cytotoxicity-assay-analyzer

Nanotoxicology skill for in vitro cytotoxicity assessment and cell viability analysis

509 stars

Best use case

cytotoxicity-assay-analyzer is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Nanotoxicology skill for in vitro cytotoxicity assessment and cell viability analysis

Teams using cytotoxicity-assay-analyzer should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/cytotoxicity-assay-analyzer/SKILL.md --create-dirs "https://raw.githubusercontent.com/a5c-ai/babysitter/main/library/specializations/domains/science/nanotechnology/skills/cytotoxicity-assay-analyzer/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/cytotoxicity-assay-analyzer/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How cytotoxicity-assay-analyzer Compares

Feature / Agentcytotoxicity-assay-analyzerStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Nanotoxicology skill for in vitro cytotoxicity assessment and cell viability analysis

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

SKILL.md Source

# Cytotoxicity Assay Analyzer

## Purpose

The Cytotoxicity Assay Analyzer skill provides comprehensive in vitro toxicity assessment of nanomaterials, enabling systematic evaluation of cell viability, determination of safe exposure levels, and identification of toxicity mechanisms.

## Capabilities

- MTT/MTS/WST assay analysis
- Live/dead staining quantification
- IC50/EC50 calculation
- Dose-response curve fitting
- Cell morphology analysis
- Apoptosis/necrosis detection

## Usage Guidelines

### Cytotoxicity Assessment

1. **Assay Selection**
   - Choose appropriate viability assay
   - Consider nanoparticle interference
   - Include proper controls

2. **Data Analysis**
   - Calculate percent viability
   - Fit dose-response curves
   - Determine IC50/EC50

3. **Result Interpretation**
   - Compare to benchmark materials
   - Assess mechanism of toxicity
   - Report with appropriate context

## Process Integration

- Nanomaterial Safety Assessment Pipeline
- Nanoparticle Drug Delivery System Development

## Input Schema

```json
{
  "nanomaterial": "string",
  "cell_line": "string",
  "assay_type": "mtt|mts|wst|live_dead|ldh",
  "concentrations": ["number"],
  "exposure_time": "number (hours)"
}
```

## Output Schema

```json
{
  "viability_data": [{
    "concentration": "number",
    "viability": "number (%)",
    "std_dev": "number"
  }],
  "dose_response": {
    "ic50": "number",
    "ic50_unit": "string",
    "hill_slope": "number",
    "r_squared": "number"
  },
  "toxicity_classification": "string",
  "mechanism_indicators": ["string"]
}
```

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