lab-automation

lab-automation is a skill for Claude Code, Codex from tinh2/skills-hub-registry. It costs 56 tokens per session (2,585 once invoked), scanned A, original, no licence file.

An audit of systems that automate laboratory work, covering how instruments connect, how samples are tracked, how protocols run, and how data is collected. LIMS means laboratory information management system; 21 CFR Part 11 is a US rule for trustworthy electronic laboratory records and signatures.

In plain words
What is it for?
It is for reviewing LIMS architecture, instrument connections, sample tracking, protocol engines, acquisition pipelines, and electronic-record controls.
Why use it?
It helps uncover gaps in instrument integration, sample custody, workflow execution, data capture, and regulatory compliance.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

Good fit It is for reviewing LIMS architecture, instrument connections, sample tracking, protocol engines, acquisition pipelines, and electronic-record controls.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/tinh2/skills-hub-registry/lab-automation
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 tinh2/skills-hub-registry --skill lab-automation
Clone the repo
git clone --depth 1 https://github.com/tinh2/skills-hub-registry

Made for: Claude Code, Codex.

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 lab-automation

README.md
[![agentmods](https://agentmods.dev/badge/skills/tinh2/skills-hub-registry/lab-automation/github.svg)](https://agentmods.dev/skills/tinh2/skills-hub-registry/lab-automation)
Your own site
<a href="https://agentmods.dev/skills/tinh2/skills-hub-registry/lab-automation"><img src="https://agentmods.dev/badge/skills/tinh2/skills-hub-registry/lab-automation/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 lab-automation

Your own site · 80×15
<a href="https://agentmods.dev/skills/tinh2/skills-hub-registry/lab-automation"><img src="https://agentmods.dev/badge/skills/tinh2/skills-hub-registry/lab-automation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 56 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,585 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 $0.00056 $0.02585
Opus 5.5 $0.00022 $0.01034
Sonnet 5.5 $0.00011 $0.00517
Haiku 4.5 $0.00006 $0.00259

Measured 1mo ago against content hash 7ade63a6740a, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

lab-automation 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 1mo ago.

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.

analysis/lab-automation/SKILL.md · 296 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

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. 1mo ago First seen · 296 lines · 56 tokens per session scan A 7ade63a6740a

Subscribe to this mod's changes

lab-automation is a skill published in the GitHub repository tinh2/skills-hub-registry (22 stars, last pushed 1mo ago), with no licence file. It adds 56 tokens to every session and 2,585 once invoked, about $0.0002 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 2026-09-03.

Related

Other skills, from other repositories

lab-hardware-cad

Designs custom laboratory hardware as parametric build123d models and exports fabrication artifacts as STEP, STL, and DXF files - microfluidic chips and molds, optomechanical mounts and breadboard adapters, cuvette and microplate holders, tube racks, animal-behavior rigs, and 3D-printed instrument fixtures. Use when a…

K-Dense-AI/scientific-agent-skills · 108 tokens

opentrons-integration

Authors, reviews, migrates, simulates, and troubleshoots official Opentrons Python Protocol API v2 protocols for Flex and OT-2 robots. Use for robot-specific liquid handling, deck and labware setup, pipettes, modules, runtime parameters, liquid classes, and Opentrons App analysis. Use pylabrobot instead when one…

K-Dense-AI/scientific-agent-skills · 83 tokens

pylabrobot

Develops and reviews PyLabRobot lab-automation resources, liquid-handling plans, offline simulations, and supported-device integrations. Supports PyLabRobot protocols and API questions; keep physical execution behind an explicit operator safety gate.

K-Dense-AI/scientific-agent-skills · 49 tokens

pybamm

Simulates lithium-ion battery charge, discharge and rest experiments with PyBaMM, records parameter-set provenance, checks mesh and solver sensitivity, and compares predicted voltage curves with measured cycling data. Use for SPM or DFN electrochemical battery modeling, C-rate protocols, voltage cutoffs, parameter…

K-Dense-AI/scientific-agent-skills · 70 tokens

cmsis-dsp-integration

Use when integrating, configuring, or debugging CMSIS-DSP, ARM math functions, FFT, filters, fixed-point DSP, vector math, or Cortex-M signal processing.

easyzoom/aix-skills · 40 tokens

review-line-extensions-routes-formulations-devices

Reviews Line extensions - routes, formulations, devices evidence pack for the L3 task «Line extensions - routes, formulations, devices». Produces a source-linked finding register with denominators and an explicit refuse list. Use when a practitioner asks to work this topic — e.g. "Please review the materials for Line…

malekokour/clinpharm-pmx-skills · 136 tokens