Use Cases

Real-world examples of what you can do with PlanDrop

🧬

Bioinformatics

RNA-seq, scRNA-seq, Variant Calling

Example Tasks

  • Run DESeq2 differential expression with proper normalization
  • Process FASTQ files through STAR alignment pipeline
  • Analyze single-cell data with Scanpy or Seurat
  • Call variants with GATK best practices workflow
  • Generate publication-ready plots with ggplot2

Recommended Profile

Bioinformatics

Available Tools

samtools STAR bedtools conda R python
🤖

Machine Learning

Training, Experiments, GPU Workflows

Example Tasks

  • Train a classifier on your dataset with cross-validation
  • Fine-tune a transformer model with custom data
  • Run hyperparameter sweeps with Weights & Biases
  • Debug CUDA out-of-memory errors
  • Convert model formats (PyTorch → ONNX → TensorRT)

Recommended Profile

ML/Deep Learning

Available Tools

python pip nvidia-smi jupyter wandb docker
📊

Data Analysis

ETL, Reports, Visualizations

Example Tasks

  • Clean and transform messy CSV data
  • Generate summary statistics and visualizations
  • Build automated reporting pipelines
  • Query databases and export results
  • Create interactive dashboards

Recommended Profile

Edit Files Only

Available Tools

python pandas matplotlib SQL
🛠️

DevOps & Infrastructure

Scripts, Automation, Debugging

Example Tasks

  • Write and debug shell scripts
  • Parse log files and extract patterns
  • Set up cron jobs and automation
  • Debug failed deployments
  • Manage Docker containers

Recommended Profile

Full Access

Available Tools

bash docker git systemd cron
📝

Research & Writing

Literature Review, Documentation

Example Tasks

  • Summarize research papers in a directory
  • Generate methods sections from code
  • Create README documentation
  • Format references in BibTeX
  • Draft grant application sections

Recommended Profile

Plan Only

Available Tools

Read files Suggest changes

What will you build?

Get started with PlanDrop and bring Claude Code to your workflow.