Framework Integrations

Using the OpenAI adapter, the model returns a tool_calls array. The integrator must run the Composio actions and continue the conversation.

Hand each tool_call to Composio's handler to execute the corresponding action, then append one tool-role message per tool_call_id with the result and call the model again. Match results to tool_call_id exactly; loop until the model returns a final message.

A Composio action with nested object arguments is exposed to OpenAI and to LangChain; the LangChain path silently flattens the nested args.

Ensure the adapter preserves the action's full input schema (nested objects, required fields, enums) in each framework's tool format so the model fills arguments correctly. Validate that the rendered schema round-trips back to a valid execute payload.

An operator wires Composio tools into a LangChain (or CrewAI) agent and the agent executes tools but never carries entity context.

Bind the toolset to the current user's entity when constructing the framework tools so every execution the agent performs runs under that entity. Do not build one global toolset shared across users in a multi-tenant agent.