1---2name: gnomad-graphql-skill3description: Submit compact gnomAD GraphQL requests for frequency, gene constraint, and variant context queries. Use when a user wants concise gnomAD summaries4---56## Operating rules7- Use `scripts/gnomad_graphql.py` for all gnomAD GraphQL work.8- For nested GraphQL results, start with `max_items=3` to `5`.9- Keep selection sets narrow and page or filter at the query level instead of asking for broad dumps.10- Use `query_path` for long GraphQL documents instead of pasting large inline queries.11- Re-run requests in long conversations instead of relying on earlier tool output.12- Treat displayed `...` in tool previews as UI truncation, not part of the real query.1314## Execution behavior15- Return concise markdown summaries from the script JSON by default.16- Return raw JSON only if the user explicitly asks for machine-readable output.17- Prefer targeted queries for variant frequency, gene constraint, or transcript consequence context.18- If the user needs the full payload, set `save_raw=true` and report the saved file path.1920## Input21- Read one JSON object from stdin.22- Required field: `query` or `query_path`23- Optional fields: `variables`, `max_items`, `max_depth`, `timeout_sec`, `save_raw`, `raw_output_path`24- Common gnomAD patterns:25 - `{"query":"query { meta { clinvar_release_date } }"}`26 - `{"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}`2728## Output29- Success returns `ok`, `source`, `top_keys`, a compact `summary`, and `raw_output_path` when `save_raw=true`.30- Failure returns `ok=false` with `error.code` such as `invalid_json`, `invalid_input`, `network_error`, `invalid_response`, or `graphql_error`.3132## Execution33```bash34echo '{"query":"query { meta { clinvar_release_date } }"}' | python scripts/gnomad_graphql.py35```3637## References38- No additional runtime references are required; keep the import package limited to this file and `scripts/gnomad_graphql.py`.