, and 14 of 23 without it.
Without skill61%
With skill96%
Checks it passed that the model alone missed
Sets page_size=100 in the query parameters.
Uses the MA0080 matrix family (such as MA0080.4) for SP1.
Identifies that position indices are formatted as string keys.
and 6 more in the full report
8 fixed14 passed either way1 still failing0 broke
Pass-rate lift
+35 pp
Tokens
+354%
Agent turns
0%
Response time
-30%
Model gemini-3.6-flashMeasured 8/24/2026v122 of 23 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 8
Prompt
When accessing position data from a JASPAR JSON API response (`m['pfm']`), how are position indices formatted as keys in the returned dictionary?
What was checked, without and with the skill
Checked
Without skill
With skill
Identifies that position indices are formatted as string keys.
Missed
Passed
case-21 · gemini-3.6-flash · 8/24/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md666 linessingle file
JASPAR Database
Overview
JASPAR is a curated, open-access database of transcription factor (TF) binding profiles represented as position frequency matrices (PFMs). The 2024 release contains 1,209 profiles in the CORE vertebrate collection, covering 783 TFs with experimentally validated binding data from SELEX, ChIP-seq, and PBM experiments. Access is free via the JASPAR REST API at https://jaspar.elixir.no/api/v1/ — no authentication required — and through the pyJASPAR Python library for matrix retrieval and manipulation.
When to Use
Looking up the PWM or PFM for a specific TF by name (e.g., CTCF, SP1, GATA1) to use as motif input for a scanning tool
Retrieving all JASPAR profiles for a species (e.g., Homo sapiens, Mus musculus) to build a motif library for enrichment analysis
Scanning a DNA promoter sequence for predicted TF binding sites using a known PWM
Finding all TFs of a given structural class (bHLH, zinc finger, homeodomain) to build a TF family binding profile set
Getting metadata for a JASPAR matrix: number of binding sites, information content, GC content, experiment type
Downloading complete JASPAR collection sets (CORE, UNVALIDATED, CNE) in JASPAR or MEME format for batch analysis
Use homer-motif-analysis instead when you need de novo motif discovery from ChIP-seq peaks; JASPAR is for retrieving known matrices
For regulatory element annotations tied to a genomic region use encode-database or regulomedb-database