Reasoning Messages

Customize how reasoning (thinking) tokens from models like o1, o3, and o4-mini are displayed.


"""Native CrewAI Flow for reasoning-display demos.The CrewAI bridge translates the OpenAI Responses API's reasoning summary andanswer stream into AG-UI reasoning and text lifecycles. This Flow deliberatelyemits no protocol events itself."""from __future__ import annotationsimport osimport uuidfrom crewai.flow.flow import Flow, startfrom ag_ui_crewai import (    CopilotKitState,    copilotkit_responses,    copilotkit_stream,)from agents.responses_reasoning import ResponsesReasoningCaptureSYSTEM_PROMPT = (    "You are a helpful assistant. Use private reasoning and expose only a "    "safe high-level rationale before a concise answer. If the user asks to "    "show reasoning step by step without giving a concrete problem, compare "    "train and car travel for a 300 km trip, summarize the decision factors, "    "and recommend one. Never reveal hidden chain-of-thought.")REASONING_MODEL = os.environ.get("OPENAI_REASONING_MODEL", "gpt-5.4")class ReasoningFlow(Flow[CopilotKitState]):    """Stream native model reasoning and the final answer through AG-UI."""    @start()    async def chat(self) -> None:        captured = ResponsesReasoningCapture(            await copilotkit_responses(                model=f"openai/{REASONING_MODEL}",                messages=[                    {"role": "system", "content": SYSTEM_PROMPT},                    *[                        message                        for message in self.state.messages                        if not (                            isinstance(message, dict)                            and message.get("role") == "reasoning"                        )                    ],                ],                reasoning={"effort": "medium", "summary": "detailed"},            )        )        response = await copilotkit_stream(captured)        reasoning = "".join(captured.reasoning_parts)        if reasoning:            self.state.messages.append(                {"id": str(uuid.uuid4()), "role": "reasoning", "content": reasoning}            )        self.state.messages.append(response.choices[0].message)reasoning_flow = ReasoningFlow()

Some models (like OpenAI's o1, o3, and o4-mini) emit reasoning tokens: internal "thinking" traces that show the model's chain-of-thought before it produces a final answer. CopilotKit surfaces these tokens automatically with a collapsible Reasoning Message card.

Default Behavior#

When reasoning events arrive from the agent, CopilotKit renders them inside a built-in card that:

  • Shows a "Thinking…" label with a pulsating indicator while the model is reasoning.
  • Expands automatically so you can follow the model's thought process in real-time.
  • Collapses and switches to "Thought for X seconds" once reasoning finishes.
  • Renders the reasoning content as Markdown.
  • Includes a chevron toggle so users can re-expand and review the reasoning at any time.

No extra configuration is needed; if your model emits reasoning tokens, the card appears automatically.

The only requirement is connecting your agent to CopilotKit; no extra props or configuration needed:

page.tsx
const AGENT_ID = "reasoning-default";export default function ReasoningDefaultDemo() {  return (    <CopilotKit runtimeUrl="/api/copilotkit" agent={AGENT_ID}>      <div className="flex justify-center items-center h-screen w-full">        <div className="h-full w-full max-w-4xl">          <Chat />        </div>      </div>    </CopilotKit>  );}function Chat() {  useReasoningDefaultSuggestions();  return <CopilotChat agentId={AGENT_ID} className="h-full rounded-2xl" />;}

Customizing the Reasoning Message#

The reasoning message is composed of three sub-components that can each be replaced independently via slot props:

Sub-componentSlot propDescription
HeaderheaderThe clickable bar with the brain icon, label, and chevron
ContentcontentViewThe reasoning text area (Markdown)
ToggletoggleThe expand/collapse animation wrapper

You pass custom sub-components through the messageView prop on CopilotChat, CopilotPopup, or CopilotSidebar:

<CopilotChat
  messageView={{
    reasoningMessage: {
      header: CustomHeader,
      contentView: CustomContent,
    },
  }}
/>

Custom Header#

Replace the header to change the icon, label text, or styling. The header receives these props:

PropTypeDescription
isOpenbooleanWhether the content panel is currently expanded
labelstring"Thinking…" while streaming, "Thought for X seconds" after
hasContentbooleanWhether any reasoning text has been received
isStreamingbooleanWhether reasoning is actively streaming
onClick() => voidToggle handler (only present when hasContent is true)
import { CopilotChat } from "@copilotkit/react-core/v2";
import "@copilotkit/react-core/v2/styles.css";

function CustomHeader({
  isOpen,
  label,
  hasContent,
  isStreaming,
  ...props
}: React.ButtonHTMLAttributes<HTMLButtonElement> & {
  isOpen?: boolean;
  label?: string;
  hasContent?: boolean;
  isStreaming?: boolean;
}) {
  return (
    <button
      className="flex w-full items-center gap-2 px-3 py-2 text-sm font-medium"
      {...props}
    >
      {isStreaming ? "🧠" : "💡"}
      <span>{label}</span>
      {hasContent && (
        <span className="ml-auto text-xs">{isOpen ? "Hide" : "Show"}</span>
      )}
    </button>
  );
}

<CopilotChat
  messageView={{
    reasoningMessage: { header: CustomHeader },
  }}
/>

Custom Content#

Replace the content area to change how reasoning text is displayed:

PropTypeDescription
isStreamingbooleanWhether reasoning tokens are still arriving
hasContentbooleanWhether any reasoning text has been received
childrenstringThe raw reasoning text
function CustomContent({
  isStreaming,
  hasContent,
  children,
  ...props
}: React.HTMLAttributes<HTMLDivElement> & {
  isStreaming?: boolean;
  hasContent?: boolean;
}) {
  if (!hasContent && !isStreaming) return null;

  return (
    <div className="px-4 pb-3 text-sm text-gray-500 font-mono" {...props}>
      {children}
      {isStreaming && <span className="animate-pulse ml-1">▊</span>}
    </div>
  );
}

<CopilotChat
  messageView={{
    reasoningMessage: { contentView: CustomContent },
  }}
/>

Fully Custom Reasoning Message#

For complete control over the entire reasoning card, pass a component instead of slot props. Your component receives the same top-level props as the built-in one:

PropTypeDescription
messageReasoningMessageThe reasoning message object (.content holds the text)
messagesMessage[]All messages in the conversation
isRunningbooleanWhether the agent is currently running
"""Native CrewAI Flow for reasoning-display demos.The CrewAI bridge translates the OpenAI Responses API's reasoning summary andanswer stream into AG-UI reasoning and text lifecycles. This Flow deliberatelyemits no protocol events itself."""from __future__ import annotationsimport osimport uuidfrom crewai.flow.flow import Flow, startfrom ag_ui_crewai import (    CopilotKitState,    copilotkit_responses,    copilotkit_stream,)from agents.responses_reasoning import ResponsesReasoningCaptureSYSTEM_PROMPT = (    "You are a helpful assistant. Use private reasoning and expose only a "    "safe high-level rationale before a concise answer. If the user asks to "    "show reasoning step by step without giving a concrete problem, compare "    "train and car travel for a 300 km trip, summarize the decision factors, "    "and recommend one. Never reveal hidden chain-of-thought.")REASONING_MODEL = os.environ.get("OPENAI_REASONING_MODEL", "gpt-5.4")class ReasoningFlow(Flow[CopilotKitState]):    """Stream native model reasoning and the final answer through AG-UI."""    @start()    async def chat(self) -> None:        captured = ResponsesReasoningCapture(            await copilotkit_responses(                model=f"openai/{REASONING_MODEL}",                messages=[                    {"role": "system", "content": SYSTEM_PROMPT},                    *[                        message                        for message in self.state.messages                        if not (                            isinstance(message, dict)                            and message.get("role") == "reasoning"                        )                    ],                ],                reasoning={"effort": "medium", "summary": "detailed"},            )        )        response = await copilotkit_stream(captured)        reasoning = "".join(captured.reasoning_parts)        if reasoning:            self.state.messages.append(                {"id": str(uuid.uuid4()), "role": "reasoning", "content": reasoning}            )        self.state.messages.append(response.choices[0].message)reasoning_flow = ReasoningFlow()

The ReasoningBlock used above renders the reasoning as an amber-tagged inline banner, intentionally louder than the default card so the thinking chain is the focal UI of the demo. Swap in your own component to match your product's tone:

page.tsx
const AGENT_ID = "reasoning-custom";export default function ReasoningCustomDemo() {  return (    <CopilotKit runtimeUrl="/api/copilotkit" agent={AGENT_ID}>      <div className="flex justify-center items-center h-screen w-full">        <div className="h-full w-full max-w-4xl">          <Chat />        </div>      </div>    </CopilotKit>  );}function Chat() {  useReasoningCustomSuggestions();  return (    <CopilotChat      agentId={AGENT_ID}      className="h-full rounded-2xl"      messageView={{        reasoningMessage:          ReasoningBlock as unknown as typeof CopilotChatReasoningMessage,      }}    />  );}

Render-Prop Children#

The built-in CopilotChatReasoningMessage also supports a render-prop pattern for cases where you want to rearrange the built-in sub-components without reimplementing them:

import {
  CopilotChatReasoningMessage,
} from "@copilotkit/react-core/v2";
import { CopilotChat } from "@copilotkit/react-core/v2";
import "@copilotkit/react-core/v2/styles.css";

function MyReasoningLayout(props: React.ComponentProps<typeof CopilotChatReasoningMessage>) {
  return (
    <CopilotChatReasoningMessage {...props}>
      {({ header, toggle }) => (
        <div className="rounded-lg border bg-yellow-50 my-2">
          {header}
          {toggle}
        </div>
      )}
    </CopilotChatReasoningMessage>
  );
}

<CopilotChat
  messageView={{
    reasoningMessage: MyReasoningLayout,
  }}
/>

The render-prop callback receives:

PropertyDescription
headerPre-rendered header element
contentViewPre-rendered content element
togglePre-rendered expand/collapse wrapper (contains contentView)
messageThe reasoning message object
messagesAll messages
isRunningWhether the agent is running