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These examples use direct REST calls. For agent-native workflows, use MCP setup and the sample MCP sessions.

Prerequisites

Do not paste live keys into shared notebooks, shell history, support tickets, or screenshots.

Shared Helper

Use this shell helper in local examples to avoid repeating headers.

Resolve an Actor

Assess an IOC

Prioritize an Environment

Batch Entity Resolution

Use batch endpoints for independent items. Keep failed items separate from successful items in the final output.

Python Notebook-style Flow

Production Notes

  • Store API keys in a credential manager.
  • Preserve request_id, run_id, and step_id in logs.
  • Use bearer tokens for runtime agents when possible.
  • Bound batch sizes and result counts.
  • Retry 429 and transient 5xx conservatively; do not retry validation or auth failures blindly.