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Aggregates QC from 150+ bioinformatics tools into one interactive HTML report. Scans FastQC, samtools, STAR, HISAT2, Trim Galore, featureCounts, Kallisto, Salmon, Picard, GATK logs; merges per-sample stats with plots. For NGS pipeline-wide QC. Use FastQC directly for single-sample; MultiQC for multi-sample reporting.
Passed 19 of 22 test cases with the skill, and 11 of 22 without it.
and 5 more in the full report
8 fixed11 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
I want MultiQC to dump flat tab-delimited text tables for each tool (like `multiqc_fastqc.txt`) into the data directory alongside the HTML report. What flag enables this flat file export?
| Checked | Without skill | With skill |
|---|---|---|
| Uses the --export flag to generate flat per-tool text files. | Missed | Passed |
The instructions your model reads when the skill loads.
MultiQC automatically searches directories for QC log files from 150+ bioinformatics tools and aggregates statistics across all samples into a single interactive HTML report. It parses outputs from FastQC, samtools flagstat, STAR, HISAT2, Trim Galore, Salmon, Kallisto, featureCounts, Picard, GATK, and many more — eliminating the need to manually review per-sample QC files. Reports include interactive bar plots, scatter plots, heatmaps, and tables with configurable warnings and pass/fail thresholds.
multiqc.zip, samtools .flagstat, STAR Log.final.out, etc.) — MultiQC finds them automaticallyCheck before installing: The tool may already be available in the current environment (e.g., inside a
pixi/condaenv). Runcommand -v multiqcfirst and skip the install commands below if it returns a path. When running inside a pixi project, invoke the tool viapixi run multiqcrather than baremultiqc.
pip install multiqc
# Verify
multiqc --version
# MultiQC v1.25.0
# With conda (recommended for bioinformatics)
conda install -c bioconda multiqc
Settle these with the user before writing any analysis code.
test cases passed, vs 11 / 22 without
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