Agent skill

Jaspar API

by aipoch in aipoch/medical-research-skills

Access JASPAR database for transcription factor binding profiles (matrices), collections, and species via REST API.

MITAuto-check passedMedia & Creative

Install Jaspar API

skills CLI
$ npx skills add aipoch/medical-research-skills --skill jaspar-api -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install aipoch/medical-research-skills jaspar-api --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'scientific-skills/Evidence Insight/jaspar-api' .claude/skills/jaspar-api && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
jaspar-api
GitHub stars
2k
Token cost
~1.1k tokens
SKILL.md length
441 words
Files
4 (incl. scripts, references)
Skills in repo
567
Repo updated
First seen
Licence
MIT

At a glance

Access JASPAR database for transcription factor binding profiles (matrices), collections, and species via REST API.

  • Works in 4 steps: Search Matrices (Profiles) → Get Matrix Details → Infer Profile from Sequence → …
  • User wants to search for transcription factors
  • SKILL.md covers When to Use, Key Features, Dependencies and Example Usage, plus 3 more sections
  • Runs Python scripts from its folder; calls python

What it does

Jaspar API is an agent skill from aipoch/medical-research-skills. Access JASPAR database for transcription factor binding profiles (matrices), collections, and species via REST API. Use when user wants to search for transcription factors, retrieve matrix details (PFM/PWM), infer profiles from protein sequences, or explore JASPAR collections.

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including scripts and reference files (for example `jaspar-api_audit_result_v1.json`, `references/api_docs.md` and `scripts/jaspar_client.py`).

It sits in Media & Creative, covering Transcription and REST APIs. The repository describes itself as: Hundreds of agent skills for medical research, including protocol design, data analysis, evidence insights, and academic writing. The licence is MIT.

When your agent uses it

  • User wants to search for transcription factors
  • Retrieve matrix details (PFM/PWM)
  • Infer profiles from protein sequences
  • Explore JASPAR collections

Example prompts

  • “/jaspar-api”

Requirements

  • Python 3

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Search Matrices (Profiles)
  2. Get Matrix Details
  3. Infer Profile from Sequence
  4. Collections and Species

What it can do on your machine

Read from SKILL.md and the folder at commit 686e09d. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • jaspar.elixir.no

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Jaspar API loads about 1.1k tokens when it runs, and up to ~1.6k if it reads all its reference files. Until then it costs about 72 tokens; SKILL.md has 441 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~72
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 441 words, ~1,100 tokens.

Download SKILL.mdSave it as .claude/skills/jaspar-api/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.
name
jaspar-api
description
Access JASPAR database for transcription factor binding profiles (matrices), collections, and species via REST API. Use when user wants to search for transcription factors, retrieve matrix details (PFM/PWM), infer profiles from protein sequences, or explore JASPAR collections.
license
MIT
author
AIPOCH

Source: https://github.com/aipoch/medical-research-skills

JASPAR API

This skill provides access to the JASPAR database (https://jaspar.elixir.no/).

When to Use

  • Use this skill when you need access jaspar database for transcription factor binding profiles (matrices), collections, and species via rest api. use when user wants to search for transcription factors, retrieve matrix details (pfm/pwm), infer profiles from protein sequences, or explore jaspar collections in a reproducible workflow.
  • Use this skill when a evidence insight task needs a packaged method instead of ad-hoc freeform output.
  • Use this skill when the user expects a concrete deliverable, validation step, or file-based result.
  • Use this skill when scripts/jaspar_client.py is the most direct path to complete the request.
  • Use this skill when you need the jaspar-api package behavior rather than a generic answer.

Key Features

  • Scope-focused workflow aligned to: Access JASPAR database for transcription factor binding profiles (matrices), collections, and species via REST API. Use when user wants to search for transcription factors, retrieve matrix details (PFM/PWM), infer profiles from protein sequences, or explore JASPAR collections.
  • Packaged executable path(s): scripts/jaspar_client.py.
  • Reference material available in references/ for task-specific guidance.
  • Structured execution path designed to keep outputs consistent and reviewable.

Dependencies

  • Python: 3.10+. Repository baseline for current packaged skills.
  • Third-party packages: not explicitly version-pinned in this skill package. Add pinned versions if this skill needs stricter environment control.

Example Usage

See ## Usage above for related details.

bash
cd "20260316/scientific-skills/Evidence Insight/jaspar-api"
python -m py_compile scripts/jaspar_client.py
python scripts/jaspar_client.py --help

Example run plan:

  1. Confirm the user input, output path, and any required config values.
  2. Edit the in-file CONFIG block or documented parameters if the script uses fixed settings.
  3. Run python scripts/jaspar_client.py with the validated inputs.
  4. Review the generated output and return the final artifact with any assumptions called out.
Show full SKILL.md (163 more words)Show less

Implementation Details

  • Execution model: validate the request, choose the packaged workflow, and produce a bounded deliverable.
  • Input controls: confirm the source files, scope limits, output format, and acceptance criteria before running any script.
  • Primary implementation surface: scripts/jaspar_client.py.
  • Reference guidance: references/ contains supporting rules, prompts, or checklists.
  • Parameters to clarify first: input path, output path, scope filters, thresholds, and any domain-specific constraints.
  • Output discipline: keep results reproducible, identify assumptions explicitly, and avoid undocumented side effects.

Usage

1. Search Matrices (Profiles)

Search for transcription factor binding profiles.

bash
python scripts/jaspar_client.py matrix_list --search "SMAD3" --tax_group "Vertebrates"

Supported parameters:

  • --search: Search term
  • --collection: e.g., CORE, CNE
  • --tax_group: e.g., Vertebrates, Plants
  • --tax_id: e.g., 9606 (Human)
  • --tf_class: Transcription factor class
  • --version: latest (default) or specific
  • --page_size: Results per page
2. Get Matrix Details

Retrieve details for a specific matrix ID (e.g., MA0001.1).

bash
python scripts/jaspar_client.py matrix_read MA0001.1
3. Infer Profile from Sequence

Infer matrix profiles given a protein sequence.

bash
python scripts/jaspar_client.py infer "SEQUENCE_STRING"
4. Collections and Species

List collections:

bash
python scripts/jaspar_client.py collections_list

Get details for a species (by tax_id):

bash
python scripts/jaspar_client.py species_read 9606

References

See references/api_docs.md for full parameter lists and endpoint details.

© aipoch, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 3 other files (scripts, references) in scientific-skills/Evidence Insight/jaspar-api of aipoch/medical-research-skills.

  • SKILL.md
  • jaspar-api_audit_result_v1.json
  • references/api_docs.md
  • scripts/jaspar_client.py

Open the folder on GitHubat commit 686e09d

Compare with similar skills

Jaspar API next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Jaspar API compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Jaspar API this skillaipoch/medical-research-skills2k—~1.1kAutomated safety check: PassMIT
Azure Speech To Text REST Pymicrosoft/skills3.1k6 repos~3kAutomated safety check: PassMIT
Vbook ExtensionsDarkrai9x/vbook-extensions108—~4.9kAutomated safety check: PassNone
Video Dataoxylabs/agent-skills875—~1.4kAutomated safety check: PassMIT
Telnyx Voice Streaming Curlteam-telnyx/ai220—~3.4kAutomated safety check: PassMIT
Native Subtitle Quote Imagechengyi-ai/native-subtitle-quote-image2.2k2 repos~1.8kAutomated safety check: PassMIT

Similar skills

  • Official

    Azure Speech to Text REST API for short audio (Python). An agent skill from microsoft/skills.

    3.1k GitHub starsUsed in 6 repos~3k tokens
    Media & CreativeAuto-check passed
  • Vbook Extensions

    Darkrai9x/vbook-extensions

    Create, fix, test, or refactor vBook extensions against the current engine API (extension-api.md + the real ScriptExecutor runtime) — novel/comic/audio/video/tts/translate/ai types, explore…

    108 GitHub stars~4.9k tokensUpdated today
    Media & CreativeAuto-check passed
  • Video Data

    oxylabs/agent-skills

    YouTube data extraction API and high-bandwidth proxy downloads.

    875 GitHub stars~1.4k tokensUpdated 8 days ago
    Media & CreativeAuto-check passed
  • Stream call audio in real-time, fork media to external destinations, and transcribe speech live.

    220 GitHub stars~3.4k tokensUpdated 3 days ago
    Backend & APIsAuto-check passed
  • Native Subtitle Quote Image

    chengyi-ai/native-subtitle-quote-image

    将本地视频或用户有权处理的在线视频,经过来源获取、文字稿定位、选题选句、精确取帧、紧凑裁切、拼图和逐张质检,制作成 3:4 或保留画面原比例的视频字幕长图。支持两种明确分开的输出:保留画面内已烧录字幕的原生字幕模式,以及把已审核的时间点与台词绘制到真实视频帧上的脚本字幕模式。用户要求原生字幕截图、字幕帧拼图、YouTube…

    2.2k GitHub starsUsed in 2 repos~1.8k tokens
    Media & CreativeAuto-check passed
  • HyperFrames Media Use

    heygen-com/hyperframes

    Finds, generates and edits media for HyperFrames video projects: music, sound effects, images, icons, logos, voiceovers, captions and color grades.

    59k GitHub stars~2.4k tokensUpdated today
    Media & CreativeAuto-check passed

More from aipoch/medical-research-skills

All 567 skills in this repo
  • Academic Poster Generator

    aipoch/medical-research-skills

    Complete workflow for generating academic research posters from PDF literature; use when you need to extract paper content from PDFs and produce a LaTeX-based poster…

    2k GitHub stars~2.2k tokensUpdated 21 days ago
    Auto-check passed
  • Diagnostic Study Quality Assessment Quadas

    aipoch/medical-research-skills

    Analyzes clinical diagnostic accuracy studies for bias using the QUADAS-2 tool.

    2k GitHub stars~1.4k tokensUpdated 21 days ago
    Auto-check passed
  • Exploratory Data Analysis

    aipoch/medical-research-skills

    Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats.

    2k GitHub stars~3.7k tokensUpdated 21 days ago
    Auto-check passed
  • Iso Certification

    aipoch/medical-research-skills

    A toolkit for preparing ISO 13485:2016 certification documentation for medical device QMS.

    2k GitHub stars~1.8k tokensUpdated 21 days ago
    Auto-check passed
  • Journal Skills

    aipoch/medical-research-skills

    Recommends target journals for manuscript submission by analyzing the paper topic/abstract and the journal distribution of similar PubMed literature; use when users ask for journal…

    2k GitHub stars~1.7k tokensUpdated 21 days ago
    Auto-check passed
  • Latex Posters

    aipoch/medical-research-skills

    Creates academic-poster writing packages for LaTeX using beamerposter, tikzposter, or baposter.

    2k GitHub stars~1.3k tokensUpdated 21 days ago
    Auto-check passed

Questions about Jaspar API

What does Jaspar API do?

Access JASPAR database for transcription factor binding profiles (matrices), collections, and species via REST API. Jaspar API is an agent skill from aipoch/medical-research-skills. Access JASPAR database for transcription factor binding profiles (matrices), collections, and species via REST API.

When should I use Jaspar API?

Jaspar API fits situations like: user wants to search for transcription factors; retrieve matrix details (PFM/PWM); infer profiles from protein sequences; explore JASPAR collections.

How do I install Jaspar API in Claude Code?

Run `npx skills add aipoch/medical-research-skills --skill jaspar-api -a claude-code`. Or copy the skill folder (scientific-skills/Evidence Insight/jaspar-api in aipoch/medical-research-skills) into .claude/skills/jaspar-api in your project. Claude Code loads it when a task matches its description.

How do I install Jaspar API in Codex?

Run `npx skills add aipoch/medical-research-skills --skill jaspar-api -a codex`. Or copy the skill folder (scientific-skills/Evidence Insight/jaspar-api in aipoch/medical-research-skills) into .agents/skills/jaspar-api in your project. Codex loads it when a task matches its description.

Can I use Jaspar API in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add aipoch/medical-research-skills --skill jaspar-api -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jaspar-api, .gemini/skills/jaspar-api, .github/skills/jaspar-api and .opencode/skills/jaspar-api in your project.

What does Jaspar API need to run?

Going by SKILL.md and its folder, Jaspar API needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.

Does Jaspar API access the network?

SKILL.md names 1 domain. As links in the text: jaspar.elixir.no. This is read from the text; nothing was executed.

Is Jaspar API safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Jaspar API use?

Jaspar API is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Jaspar API use?

About 1.1k tokens (SKILL.md is roughly 4.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 516 tokens, read only when the agent opens those files.

What are the alternatives to Jaspar API?

Skills that share tags, products or a category with Jaspar API: Azure Speech To Text REST Py (microsoft/skills, 3.1k stars), Vbook Extensions (Darkrai9x/vbook-extensions, 108 stars), Video Data (oxylabs/agent-skills, 875 stars) and Telnyx Voice Streaming Curl (team-telnyx/ai, 220 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jaspar API?

aipoch (a GitHub organization) maintains it in aipoch/medical-research-skills, which has 1,974 GitHub stars. The repository holds 567 skills in this directory. The repository was last updated on September 17, 2026.

Source: aipoch/medical-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.