gtars

gtars is a skill for Claude Code from KalarisLabs/research-agent-skills. It costs 142 tokens per session (3,658 once invoked), scanned A, original, no licence file.

Inspects and plans work with Gtars, the Rust/Python/CLI toolkit for genomic intervals: BED RegionSet set algebra (reduce, setdiff, intersect, closest, cluster, gaps), overlap counts, consensus peak sets, coverage, tokenizers, fragment processing, and refget/BEDbase stores. Use when merging or comparing BED interval…

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter.

Install with agentmods
npx agentmods add skills/kalarislabs/research-agent-skills/gtars
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add KalarisLabs/research-agent-skills --skill gtars
Clone the repo
git clone --depth 1 https://github.com/KalarisLabs/research-agent-skills

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for gtars

README.md
[![agentmods](https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/gtars/github.svg)](https://agentmods.dev/skills/kalarislabs/research-agent-skills/gtars)
Your own site
<a href="https://agentmods.dev/skills/kalarislabs/research-agent-skills/gtars"><img src="https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/gtars/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for gtars

Your own site · 80×15
<a href="https://agentmods.dev/skills/kalarislabs/research-agent-skills/gtars"><img src="https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/gtars.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 142 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 3,658 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00142 $0.03658
Opus 5.5 $0.00057 $0.01463
Sonnet 5.5 $0.00028 $0.00732
Haiku 4.5 $0.00014 $0.00366

Measured today against content hash 54f34626babf, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

gtars scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.

The scan reads SKILL.md. This mod also ships 8 executable files (scripts/__init__.py, scripts/_common.py, scripts/artifact_inspector.py, …), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/gtars/SKILL.md · 313 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. today First seen · 313 lines · 142 tokens per session scan A 54f34626babf

Subscribe to this mod's changes

gtars is a skill published in the GitHub repository KalarisLabs/research-agent-skills (105 stars, last pushed today), with no licence file. It adds 142 tokens to every session and 3,658 once invoked, about $0.0006 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-07.

Related

gtars compared with skills from other repositories

gtars next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
gtarsKalarisLabs/research-agent-skillsSkill105todaynoneA142Claude Code
alterlab-anndataAlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA133Claude Code
alterlab-rdkitAlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA130Claude Code
alterlab-sympyAlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA86Claude Code
alterlab-cirqAlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA158Claude Code
alterlab-pydeseq2AlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA88Claude Code
alterlab-pymooAlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA83Claude Code