ToF-SIMS Analyzer

SkillDev tools

Time-of-Flight Secondary Ion Mass Spectrometry skill for molecular surface analysis and imaging

Use ToF-SIMS Analyzer in Claude, ChatGPT or Ahel Desktop

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Also: Claude Code · Cursor · Codex

Then ask your AI: use the ToF-SIMS Analyzer skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

ToF-SIMS AnalyzerStart free

What this skill tells your AI

The instructions your AI receives, as published by a5c-ai/babysitter in library/specializations/domains/science/nanotechnology/skills/tof-sims-analyzer/SKILL.md and read by Ahel’s review.

Purpose

The ToF-SIMS Analyzer skill provides molecular-level surface analysis capabilities for nanomaterials, enabling identification of surface species, chemical imaging, and depth profiling with high sensitivity.

Capabilities

  • Molecular ion identification
  • Surface contamination analysis
  • 2D and 3D chemical imaging
  • Isotope labeling detection
  • Depth profiling
  • Principal component analysis of spectra

Usage Guidelines

ToF-SIMS Analysis

  1. Spectral Analysis

    • Identify characteristic fragments
    • Build peak lists for materials
    • Apply multivariate analysis
  2. Imaging Mode

    • Optimize spatial resolution
    • Generate chemical maps
    • Correlate with topography
  3. Depth Profiling

    • Select appropriate sputter source
    • Monitor interface sharpness
    • Account for matrix effects

Process Integration

  • Multi-Modal Nanomaterial Characterization Pipeline
  • Nanomaterial Surface Functionalization Pipeline

Input Schema

{
  "sample_id": "string",
  "analysis_mode": "spectral|imaging|depth_profile",
  "primary_ion": "Bi3+|Bi1+|C60+",
  "polarity": "positive|negative",
  "area_of_interest": {"x": "number", "y": "number"}
}

Output Schema

{
  "identified_species": [{
    "mass": "number (amu)",
    "assignment": "string",
    "intensity": "number"
  }],
  "chemical_maps": [{
    "species": "string",
    "image_path": "string"
  }],
  "pca_results": {
    "principal_components": "number",
    "variance_explained": ["number"]
  }
}

Signals

GitHub stars
2k
Forks
113
Last commit
Sep 2026
Advanced
Item type
skill
Key
tof-sims-analyzer
Source
github.com/a5c-ai/babysitter