GraphQL service¶

OpenMed exposes a read-only GraphQL endpoint at POST /graphql. It uses the same service configuration, model loader, warm pool, timeout, retry, and circuit breaker as the REST endpoints. Install the service extra before starting the application:

pip install "openmed[service]"
python -m openmed.service.logging --host 127.0.0.1 --port 8000

The schema has four root queries:

• analyze runs clinical entity analysis.
• deidentify returns redacted text, entities, canonical spans, the selected policy profile, and aggregate risk facets.
• entityTypes lists canonical labels and their policy categories without loading a model.
• journeyResources provides policy-filtered Journey metadata.

There are no mutations or subscriptions. When REST authentication is enabled, GraphQL uses the same principal and authorizes the entire document before running any resolver: analyze requires analyze:write, deidentify requires pii:write, and journeyResources requires journey:read. entityTypes has no additional field scope. Aliases, fragment spreads, and mixed-field requests cannot bypass this check. A denied document returns data: null and the value-free OPENMED_FORBIDDEN extension code, without partial results. A root field missing its explicit scope declaration also fails closed, even for wildcard principals; standard schema introspection keeps its existing separate policy. Authentication-disabled local development behavior is unchanged.

Select only the fields you need¶

This synthetic example requests only the label and start offset for each span. The source span text and all other response fields are omitted:

query Analyze($input: AnalyzeInput!) {
  analyze(input: $input) {
    spans {
      label
      start
    }
  }
}

{
  "input": {
    "text": "Patient Jane Example reports nausea."
  }
}

A de-identification query can combine redacted output, policy configuration, and privacy-safe aggregate risk facets in the same request:

query Deidentify($input: DeidentifyInput!) {
  deidentify(input: $input) {
    deidentifiedText
    spans {
      label
      start
      action
    }
    policy {
      name
      defaultAction
    }
    risk {
      leakageRate
      reidentificationRate
      minimumK
    }
  }
}

Resolver failures return a generic OPENMED_RESOLVER_ERROR. OpenMed suppresses exception-derived GraphQL messages and the GraphQL execution logger so raw input text is not copied into resolver errors or logs.

Introspection and SDL export¶

Standard GraphQL introspection is enabled. A browser can open /graphql for the GraphiQL interface, and code generators can consume the committed schema at docs/api/graphql-schema.graphql.

Regenerate that artifact after changing the schema:

.venv/bin/python scripts/export_graphql_schema.py

The unit test compares the committed SDL byte-for-byte with the live Strawberry schema so drift fails CI.