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ihc-if-optimizer

Optimize IHC/IF protocols for specific tissues and antigens

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/aipoch-ai/ihc-if-optimizer
Or

IHC/IF Optimizer

Immunostaining protocol optimization.

Use Cases

  • Brain tissue staining
  • Liver antigen retrieval
  • Antibody dilution optimization
  • Fluorescence panel design

Parameters

ParameterTypeDefaultRequiredDescription
--tissue-typestring-YesTissue type (Brain, Liver, Kidney, etc.)
--antigenstring-YesTarget protein/antigen name
--detection-methodstringIHCNoDetection method (IHC or IF)
--output, -ostringstdoutNoOutput file path
--formatstringtextNoOutput format (text, json, markdown)

Returns

  • Recommended retrieval method
  • Antibody dilutions
  • Blocking conditions
  • Counterstain suggestions

Example

Brain tissue + Phospho-protein → Citrate retrieval, 1:200 antibody

Risk Assessment

Risk IndicatorAssessmentLevel
Code ExecutionPython/R scripts executed locallyMedium
Network AccessNo external API callsLow
File System AccessRead input files, write output filesMedium
Instruction TamperingStandard prompt guidelinesLow
Data ExposureOutput files saved to workspaceLow

Security Checklist

  • No hardcoded credentials or API keys
  • No unauthorized file system access (../)
  • Output does not expose sensitive information
  • Prompt injection protections in place
  • Input file paths validated (no ../ traversal)
  • Output directory restricted to workspace
  • Script execution in sandboxed environment
  • Error messages sanitized (no stack traces exposed)
  • Dependencies audited

Prerequisites

No additional Python packages required.

Evaluation Criteria

Success Metrics

  • Successfully executes main functionality
  • Output meets quality standards
  • Handles edge cases gracefully
  • Performance is acceptable

Test Cases

  1. Basic Functionality: Standard input → Expected output
  2. Edge Case: Invalid input → Graceful error handling
  3. Performance: Large dataset → Acceptable processing time

Lifecycle Status

  • Current Stage: Draft
  • Next Review Date: 2026-03-06
  • Known Issues: None
  • Planned Improvements:
    • Performance optimization
    • Additional feature support

Metadata

Author@aipoch-ai
Stars4473
Views0
Updated2026-05-01
View Author Profile
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-aipoch-ai-ihc-if-optimizer": {
      "enabled": true,
      "auto_update": true
    }
  }
}
Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.