Vcf BasicsSAFE
The largest open-source medical AI skills library for OpenClaw🦞.
Overview
The largest open-source medical AI skills library for OpenClaw🦞.
29f31a89230cOBSERVED · 2026-10-08Install
Commands as the repository documents them. They are shown, not run.
pip install cyvcf2
What it tells the agent
The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.
<!-- # COPYRIGHT NOTICE # This file is part of the "Universal Biomedical Skills" project. # Copyright (c) 2026 MD BABU MIA, PhD <[email protected]> # All Rights Reserved. # # This code is proprietary and confidential. # Unauthorized copying of this file, via any medium is strictly prohibited. # # Provenance: Authenticated by MD BABU MIA --> --- name: bio-vcf-basics description: View, query, and understand VCF/BCF variant files using bcftools and cyvcf2. Use when inspecting variants, extracting specific fields, or understanding VCF format structure. tool_type: cli primary_tool: bcftools measurable_outcome: Execute skill workflow successfully with valid output within 15 minutes. allowed-tools: - read_file - run_shell_command --- # VCF/BCF Basics View and query variant files using bcftools and cyvcf2. ## Format Overview | Format | Description | Use Case | |--------|-------------|----------| | VCF | Text format, human-readable | Debugging, small files | | VCF.gz | Compressed VCF (bgzip) | Standard distribution | | BCF | Binary VCF | Fast processing, large files | ## VCF Format Structure ``` ##fileformat=VCFv4.2 ##INFO=<ID=DP,Number=1,Type=Integer,Description="Total Depth"> ##FORMAT=<ID=GT,Number=1,Type=String,Description="Genotype"> ##FORMAT=<ID=DP,Number=1,Type=Integer,Description="Read Depth"> #CHROM POS ID REF ALT QUAL FILTER INFO FORMAT SAMPLE1 chr1 1000 rs123 A G 30 PASS DP=50 GT:DP 0/1:25 ``` ### Header Lines (##) - `##fileformat` - VCF version - `##INFO` - INFO field definitions - `##FORMAT` - FORMAT field definitions - `##FILTER` - Filter definitions - `##contig` - Reference contigs - `##reference` - Reference genome ### Column Header (#CHROM) Fixed columns: CHROM, POS, ID, REF, ALT, QUAL, FILTER, INFO, FORMAT Followed by sample columns ### Data Columns | Column | Description | |--------|-------------| | CHROM | Chromosome | | POS | 1-based position | | ID | Variant identifier (e.g., rs number) | | REF | Reference allele | | ALT | Alternate allele(s), comma-separated | | QUAL | Phred-scaled quality score | | FILTER | PASS or filter name | | INFO | Semicolon-separated key=value pairs | | FORMAT | Colon-separated format keys | | SAMPLE | Colon-separated values matching FORMAT | ## bcftools view ### View VCF ```bash bcftools view input.vcf.gz | head ``` ### View Header Only ```bash bcftools view -h input.vcf.gz ``` ### View Without Header ```bash bcftools view -H input.vcf.gz | head ``` ### View Specific Region ```bash bcftools view input.vcf.gz chr1:1000000-2000000 ``` ### View Specific Samples ```bash bcftools view -s sample1,sample2 input.vcf.gz ``` ### Exclude Samples ```bash bcftools view -s ^sample3 input.vcf.gz ``` ## bcftools query Extract specific fields in custom format. ### Basic Query ```bash bcftools query -f '%CHROM\t%POS\t%REF\t%ALT\n' input.vcf.gz ``` ### Query with INFO Fields ```bash bcftools query -f '%CHROM\t%POS\t%INFO/DP\t%INFO/AF\n' input.vcf.gz ``` ### Query with Sample Fields ```bash bcftools query -f '%CHROM\t%POS[\t%GT]\n' input.vcf.gz ``` ### Query Specific Samples ```bash bcftools query -f '%CHROM\t%POS[\t%SAMPLE=%GT]\n' -s sample1,sample2 input.vcf.gz ``` ### Include Header ```bash bcftools query -H -f '%CHROM\t%POS\t%REF\t%ALT\n' input.vcf.gz ``` ### Common Format Specifiers | Specifier | Description | |-----------|-------------| | `%CHROM` | Chromosome | | `%POS` | Position | | `%ID` | Variant ID | | `%REF` | Reference allele | | `%ALT` | Alternate allele | | `%QUAL` | Quality score | | `%FILTER` | Filter status | | `%INFO/TAG` | INFO field value | | `%TYPE` | Variant type (snp, indel, etc.) | | `[%GT]` | Genotype (per sample) | | `[%DP]` | Depth (per sample) | | `[%SAMPLE]` | Sample name | | `\n` | Newline | | `\t` | Tab | ## Format Conversion ### VCF to BCF ```bash bcftools view -Ob -o output.bcf input.vcf.gz ``` ### BCF to VCF ```bash bcftools view -Ov -o output.vcf input.bcf ``` ### Compress VCF (bgzip) ```bash bgzip input.vcf # Creates input.vcf.gz ``` ### Index VCF/BCF ```bash bcftools index input.vcf.gz # Creates input.vcf.gz.csi bcftools index -t input.vcf.gz # Creates input.vcf.gz.tbi (tabix index) ``` ## Output Format Options | Flag | Format | |------|--------| | `-Ov` | Uncompressed VCF | | `-Oz` | Compressed VCF (bgzip) | | `-Ou` | Uncompressed BCF | | `-Ob` | Compressed BCF | ## Genotype Encoding | Genotype | Meaning | |----------|---------| | `0/0` | Homozygous reference | | `0/1` | Heterozygous | | `1/1` | Homozygous alternate | | `1/2` | Heterozygous (two different alts) | | `./.` | Missing | | `0\|1` | Phased heterozygous | ## cyvcf2 Python Alternative ### Open and Iterate ```python from cyvcf2 import VCF vcf = VCF('input.vcf.gz') for variant in vcf: print(f'{variant.CHROM}:{variant.POS} {variant.REF}>{variant.ALT[0]}') ``` ### Access Variant Properties ```python from cyvcf2 import VCF for variant in VCF('input.vcf.gz'): print(f'Chrom: {variant.CHROM}') print(f'Pos: {variant.POS}') print(f'ID: {variant.ID}') print(f'Ref: {variant.REF}') print(f'Alt: {variant.ALT}') # List print(f'Qual: {variant.QUAL}') print(f'Filter: {variant.FILTER}') print(f'Type: {variant.var_type}') # snp, indel, etc. break ``` ### Access INFO Fields ```python from cyvcf2 import VCF for variant in VCF('input.vcf.gz'): dp = variant.INFO.get('DP') af = variant.INFO.get('AF') print(f'{variant.CHROM}:{variant.POS} DP={dp} AF={af}') ``` ### Access Genotypes ```python from cyvcf2 import VCF vcf = VCF('input.vcf.gz') samples = vcf.samples # List of sample names for variant in vcf: gts = variant.gt_types # 0=HOM_REF, 1=HET, 2=UNKNOWN, 3=HOM_ALT for sample, gt in zip(samples, gts): gt_str = ['HOM_REF', 'HET', 'UNKNOWN', 'HOM_ALT'][gt] print(f'{sample}: {gt_str}') break ``` ### Access Sample Fields ```python from cyvcf2 import VCF for variant in VCF('input.vcf.gz'): depths = va
Trust audit
SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | PASS |
| L1 | Static analysis of the code | PASS |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (1)
Gates applied: no_behavioural_pass.
29f31a89230cfull audit observations/trust-audit/skill/freedomintelligence__vcf-basics.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-08 | 29f31a89230c | SAFE | B | 89 | first audit |
Questions
What does the Vcf Basics skill do?
The largest open-source medical AI skills library for OpenClaw🦞.
Is Vcf Basics safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Vcf Basics access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (29f31a89230c), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.