Agent skill · Audited from source
Myvariant Queries
skill · GPTomics/bioSkillsMIT licenceAudited 19 Oct 2026 · source c8c1fc3a2b13
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit c8c1fc3a2b13 and found no filesystem, network or shell access and no hard-coded secrets. What it does: Queries myvariant.info BioThings aggregator for ClinVar, gnomAD, dbSNP, dbNSFP, COSMIC, CADD, and CIViC annotations in batched, version-tracked requests. Use when annotating variant lists from multiple databases…
Cite
Cite this page
ModelsAtlas. “Myvariant Queries (GPTomics/bioSkills)”. Retrieved 19 Oct 2026. https://modelsatlas.com/skills/gptomics/myvariant-queries
Trust audit
Audit 0.4.1 · source read 19 Oct 2026
SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 13,985 of 14,816 audited skills.
What the source does
- FilesystemNone observedNo reads or writes in the source
- NetworkNone observedNo outbound calls in the source
- ShellNone observedNo commands run in the source
- DependenciesPinnedNothing floats
- SecretsNone foundNo keys in source
Five audit layers
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | PASS | 0 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | PASS | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass.
Findings (0)
No findings at any severity. We re-audit when the source changes.
Audit 0.4.1 · source sha c8c1fc3a2b13 · 19 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- PublisherGPTomics GitHub organizationOwner of the repository this skill is read from
- Source folderGPTomics/bioSkills/clinical-databases/myvariant-queriesThe exact folder we audited
- LicenceMITAs the repository states it
- Commit pinned for this verdictc8c1fc3a2b13A new audit runs when the source changes
- Repository statusArchivedLast push 65 days ago
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: Queries myvariant.info BioThings aggregator for ClinVar, gnomAD, dbSNP, dbNSFP, COSMIC, CADD, and CIViC annotations in batched, version-tracked requests. Use when annotating variant lists from multiple databases…
---
name: bio-clinical-databases-myvariant-queries
description: Queries myvariant.info BioThings aggregator for ClinVar, gnomAD, dbSNP, dbNSFP, COSMIC, CADD, and CIViC annotations in batched, version-tracked requests. Use when annotating variant lists from multiple databases simultaneously without managing per-source APIs, and when reproducibility-grade analyses require recording source data versions via _meta.
tool_type: python
primary_tool: myvariant
---
## Version Compatibility
Reference examples tested with: myvariant 1.0.0+, requests 2.31+, pandas 2.2+. myvariant.info aggregates >=21 sources; the operative version of each source is queryable via the `_meta` field and the `/v1/metadata` endpoint.
Before using code patterns, verify installed versions match. If versions differ:
- Python: `pip show <package>` then `help(module.function)` to check signatures
If code throws ImportError, AttributeError, or TypeError, introspect the installed package and adapt the example to match the actual API rather than retrying. dbNSFP version drift is the dominant staleness vector: AlphaMissense was added to dbNSFP v4.4 (~2024); querying `dbnsfp.alphamissense.score` returns whatever version of dbNSFP is currently loaded; check `_meta.src.dbnsfp.version`.
# MyVariant.info Queries; Aggregated Annotation
**'Annotate my variants with ClinVar + gnomAD + CADD + AlphaMissense in one batch'** -> Query the BioThings myvariant.info aggregator with field selection and version tracking, then parse nested responses.
- Python: `myvariant.MyVariantInfo().getvariant(hgvs_or_rsid, fields=['clinvar', 'gnomad_exome', 'dbnsfp'])`
- Python (batch): `mv.getvariants(ids_list, fields=...)`; up to 1000 IDs per request
- Python (search): `mv.query('clinvar.gene.symbol:BRCA1 AND clinvar.clinical_significance:Pathogenic')`
- REST: `GET https://myvariant.info/v1/variant/{hgvs_or_id}?fields=...`
- Bulk: `POST https://myvariant.info/v1/variant` with comma-separated IDs
## BioThings Architecture (Lelong 2022 *Bioinformatics*)
myvariant.info is one of three flagship BioThings APIs (with MyGene.info and MyChem.info). All three share the BioThings SDK, which auto-deploys an Elasticsearch index from heterogeneous source files via per-source dataloaders. The 2022 paper formalized the SDK; the architecture itself is older (Xin 2016 *Genome Biol*).
- Elasticsearch-backed: queries use Lucene operators (AND, OR, NOT, range like `dbnsfp.cadd.phred:>20`)
- Dotted-field-name syntax for nested JSON
- The `_id` field is canonical HGVS-g per record (e.g., `chr7:g.117199644G>A`)
## Aggregated Sources: ~21 and Counting
| Source | What | Notes |
|--------|------|-------|
| ClinVar | Pathogenicity | Weekly refresh |
| gnomAD v4 exomes + genomes | Population AF | grpmax_faf95 surfaced |
| dbSNP Build 156 | rsID + alleles | RsMergeArch resolved |
| dbNSFP v4.x | Meta-aggregator of 40+ in silico predictors | Includes AlphaMissense, REVEL, BayesDel |
| CADD | Deleteriousness | Genome-wide |
| CIViC | Cancer interpretation | Per-disease |
| COSMIC | Somatic variants | Catalogue of Somatic Mutations |
| EVS | Exome Variant Server | Legacy (deprecated by gnomAD) |
| ExAC | ExAC frequencies | Legacy (superseded by gnomAD) |
| GRASP | GWAS associations | -- |
| GWAS Catalog | Curated GWAS | -- |
| Wellderly | Disease-resistant elderly cohort | -- |
| EMV | -- | -- |
| DOCM | Database of Curated Mutations | -- |
| ICGC | International cancer | -- |
| MutDB | -- | -- |
| GO | Gene Ontology | -- |
| Snpeff | snpEff annotations | -- |
| GeneReviews | Disease/gene reviews | -- |
| MutPred | Functional impact | -- |
**dbNSFP is itself an aggregator.** Querying `dbnsfp.alphamissense.score` returns the version that dbNSFP loaded, not AlphaMissense direct. The lag from publication (Cheng 2023 *Science*) to integration into myvariant.info is typically 6-18 months via dbNSFP.
## Scopes and Query Forms
| Endpoint | Method | Use |
|----------|--------|-----|
| `/v1/variant/{id}` | GET | Single canonical-ID lookup |
| `/v1/variant` | POST (batched IDs) | Batch lookup, up to 1000 IDs |
| `/v1/query?q={lucene}` | GET | Flexible Elasticsearch search |
| `/v1/metadata` | GET | Per-source versions |
**Scopes** (the `scopes` parameter on `/v1/query` POST) specifies which fields to match an input ID against: `hgvs`, `rsid`, `dbsnp.rsid`, `dbnsfp.genename`, `chrom`, `_id`. The `_id` is canonical HGVS-g.
## Reproducibility: The `_meta` Field
Every record carries `_meta.src` showing per-source version:
```python
mv = myvariant.MyVariantInfo()
record = mv.getvariant('chr7:g.140453136A>T', fields=['_meta', 'clinvar', 'dbnsfp.alphamissense'])
print(record['_meta']['src']['dbnsfp']['version']) # e.g., '4.7a'
print(record['_meta']['src']['clinvar']['version']) # e.g., '20250901'
```
For reproducibility, record per-source versions in analysis output alongside results.
## Comparison to Alternatives
| Tool | Approach | When to use |
|------|----------|-------------|
| **myvariant.info** | Cloud aggregator, ES-backed | Quick batch annotation, no local setup |
| **OpenCRAVAT** (Pagel 2020 *JCO Clin Cancer Inform*) | Local install, modular annotators | Offline / PHI-sensitive |
| **VarSome** (Kopanos 2019 *Bioinformatics* 35:1978; commercial) | Hosted, 22 sources | 82% ACMG criteria auto-application (highest); clinical labs |
| **Franklin / Genoox** | Commercial hosted | 59 data sources; family/cohort analysis |
| **GeneBe.net** (Stawiński 2024 *Clin Genet*) | Open-source web + API | Free Tavtigian-point-system-based ACMG; comparable to VarSome |
| **ANNOVAR / VEP / snpEff** | Local annotation tools | Pipeline integration, batch annotation, no ACMG |
**myvariant.info does NOT produce ACMG calls**; it is purely an annotation aggregator. Pair with InterVar, GeneBe, or the `acmg-classification` skill for classification.
## Decision Tree by Query Scenario
| Scenario | Recommended path | Why |
|----------|------------------|-----|
| Single variant batch annotation | `getvaExcerpt, first 6,000 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.
Install
Pinned to the audited commit c8c1fc3
pip install myvariant requests pandas
git clone https://github.com/GPTomics/bioSkills git -C bioSkills checkout c8c1fc3a2b13
Commands as the repository documents them: shown, never run by us. Our verdict covers commit c8c1fc3a2b13 only.
Works in
The author has not said which agents this skill supports, and we have not tested it in any.
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
c8c1fc3a2b13
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Sources
- github.com/GPTomics/bioSkills/tree/main/clinical-databases/myvar — the audited source at commit c8c1fc3a2b13 and every finding aboveObserved · 19 Oct 2026
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