Welcome to coact’s documentation!

Contents:

• coact
  • AgentDefinition
  • AgentPlan
  • AgentStore
  • CoactMeta
  • CompletionPolicy
  • FieldProvenance
  • IntegrationSpec
  • PublishResult
  • RealizedHost
  • ReturnContract
  • RunnableAgent
  • RunnableCrewAIAgent
  • RunnableLLMAgent
  • RunnableLLMGraphAgent
  • ToolSpec
  • agents_dir()
  • back()
  • complete()
  • diff()
  • emit_agent()
  • estimate()
  • from_claude_agent_md()
  • integration_spec_from()
  • integration_spec_from_description()
  • inventory()
  • parse_coact_meta()
  • plan_completion()
  • publish()
  • publish_mcpb()
  • publish_remote()
  • publish_targets()
  • realize()
  • realize_crewai()
  • realize_host()
  • realize_langgraph()
  • realize_litellm()
  • realize_mcp()
  • realize_sdk()
  • register_validator()
  • resolve_llm()
  • scaffold_fleet()
  • structured()
  • synthesize_persona()
  • synthesize_return_contract()
  • to_aw_agent_spec()
  • to_claude_agent_md()
  • validate_coact_block()
• coact.__main__
  • COMMANDS
  • CONFIG
  • back()
  • complete()
  • describe()
  • diff()
  • emit()
  • estimate()
  • inventory()
  • main()
  • plan()
  • publish()
  • realize()
  • scaffold()
• coact._pydantic_schema
  • json_schema_to_model()
• coact.analysis
  • AgentDiff
  • Estimate
  • Inventory
  • back()
  • diff()
  • estimate()
  • inventory()
• coact.base
  • AgentDefinition
  • AgentPlan
  • FieldProvenance
  • MemoryScope
  • ModelName
  • ProvenanceSource
  • ReturnContract
• coact.complete
  • complete()
  • plan_completion()
  • resolve_skill()
• coact.emit
  • agent_to_frontmatter()
  • emit_agent()
  • emitters
  • from_claude_agent_md()
  • to_aw_agent_spec()
  • to_claude_agent_md()
  • to_sdk_agent_dict()
• coact.frontmatter
  • COACT_KEY
  • CoactMeta
  • parse_coact_meta()
  • register_validator()
  • validate_coact_block()
• coact.integration
  • IntegrationSource
  • IntegrationSpec
  • ToolSpec
  • integration_spec_from()
• coact.llm
  • resolve_llm()
  • structured()
• coact.nl_ingress
  • DFLT_AUTHORING_PROMPTS
  • integration_spec_from_description()
• coact.policy
  • CompletionPolicy
  • default_policy
• coact.publish
  • PublishResult
  • publish()
  • publish_targets()
  • targets
• coact.publish_mcpb
  • MCPB_MANIFEST_VERSION
  • SERVER_CONFIG_NAME
  • build_manifest()
  • publish_mcpb()
• coact.publish_remote
  • SERVER_CONFIG_NAME
  • publish_remote()
• coact.realize
  • RealizedHost
  • RunnableAgent
  • backends
  • coerce_agents()
  • realize()
  • realize_host()
  • realize_mcp()
  • realize_sdk()
• coact.realize_crewai
  • DEFAULT_MODEL
  • DEFAULT_MODEL_MAP
  • RunnableCrewAIAgent
  • realize_crewai()
• coact.realize_langgraph
  • DEFAULT_MODEL
  • DEFAULT_MODEL_MAP
  • RunnableLLMGraphAgent
  • realize_langgraph()
• coact.realize_litellm
  • DEFAULT_MODEL
  • DEFAULT_MODEL_MAP
  • RunnableLLMAgent
  • realize_litellm()
• coact.return_contract
  • RETURN_TOOL_FULLNAME
  • RETURN_TOOL_SERVER
  • ReturnPlan
  • as_object_schema()
  • auto_return_mode()
  • extract_return_tool_input()
  • is_return_tool()
  • render_json_return_instruction()
  • render_tool_return_instruction()
• coact.scaffold
  • DEFAULT_SHIM_NAME
  • scaffold_fleet()
• coact.schema
  • resolve_schema_ref()
• coact.stores
  • AgentStore
  • agents_dir()
• coact.synthesis
  • DEFAULT_RETURN_SCHEMA
  • render_return_contract_section()
  • synthesize_persona()
  • synthesize_return_contract()
• coact.util
  • agent_filename()
  • check_requirements()
  • first_balanced_span()
  • import_object()
  • safe_filename()
  • to_kebab_case()
  • to_snake_case()

Indices and tables

• Index

• Module Index

• Search Page

Release: 0.0.4

Last change: Sep 04, 2026