feat(ai-insights): ai agent onboarding prompt

static/app/gettingStartedDocs/node/utils.tsx

@@ -7,6 +7,7 @@ import type {
 } from 'sentry/components/onboarding/gettingStartedDoc/types';
 import {StepType} from 'sentry/components/onboarding/gettingStartedDoc/types';
 import {t, tct} from 'sentry/locale';
+import {CopyLLMPromptButton} from 'sentry/views/insights/pages/agents/llmOnboardingInstructions';
 
 function getInstallSnippet({
   params,
@@ -605,14 +606,18 @@ Sentry.init({
       {
         type: 'text',
         text: tct(
-          'Then follow the [link:manual instrumentation guide] to instrument your AI calls.',
+          'Then follow the [link:manual instrumentation guide] to instrument your AI calls, or use an AI coding agent to do it for you.',
           {
             link: (
               <ExternalLink href="https://docs.sentry.io/platforms/node/tracing/instrumentation/ai-agents-module/#manual-instrumentation" />
             ),
           }
         ),
       },
+      {
+        type: 'custom',
+        content: <CopyLLMPromptButton />,
+      },
     ];
 
     const selected = (params.platformOptions as any)?.integration ?? 'vercel_ai';

static/app/gettingStartedDocs/python/agentMonitoring.tsx

@@ -5,6 +5,7 @@ import type {
 } from 'sentry/components/onboarding/gettingStartedDoc/types';
 import {StepType} from 'sentry/components/onboarding/gettingStartedDoc/types';
 import {t, tct} from 'sentry/locale';
+import {CopyLLMPromptButton} from 'sentry/views/insights/pages/agents/llmOnboardingInstructions';
 
 import {getPythonInstallCodeBlock} from './utils';
 
@@ -307,14 +308,18 @@ sentry_sdk.init(
         {
           type: 'text',
           text: tct(
-            'Then follow the [link:manual instrumentation guide] to instrument your AI calls.',
+            'Then follow the [link:manual instrumentation guide] to instrument your AI calls, or use an AI coding agent to do it for you.',
             {
               link: (
                 <ExternalLink href="https://docs.sentry.io/platforms/python/tracing/instrumentation/custom-instrumentation/ai-agents-module/" />
               ),
             }
           ),
         },
+        {
+          type: 'custom',
+          content: <CopyLLMPromptButton />,
+        },
       ],
     };
 

static/app/views/insights/pages/agents/llmOnboardingInstructions.tsx

@@ -0,0 +1,195 @@
+import {Button} from 'sentry/components/core/button';
+import {IconCopy} from 'sentry/icons';
+import {t} from 'sentry/locale';
+import {trackAnalytics} from 'sentry/utils/analytics';
+import useCopyToClipboard from 'sentry/utils/useCopyToClipboard';
+import useOrganization from 'sentry/utils/useOrganization';
+
+export function CopyLLMPromptButton() {
+  const {copy} = useCopyToClipboard();
+  const organization = useOrganization();
+
+  return (
+    <Button
+      size="sm"
+      icon={<IconCopy />}
+      onClick={() => {
+        trackAnalytics('agent-monitoring.copy-llm-prompt-click', {
+          organization,
+        });
+        copy(LLM_ONBOARDING_INSTRUCTIONS, {
+          successMessage: t('Copied instrumentation prompt to clipboard'),
+        });
+      }}
+    >
+      {t('Copy Prompt for AI Agent')}
+    </Button>
+  );
+}
+
+const LLM_ONBOARDING_INSTRUCTIONS = `
+# Instrument Sentry AI Agent Monitoring
+
+Follow this decision tree to instrument AI Agent Monitoring.
+
+## 1. Verify Sentry + Tracing
+
+**Search for Sentry initialization:**
+- JS/TS: \`Sentry.init\` in entry points, \`@sentry/*\` in package.json
+- Python: \`sentry_sdk.init\` in entry points, \`sentry-sdk\` in requirements
+
+**If not found:** Set up Sentry first following the official docs:
+- JS/TS: https://docs.sentry.io/platforms/javascript/guides/node/
+- Python: https://docs.sentry.io/platforms/python/
+
+**Verify tracing is enabled** (REQUIRED for AI monitoring):
+\`\`\`javascript
+// JS - must have tracesSampleRate > 0, min SDK version 10.28.0
+Sentry.init({ dsn: "...", tracesSampleRate: 1.0, sendDefaultPii: true })
+\`\`\`
+\`\`\`python
+# Python - must have traces_sample_rate > 0
+sentry_sdk.init(dsn="...", traces_sample_rate=1.0, send_default_pii=True)
+\`\`\`
+
+If missing, add \`tracesSampleRate: 1.0\` / \`traces_sample_rate=1.0\` and \`sendDefaultPii: true\` / \`send_default_pii=True\`.
+
+## 2. Check for Supported AI Libraries
+
+Check in this order - **use the highest-level framework found** (e.g., if using Vercel AI SDK with OpenAI provider, use Vercel integration, not OpenAI):
+
+| Library (check in order) | JS Integration | Python Integration | Python Extra |
+|--------------------------|---------------|-------------------|--------------|
+| Vercel AI SDK | \`Sentry.vercelAIIntegration()\` | - | - |
+| LangGraph | \`Sentry.langGraphIntegration()\` | Auto-enabled | \`sentry-sdk[langgraph]\` |
+| LangChain | \`Sentry.langChainIntegration()\` | Auto-enabled | \`sentry-sdk[langchain]\` |
+| OpenAI Agents | - | Auto-enabled | - |
+| Pydantic AI | - | Auto-enabled | \`sentry-sdk[pydantic_ai]\` |
+| LiteLLM | - | \`LiteLLMIntegration()\` | \`sentry-sdk[litellm]\` |
+| OpenAI | \`Sentry.openAIIntegration()\` | Auto-enabled | - |
+| Anthropic | \`Sentry.anthropicAIIntegration()\` | Auto-enabled | - |
+| Google GenAI | \`Sentry.googleGenAIIntegration()\` | \`GoogleGenAIIntegration()\` | \`sentry-sdk[google_genai]\` |
+
+**If supported library found → Step 3A**
+**If no supported library → Step 3B**
+
+## 3A. Enable Automatic Integration
+
+### JavaScript
+
+Add to Sentry.init integrations array with \`recordInputs\` and \`recordOutputs\`:
+
+\`\`\`javascript
+import * as Sentry from "@sentry/node";
+
+Sentry.init({
+  dsn: "...",
+  tracesSampleRate: 1.0,
+  sendDefaultPii: true,
+  integrations: [
+    Sentry.openAIIntegration({ recordInputs: true, recordOutputs: true }),
+    // OR other integration as needed
+  ],
+});
+\`\`\`
+
+**Vercel AI SDK Extra Step:** Pass \`experimental_telemetry\` with \`functionId\` to every call:
+\`\`\`javascript
+const result = await generateText({
+  model: openai("gpt-4o"),
+  prompt: "Tell me a joke",
+  experimental_telemetry: {
+    isEnabled: true,
+    functionId: "generate-joke",  // Name your functions for better tracing
+    recordInputs: true,
+    recordOutputs: true,
+  },
+});
+\`\`\`
+
+### Python
+
+Install with extras if needed:
+\`\`\`bash
+pip install sentry-sdk[langchain]  # or [langgraph], [litellm], [google_genai], [pydantic_ai]
+\`\`\`
+
+Configure (some integrations auto-enable, some need explicit import):
+
+\`\`\`python
+import sentry_sdk
+# Only import if NOT auto-enabled (see table above)
+from sentry_sdk.integrations.openai_agents import OpenAIAgentsIntegration
+
+sentry_sdk.init(
+    dsn="...",
+    traces_sample_rate=1.0,
+    send_default_pii=True,  # Required to capture inputs/outputs
+    integrations=[
+        OpenAIAgentsIntegration(),  # Only if explicit integration needed
+    ],
+)
+\`\`\`
+
+**Done.** SDK auto-instruments AI calls.
+
+## 3B. Manual Instrumentation
+
+Create spans with these exact \`op\` values and attributes:
+
+### AI Request (LLM call)
+- **op:** \`"gen_ai.request"\`
+- **name:** \`"chat <model>"\`
+- **Required:** \`gen_ai.request.model\`
+- **Recommended:** \`gen_ai.usage.input_tokens\`, \`gen_ai.usage.output_tokens\`
+
+\`\`\`python
+with sentry_sdk.start_span(op="gen_ai.request", name=f"chat {model}") as span:
+    span.set_data("gen_ai.request.model", model)
+    result = llm.generate(messages)
+    span.set_data("gen_ai.usage.input_tokens", result.input_tokens)
+    span.set_data("gen_ai.usage.output_tokens", result.output_tokens)
+\`\`\`
+
+### Invoke Agent
+- **op:** \`"gen_ai.invoke_agent"\`
+- **name:** \`"invoke_agent <AgentName>"\`
+- **Required:** \`gen_ai.request.model\`, \`gen_ai.agent.name\`
+
+\`\`\`python
+with sentry_sdk.start_span(op="gen_ai.invoke_agent", name=f"invoke_agent {agent_name}") as span:
+    span.set_data("gen_ai.agent.name", agent_name)
+    span.set_data("gen_ai.request.model", model)
+    result = agent.run()
+\`\`\`
+
+### Execute Tool
+- **op:** \`"gen_ai.execute_tool"\`
+- **name:** \`"execute_tool <tool_name>"\`
+- **Required:** \`gen_ai.tool.name\`
+
+\`\`\`python
+with sentry_sdk.start_span(op="gen_ai.execute_tool", name=f"execute_tool {tool_name}") as span:
+    span.set_data("gen_ai.tool.name", tool_name)
+    span.set_data("gen_ai.tool.input", json.dumps(inputs))
+    result = tool(**inputs)
+    span.set_data("gen_ai.tool.output", json.dumps(result))
+\`\`\`
+
+### Handoff (agent-to-agent)
+- **op:** \`"gen_ai.handoff"\`
+- **name:** \`"handoff from <A> to <B>"\`
+
+\`\`\`python
+with sentry_sdk.start_span(op="gen_ai.handoff", name=f"handoff from {a} to {b}"):
+    pass
+\`\`\`
+
+## Key Rules
+
+1. **All complex data must be JSON-stringified** - span attributes only accept primitives
+2. **\`gen_ai.request.model\` is required** on \`gen_ai.request\` and \`gen_ai.invoke_agent\` spans
+3. **Nest spans correctly:** \`gen_ai.invoke_agent\` spans should contain \`gen_ai.request\` and \`gen_ai.execute_tool\` spans as children
+4. **JS min version:** \`@sentry/[email protected]\` or later
+5. **Enable PII:** \`sendDefaultPii: true\` (JS) / \`send_default_pii=True\` (Python) to capture inputs/outputs
+`;

static/app/views/insights/pages/agents/onboarding.tsx

@@ -6,7 +6,6 @@ import emptyTraceImg from 'sentry-images/spot/profiling-empty-state.svg';
 import {ExternalLink} from '@sentry/scraps/link';
 
 import {Button} from 'sentry/components/core/button';
-import {LinkButton} from 'sentry/components/core/button/linkButton';
 import {GuidedSteps} from 'sentry/components/guidedSteps/guidedSteps';
 import LoadingIndicator from 'sentry/components/loadingIndicator';
 import {AuthTokenGeneratorProvider} from 'sentry/components/onboarding/gettingStartedDoc/authTokenGenerator';
@@ -38,6 +37,7 @@ import useOrganization from 'sentry/utils/useOrganization';
 import usePageFilters from 'sentry/utils/usePageFilters';
 import useProjects from 'sentry/utils/useProjects';
 import {useSpans} from 'sentry/views/insights/common/queries/useDiscover';
+import {CopyLLMPromptButton} from 'sentry/views/insights/pages/agents/llmOnboardingInstructions';
 import {getHasAiSpansFilter} from 'sentry/views/insights/pages/agents/utils/query';
 import {Referrer} from 'sentry/views/insights/pages/agents/utils/referrers';
 
@@ -264,28 +264,10 @@ export function Onboarding() {
 
   if (!agentMonitoringPlatforms.has(project.platform as PlatformKey)) {
     return (
-      <OnboardingPanel project={project}>
-        <DescriptionWrapper>
-          <p>
-            {tct(
-              'Fiddlesticks. Auto instrumentation of AI Agents is not available for your [platform] project. ',
-              {
-                platform: currentPlatform?.name || project.slug,
-              }
-            )}
-          </p>
-          <p>
-            {tct(
-              'However, you can still manually instrument your agents using the Sentry SDK tracing API. See [link:custom instrumentation docs] for details.',
-              {
-                link: (
-                  <ExternalLink href="https://docs.sentry.io/platforms/python/tracing/instrumentation/custom-instrumentation/ai-agents-module/" />
-                ),
-              }
-            )}
-          </p>
-        </DescriptionWrapper>
-      </OnboardingPanel>
+      <UnsupportedPlatformOnboarding
+        project={project}
+        platformName={currentPlatform?.name || project.slug}
+      />
     );
   }
 
@@ -296,25 +278,7 @@ export function Onboarding() {
   const agentMonitoringDocs = docs?.agentMonitoringOnboarding;
 
   if (!agentMonitoringDocs || !dsn || !projectKeyId) {
-    return (
-      <OnboardingPanel project={project}>
-        <DescriptionWrapper>
-          <p>
-            {tct(
-              "The agent monitoring onboarding checklist isn't available for your [project] project yet, but you can still set up the Sentry SDK to start monitoring your AI agents.",
-              {project: project.slug}
-            )}
-          </p>
-          <LinkButton
-            size="sm"
-            href="https://docs.sentry.io/product/insights/ai/agents/"
-            external
-          >
-            {t('Go to Documentation')}
-          </LinkButton>
-        </DescriptionWrapper>
-      </OnboardingPanel>
-    );
+    return <NoDocsOnboarding project={project} />;
   }
 
   const docParams: DocsParams<any> = {
@@ -373,6 +337,66 @@ export function Onboarding() {
   );
 }
 
+function UnsupportedPlatformOnboarding({
+  project,
+  platformName,
+}: {
+  platformName: string;
+  project: Project;
+}) {
+  return (
+    <OnboardingPanel project={project}>
+      <DescriptionWrapper>
+        <p>
+          {tct(
+            'Fiddlesticks. Auto instrumentation of AI Agents is not available for your [platform] project.',
+            {
+              platform: platformName,
+            }
+          )}
+        </p>
+        <p>
+          {tct(
+            'You can [link:manually instrument] your agents using the Sentry SDK tracing API, or use an AI coding agent to do it for you.',
+            {
+              link: (
+                <ExternalLink href="https://docs.sentry.io/platforms/python/tracing/instrumentation/custom-instrumentation/ai-agents-module/" />
+              ),
+            }
+          )}
+        </p>
+        <CopyLLMPromptButton />
+      </DescriptionWrapper>
+    </OnboardingPanel>
+  );
+}
+
+function NoDocsOnboarding({project}: {project: Project}) {
+  return (
+    <OnboardingPanel project={project}>
+      <DescriptionWrapper>
+        <p>
+          {tct(
+            "The agent monitoring onboarding checklist isn't available for your [project] project yet.",
+            {project: project.slug}
+          )}
+        </p>
+        <p>
+          {tct(
+            'You can set up the Sentry SDK by following our [link:documentation], or use an AI coding agent to do it for you.',
+            {
+              link: (
+                <ExternalLink href="https://docs.sentry.io/product/insights/ai/agents/getting-started/" />
+              ),
+            }
+          )}
+        </p>
+        <CopyLLMPromptButton />
+      </DescriptionWrapper>
+    </OnboardingPanel>
+  );
+}
+
 const EventWaitingIndicator = styled((p: React.HTMLAttributes<HTMLDivElement>) => (
   <div {...p}>
     {t("Waiting for this project's first agent events")}