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Scvi Tools

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scvi-tools

Scvi Tools is an Agent Skill for general use published in the companion-inc/feynman repository on GitHub: a SKILL.md instruction file an AI agent can load to do this task.

Run scvi-tools single-cell workflows. Use when a task asks for scVI/scANVI setup, latent embeddings, batch correction, differential expression, cell annotation, or reproducible AnnData analysis.

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How to use this skill

Bring this guide into your coding agent with a prompt tailored to the tool you use.

  1. Open your project in Codex.
  2. Copy and paste the prompt below.
  3. Review files and risks before approving any action.
Prompt to paste
Inspect the Agent Skill at https://github.com/companion-inc/feynman/blob/HEAD/skills/scvi-tools/SKILL.md and all supporting files. Report provenance, permissions, scripts, dependencies, and security risks. Propose an exact installation into .agents/skills/scvi-tools, but wait for my approval before writing files or running scripts.

Copying this prompt does not install or run the skill. Review third-party files before use.

scvi-tools

Use this skill for reproducible scvi-tools analysis.

Workflow:

  1. Record AnnData path, organism, assay, batch keys, label keys, covariates, train/test split, and filtering choices.
  2. Verify Python environment, GPU/CPU route, package version, and data availability before training.
  3. Save preprocessing notebook, model parameters, training logs, latent embeddings, differential-expression tables, and plots.
  4. Check batch mixing, biological separation, marker consistency, and sensitivity to preprocessing choices.
  5. Attach exact commands and artifact paths to the final summary.

Keep raw counts, normalized values, and model-derived latent variables clearly separated.