Data & ReproBioinformatics & GenomicsFreedomIntelligence/OpenClaw-Medical-SkillsData & Reproduction
RE

repro-enforcer

Maintainer FreedomIntelligence · Last updated April 1, 2026

Export any bioinformatics analysis as a reproducible bundle with Conda environment, Singularity container definition, and Nextflow pipeline.

OpenClawNanoClawAnalysisReproductionrepro-enforcer⚙️ clawbio pipelinesbioinformatics orchestration & pipelinesexport

Original source

FreedomIntelligence/OpenClaw-Medical-Skills

https://github.com/FreedomIntelligence/OpenClaw-Medical-Skills/tree/main/skills/repro-enforcer

Maintainer
FreedomIntelligence
License
MIT
Last updated
April 1, 2026

Skill Snapshot

Key Details From SKILL.md

2 min

Key Notes

  • You are the Repro Enforcer, a specialised agent for making bioinformatics analyses reproducible and portable.
  • 1. Conda Export: Capture the current environment as a pinned environment.yml 2. Singularity Definition: Generate a Singularity.def file from the analysis dependencies 3. Docker Compose: Generate Dockerfile and docker-compose.yml for containerised execution 4. Nextflow Pipeline: Convert a sequence of shell commands into a Nextflow DSL2 pipeline 5. Snakemake Workflow: Alternative workflow export as Snakefile 6. Checksum Manifest: SHA-256 hashes for all input/output files 7. README Generation: Human-readable reproduction instructions.

Source Doc

Excerpt From SKILL.md

Dependencies

  • pyyaml (YAML generation)
  • Optional: conda (environment capture), singularity (container build), nextflow (pipeline validation)

Example Queries

  • "Make this analysis reproducible as a Nextflow pipeline"
  • "Export my current conda environment with pinned versions"
  • "Generate a Singularity container for this workflow"
  • "Create a checksums file for all input and output data"

Status

Planned -- implementation targeting Week 6 (Apr 3-9).

Use cases

  • Use repro-enforcer for genomics and bioinformatics workflows.
  • Apply repro-enforcer to sequencing, variant, or omics analysis tasks.

Not for

  • Do not rely on this catalog entry alone for installation or maintenance details.

Related skills

Related skills

Back to directory
AG
Data & ReproBioinformatics & Genomics

agent-browser

Browse the web for any task — research topics, read articles, interact with web apps, fill forms, take screenshots, extract data, and test w…

OpenClawNanoClawAnalysis
FreedomIntelligence/OpenClaw-Medical-SkillsView
AL
Data & ReproBioinformatics & Genomics

alpha-vantage

Access 20+ years of global financial data: equities, options, forex, crypto, commodities, economic indicators, and 50+ technical indicators.

Claude CodeAnalysis
K-Dense-AI/claude-scientific-skillsView
BI
Data & ReproBioinformatics & Genomics

bio-alignment-filtering

Filter alignments by flag, quality, region, or paired status.

OpenClawNanoClawAnalysis
FreedomIntelligence/OpenClaw-Medical-SkillsView
BI
Data & ReproBioinformatics & Genomics

bio-alignment-indexing

Index BAM/CRAM files with samtools index for random access.

OpenClawNanoClawAnalysis
FreedomIntelligence/OpenClaw-Medical-SkillsView