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---
name: gnomad-graphql-skill
description: Submit compact gnomAD GraphQL requests for frequency, gene constraint, and variant context queries. Use when a user wants concise gnomAD summaries
---
## Operating rules
- Use `scripts/gnomad_graphql.py` for all gnomAD GraphQL work.
- For nested GraphQL results, start with `max_items=3` to `5`.
- Keep selection sets narrow and page or filter at the query level instead of asking for broad dumps.
- Use `query_path` for long GraphQL documents instead of pasting large inline queries.
- Re-run requests in long conversations instead of relying on earlier tool output.
- Treat displayed `...` in tool previews as UI truncation, not part of the real query.
## Execution behavior
- Return concise markdown summaries from the script JSON by default.
- Return raw JSON only if the user explicitly asks for machine-readable output.
- Prefer targeted queries for variant frequency, gene constraint, or transcript consequence context.
- If the user needs the full payload, set `save_raw=true` and report the saved file path.
## Input
- Read one JSON object from stdin.
- Required field: `query` or `query_path`
- Optional fields: `variables`, `max_items`, `max_depth`, `timeout_sec`, `save_raw`, `raw_output_path`
- Common gnomAD patterns:
- `{"query":"query { meta { clinvar_release_date } }"}`
- `{"query":"query Variant($variantId: String!, $dataset: DatasetId!) { variant(variantId: $variantId, dataset: $dataset) { variantId genome { ac an af } } }","variables":{"variantId":"1-55516888-G-GA","dataset":"gnomad_r4"},"max_items":3}`
## Output
- Success returns `ok`, `source`, `top_keys`, a compact `summary`, and `raw_output_path` when `save_raw=true`.
- Failure returns `ok=false` with `error.code` such as `invalid_json`, `invalid_input`, `network_error`, `invalid_response`, or `graphql_error`.
## Execution
```bash
echo '{"query":"query { meta { clinvar_release_date } }"}' | python scripts/gnomad_graphql.py
```
## References
- No additional runtime references are required; keep the import package limited to this file and `scripts/gnomad_graphql.py`.