Documentation index for AI agents: see /llms.txt. Markdown versions of every page are available at <path>.md or via Accept: text/markdown.
Reference

Reference

Auto-generated API reference for the flowai_harness public surface. Each page below renders the module's exported classes, functions, and type aliases directly from their...

Auto-generated API reference for the flowai_harness public surface. Each page below renders the module's exported classes, functions, and type aliases directly from their docstrings.

For task-oriented guides see Approvals, Data Environment, Studio, Expose Tools Over MCP, Testing, and Streaming Events.

Besides dev / serve (see Studio), the CLI also provides flowai-harness docs export to generate the docs content artifact and flowai-harness mcp python MODULE:OBJECT to serve a Python runtime object over MCP (see MCP).

  • RuntimeRuntime, create_runtime, define_runtime, RuntimeSpec, and the testing / data-environment configs.
  • Studiodefine_app, workspace bindings, and the local Studio command surface.
  • Evals — eval configs, test cases, structured action ground truth, scorer presets, artifacts, and event envelopes.
  • MCP — stdio and Streamable HTTP helpers for exposing runtime tools to MCP clients.
  • Agentsdefine_coordinator, define_planner, define_executor, define_specialist, and AgentSpec.
  • Plansdefine_plan, PlanSpec, PlanDisplayAlias.
  • Referencesdefine_reference, ReferenceSpec.
  • Toolsdefine_tool, ToolSpec.
  • Promptslayered_prompt, LayeredPrompt.
  • Tenantdefine_tenant, TenantIdentity.
  • UnionsTaggedUnion.
  • Glimpseglimpse.