pennylane

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 pennylane

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/pennylane/github.svg)](https://agentmods.dev/skills/kalarislabs/research-agent-skills/pennylane)

Your own site

<a href="https://agentmods.dev/skills/kalarislabs/research-agent-skills/pennylane"><img src="https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/pennylane/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.

Your own site · 80×15

<a href="https://agentmods.dev/skills/kalarislabs/research-agent-skills/pennylane"><img src="https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/pennylane.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 98 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 2,568 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.

Model	Per session	Once invoked
Fable 5.1	$0.00098	$0.02568
Opus 5.5	$0.00039	$0.01027
Sonnet 5.5	$0.00020	$0.00514
Haiku 4.5	$0.00010	$0.00257

Measured today against content hash 91749ef5d746, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

pennylane 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.

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/pennylane/SKILL.md · 269 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

Files

What ships with it

7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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.

today First seen · 269 lines · 98 tokens per session scan A 91749ef5d746

Subscribe to this mod's changes

pennylane is a skill published in the GitHub repository KalarisLabs/research-agent-skills (105 stars, last pushed today), with no licence file. It adds 98 tokens to every session and 2,568 once invoked, about $0.0004 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.

Data and AI academic-research academic-writing agent-skills ai-agents bioinformatics citation-verification

pennylane next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
pennylaneKalarisLabs/research-agent-skills	Skill	105	today	none	A	98	Claude Code
research-managerpoemswe/co-researcher	Skill	135	4d ago	MIT	A	21	Claude Code
alterlab-pyhealthAlterLab-IEU/AlterLab-Academic-Skills	Skill	85	yesterday	MIT	A	132	Claude Code
alterlab-timesfmAlterLab-IEU/AlterLab-Academic-Skills	Skill	85	yesterday	MIT	A	150	Claude Code
alterlab-esmAlterLab-IEU/AlterLab-Academic-Skills	Skill	85	yesterday	MIT	A	101	Claude Code
alterlab-deepchemAlterLab-IEU/AlterLab-Academic-Skills	Skill	85	yesterday	MIT	A	127	Claude Code
alterlab-pufferlibAlterLab-IEU/AlterLab-Academic-Skills	Skill	85	yesterday	MIT	A	127	Claude Code