From 46196339d27113ea029e564fd5efe13ef029d1c9 Mon Sep 17 00:00:00 2001
From: ishaan-berri <155045088+ishaan-berri@users.noreply.github.com>
Date: Thu, 1 Oct 2026 15:45:31 -0700
Subject: [PATCH] feat(ui): add test trace, tracing key and otel endpoints to
 tracing setup (#44090)

* feat(ui): add a call that posts an OTLP export to the proxy

* feat(ui): build a sample agent run as an OTLP export

* feat(ui): add a pulsing dot for active tracing

* feat(ui): render a crisp sample run preview from real trace components

* chore(ui): remove the pixelated agent traces preview image

* feat(ui): add test trace, tracing key, otel endpoints and more frameworks to tracing setup

* test(ui): cover tracing setup test trace, key masking, endpoints and frameworks

* feat(ui): open the received test trace and mark tracing as active

* test(ui): mock the new tracing setup network calls

* fix(ui): let tracing setup use the full page width

* fix(ui): send OTLP/JSON sample trace ids as hex per the spec

* test(ui): cover the sample trace export shape and hex ids
---
 .../public/assets/agent-traces-preview.png    | Bin 113074 -> 0 bytes
 .../src/app/(dashboard)/lens/page.tsx         |   7 +-
 .../src/components/networking.tsx             |   3 +
 .../view_logs/TraceView/ActiveDot.tsx         |   8 +
 .../view_logs/TraceView/AgentTracesPage.tsx   |  14 +-
 .../TraceView/AgentTracesSection.test.tsx     |   3 +-
 .../TraceView/AgentTracesSection.tsx          |  30 +-
 .../view_logs/TraceView/TracePreview.tsx      |  70 ++
 .../TraceView/TracingSetupCard.test.tsx       | 196 +++++-
 .../view_logs/TraceView/TracingSetupCard.tsx  | 662 ++++++++++++++----
 .../view_logs/TraceView/previewTrace.json     |  98 +++
 .../view_logs/TraceView/sampleTrace.test.ts   |  48 ++
 .../view_logs/TraceView/sampleTrace.ts        |  95 +++
 13 files changed, 1061 insertions(+), 173 deletions(-)
 delete mode 100644 ui/litellm-dashboard/public/assets/agent-traces-preview.png
 create mode 100644 ui/litellm-dashboard/src/components/view_logs/TraceView/ActiveDot.tsx
 create mode 100644 ui/litellm-dashboard/src/components/view_logs/TraceView/TracePreview.tsx
 create mode 100644 ui/litellm-dashboard/src/components/view_logs/TraceView/previewTrace.json
 create mode 100644 ui/litellm-dashboard/src/components/view_logs/TraceView/sampleTrace.test.ts
 create mode 100644 ui/litellm-dashboard/src/components/view_logs/TraceView/sampleTrace.ts

diff --git a/ui/litellm-dashboard/public/assets/agent-traces-preview.png b/ui/litellm-dashboard/public/assets/agent-traces-preview.png
deleted file mode 100644
index 34569e263315acaf94bd75a51ff44e3acd3d52cd..0000000000000000000000000000000000000000
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B#*Y91

diff --git a/ui/litellm-dashboard/src/app/(dashboard)/lens/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/lens/page.tsx
index 282262b6322..26726691a48 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/lens/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/lens/page.tsx
@@ -37,7 +37,12 @@ export default function LensPage() {
           </TabsTrigger>
         </TabsList>
         <TabsContent value="traces" keepMounted className="min-h-0">
-          <AgentTracesPage accessToken={accessToken} isActive={activeTab === "traces"} />
+          <AgentTracesPage
+            accessToken={accessToken}
+            isActive={activeTab === "traces"}
+            readOnly={isViewOnly}
+            canMintTracingKey={isProxyAdminRole(userRole ?? "")}
+          />
         </TabsContent>
         <TabsContent value="investigations">
           {isProxyAdminTierRole(userRole ?? "") ? (
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 97d1782b08c..da902d4a9e2 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -2122,6 +2122,9 @@ export const agentTraceListCall = async ({
   return apiClient.get<TracePage>(`/v1/traces`, { accessToken, query });
 };
 
+export const sendOtlpTraceCall = async (accessToken: string, exportRequest: object): Promise<void> =>
+  apiClient.post(`/v1/traces`, { accessToken, body: exportRequest });
+
 export const agentTraceCall = async (accessToken: string, traceId: string, traceRef?: string): Promise<Trace> =>
   apiClient.get<Trace>(`/v1/traces/${encodeURIComponent(traceId)}`, {
     accessToken,
diff --git a/ui/litellm-dashboard/src/components/view_logs/TraceView/ActiveDot.tsx b/ui/litellm-dashboard/src/components/view_logs/TraceView/ActiveDot.tsx
new file mode 100644
index 00000000000..b3d4cf55482
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/view_logs/TraceView/ActiveDot.tsx
@@ -0,0 +1,8 @@
+export function ActiveDot() {
+  return (
+    <span className="relative flex size-2" aria-hidden="true">
+      <span className="absolute inline-flex size-full animate-ping rounded-full bg-emerald-500 opacity-60 motion-reduce:hidden" />
+      <span className="relative inline-flex size-2 rounded-full bg-emerald-500" />
+    </span>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesPage.tsx b/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesPage.tsx
index 3a009c9f9fe..d0c5964a4c3 100644
--- a/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesPage.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesPage.tsx
@@ -8,7 +8,17 @@ import { AgentTracesSection } from "./AgentTracesSection";
 const DEFAULT_RANGE_HOURS = 24;
 const TIME_FORMAT = "YYYY-MM-DDTHH:mm";
 
-export default function AgentTracesPage({ accessToken, isActive = true }: { accessToken: string; isActive?: boolean }) {
+export default function AgentTracesPage({
+  accessToken,
+  isActive = true,
+  readOnly = false,
+  canMintTracingKey = false,
+}: {
+  accessToken: string;
+  isActive?: boolean;
+  readOnly?: boolean;
+  canMintTracingKey?: boolean;
+}) {
   const [rangeHours, setRangeHours] = useState(DEFAULT_RANGE_HOURS);
   const [live, setLive] = useState(true);
   const [anchor, setAnchor] = useState(() => moment());
@@ -34,6 +44,8 @@ export default function AgentTracesPage({ accessToken, isActive = true }: { acce
         endTime={endTime}
         isCustomDate={false}
         isLiveTail={live}
+        readOnly={readOnly}
+        canMintTracingKey={canMintTracingKey}
         timeControls={{ rangeHours, onRangeHoursChange: changeRange, onLiveChange: setLive }}
       />
     </div>
diff --git a/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesSection.test.tsx b/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesSection.test.tsx
index 6f3d10f37b0..cd5884a2fe4 100644
--- a/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesSection.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesSection.test.tsx
@@ -10,8 +10,9 @@ import { AgentTracesSection, filterRuns } from "./AgentTracesSection";
 import type { TracePage, TraceSummary } from "./traceTypes";
 
 vi.mock("../../networking", () => ({
-  apiClient: { get: vi.fn() },
+  apiClient: { get: vi.fn(), post: vi.fn() },
   agentTraceListCall: vi.fn(),
+  sendOtlpTraceCall: vi.fn(),
   agentTraceCall: vi.fn(),
   agentTraceSpanCall: vi.fn(),
   getProxyBaseUrl: () => "http://localhost:4000",
diff --git a/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesSection.tsx b/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesSection.tsx
index 1c07b270a2b..d45b8419141 100644
--- a/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesSection.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/TraceView/AgentTracesSection.tsx
@@ -1,6 +1,5 @@
 "use client";
 
-import { Plug } from "lucide-react";
 import moment from "moment";
 import { useMemo, useState } from "react";
 
@@ -13,6 +12,7 @@ import type { TraceSummary } from "./traceTypes";
 import { previewText } from "./traceUtils";
 import { TimeRangeControls } from "./TimeRangeControls";
 import { TracesTimeline, type TimeWindow } from "./TracesTimeline";
+import { ActiveDot } from "./ActiveDot";
 import { TracingSetupCard } from "./TracingSetupCard";
 import { type AgentTracesResult, traceWindowStartMs, useAgentTraces, useTraceAvailability } from "./useAgentTraces";
 
@@ -59,6 +59,8 @@ interface AgentTracesSectionProps {
   timeControls?: TimeControls;
   /** Called when a run opens / closes, so the page can hide its own header while a run fills the view. */
   onRunOpenChange?: (open: boolean) => void;
+  readOnly?: boolean;
+  canMintTracingKey?: boolean;
 }
 
 function useTracingSetup(traces: AgentTracesResult, isActive: boolean, rangeChanged: boolean) {
@@ -98,6 +100,8 @@ export function AgentTracesSection({
   isLiveTail,
   timeControls,
   onRunOpenChange,
+  readOnly = false,
+  canMintTracingKey = false,
 }: AgentTracesSectionProps) {
   const [openTrace, setOpenTrace] = useState<TraceSummary | null>(null);
   const [query, setQuery] = useState("");
@@ -141,11 +145,25 @@ export function AgentTracesSection({
     onRunOpenChange?.(trace !== null);
   };
 
-  if (setup.disabledDetail != null)
-    return <TracingSetupCard detail={setup.disabledDetail} onCheck={checkTraces} checking={traces.isFetching} />;
+  const openSentTrace = (trace: TraceSummary) => {
+    setShowSetup(false);
+    setRangeChanged(true);
+    checkTraces();
+    openRun(trace);
+  };
+  const setupProps = {
+    accessToken,
+    readOnly,
+    canMintTracingKey,
+    onOpenTrace: openSentTrace,
+    onCheck: checkTraces,
+    checking: traces.isFetching,
+  };
+
+  if (setup.disabledDetail != null) return <TracingSetupCard detail={setup.disabledDetail} {...setupProps} />;
   // Onboarding only on the first, default view; an empty range the user picked keeps its controls.
   if (checkHistory && !history.error && history.data === false)
-    return <TracingSetupCard detail={null} onCheck={checkTraces} checking={traces.isFetching} />;
+    return <TracingSetupCard detail={null} {...setupProps} />;
   if (showSetup) {
     return (
       <div>
@@ -156,7 +174,7 @@ export function AgentTracesSection({
         >
           ← Back to traces
         </button>
-        <TracingSetupCard detail={null} connected onCheck={checkTraces} checking={traces.isFetching} />
+        <TracingSetupCard detail={null} connected {...setupProps} />
       </div>
     );
   }
@@ -183,7 +201,7 @@ export function AgentTracesSection({
         onStatusChange={setStatus}
       >
         <Button variant="outline" size="sm" onClick={() => setShowSetup(true)} className="shrink-0 gap-1.5">
-          <Plug className="size-3.5" />
+          <ActiveDot />
           Set up tracing
         </Button>
         {timeControls && (
diff --git a/ui/litellm-dashboard/src/components/view_logs/TraceView/TracePreview.tsx b/ui/litellm-dashboard/src/components/view_logs/TraceView/TracePreview.tsx
new file mode 100644
index 00000000000..c4fd04602ac
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/view_logs/TraceView/TracePreview.tsx
@@ -0,0 +1,70 @@
+"use client";
+
+import { cn } from "@/lib/cva.config";
+
+import previewTrace from "./previewTrace.json";
+import { SpanIcon } from "./SpanIcon";
+import type { SpanType } from "./traceTypes";
+import { fmtMs } from "./traceUtils";
+
+interface PreviewRow {
+  id: string;
+  name: string;
+  type: SpanType;
+  model: string | null;
+  depth: number;
+  start_offset_ms: number;
+  duration_ms: number;
+  error: boolean;
+}
+
+const preview = previewTrace as {
+  name: string;
+  input_preview: string;
+  span_count: number;
+  duration_ms: number;
+  rows: PreviewRow[];
+};
+
+export function TracePreview() {
+  const total = preview.duration_ms;
+  return (
+    <div
+      aria-hidden
+      data-testid="trace-preview"
+      className="pointer-events-none overflow-hidden rounded-lg border border-border bg-background shadow-sm select-none"
+    >
+      <div className="flex items-center gap-3 border-b border-border px-4 py-2.5">
+        <SpanIcon type="agent" size="md" />
+        <span className="text-[13px] font-medium text-foreground">{preview.name}</span>
+        <span className="truncate text-[12px] text-muted-foreground">{preview.input_preview}</span>
+        <span className="ml-auto shrink-0 font-mono text-[11px] text-muted-foreground">
+          {preview.span_count} steps · {fmtMs(total)}
+        </span>
+      </div>
+      <div className="relative">
+        {preview.rows.map((row) => (
+          <div key={row.id} className="flex h-8 items-center gap-2 border-b border-border/60 px-4 last:border-b-0">
+            <div className="flex min-w-0 flex-1 items-center gap-2" style={{ paddingLeft: row.depth * 16 }}>
+              <SpanIcon type={row.type} model={row.model} error={row.error} size="sm" />
+              <span className="truncate text-[12.5px] text-foreground">{row.name}</span>
+            </div>
+            <div className="relative h-1.5 w-[40%] shrink-0 rounded-full bg-muted">
+              <div
+                className={cn("absolute h-full rounded-full", row.error ? "bg-destructive" : "bg-trace-brand/70")}
+                style={{
+                  left: `${(row.start_offset_ms / total) * 100}%`,
+                  width: `${Math.max((row.duration_ms / total) * 100, 0.6)}%`,
+                }}
+              />
+            </div>
+            <span className="w-14 shrink-0 text-right font-mono text-[11px] text-muted-foreground">
+              {fmtMs(row.duration_ms)}
+            </span>
+          </div>
+        ))}
+        <div className="pointer-events-none absolute inset-x-0 bottom-0 h-16 bg-gradient-to-t from-background to-transparent" />
+      </div>
+    </div>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/view_logs/TraceView/TracingSetupCard.test.tsx b/ui/litellm-dashboard/src/components/view_logs/TraceView/TracingSetupCard.test.tsx
index 4f42180d409..027870ab1ae 100644
--- a/ui/litellm-dashboard/src/components/view_logs/TraceView/TracingSetupCard.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/TraceView/TracingSetupCard.test.tsx
@@ -1,39 +1,98 @@
-import { render, screen } from "@testing-library/react";
+import { screen } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
-import { describe, expect, it, vi } from "vitest";
-import { chooseSelectOption } from "@/../tests/test-utils";
+import { beforeEach, describe, expect, it, vi } from "vitest";
+import { chooseSelectOption, renderWithProviders } from "@/../tests/test-utils";
 import { copyToClipboard } from "@/utils/dataUtils";
-import { codingAgentPrompt, tracingEnvSnippet, TracingSetupCard } from "./TracingSetupCard";
+import { agentTraceCall, apiClient, sendOtlpTraceCall } from "../../networking";
+import {
+  codingAgentCommand,
+  codingAgentPrompt,
+  maskSecret,
+  TRACING_KEY_REQUEST,
+  tracingEnvSnippet,
+  TracingSetupCard,
+} from "./TracingSetupCard";
+import type { Trace } from "./traceTypes";
 
-vi.mock("../../networking", () => ({ getProxyBaseUrl: () => "http://proxy.test/" }));
+vi.mock("../../networking", () => ({
+  getProxyBaseUrl: () => "http://proxy.test/",
+  sendOtlpTraceCall: vi.fn(),
+  agentTraceCall: vi.fn(),
+  apiClient: { post: vi.fn() },
+}));
 vi.mock("@/utils/dataUtils", () => ({ copyToClipboard: vi.fn().mockResolvedValue(true) }));
 
+const SECRET = "sk-abcdefghijklmnopWXYZ";
+
+const renderCard = (
+  props: {
+    detail?: string | null;
+    connected?: boolean;
+    onCheck?: () => void;
+    readOnly?: boolean;
+    canMintTracingKey?: boolean;
+  } = {},
+) => {
+  const onOpenTrace = vi.fn();
+  renderWithProviders(
+    <TracingSetupCard
+      detail={props.detail ?? null}
+      connected={props.connected}
+      onCheck={props.onCheck}
+      readOnly={props.readOnly}
+      canMintTracingKey={props.canMintTracingKey ?? true}
+      accessToken="sk-admin"
+      onOpenTrace={onOpenTrace}
+    />,
+  );
+  return { onOpenTrace, card: screen.getByTestId("tracing-setup-card") };
+};
+
+beforeEach(() => vi.clearAllMocks());
+
 describe("TracingSetupCard", () => {
-  it("shows agent connection guidance once tracing is enabled without presenting example data as live", async () => {
+  it("shows agent connection guidance and labels the example run as sample data", async () => {
     const user = userEvent.setup();
-    render(<TracingSetupCard detail={null} />);
+    const { card } = renderCard();
     expect(screen.getByRole("heading", { name: "Connect your agent" })).toBeVisible();
     expect(screen.getByText("Tracing enabled")).toBeVisible();
     expect(screen.getByText("Waiting for your first trace")).toBeVisible();
-    expect(screen.getByRole("img", { hidden: true, name: /Example agent trace/ })).not.toBeVisible();
-    expect(screen.getByTestId("tracing-setup-card")).not.toHaveTextContent("store: clickhouse");
+    expect(screen.getByTestId("trace-preview")).toBeVisible();
+    expect(card).toHaveTextContent("sample data, not your runs");
+    expect(card).not.toHaveTextContent("store: clickhouse");
     await user.click(screen.getByText("Set up manually"));
-    expect(screen.getByText(/OTEL_EXPORTER_OTLP_ENDPOINT=http:\/\/proxy.test/)).toBeVisible();
-    expect(screen.getByTestId("tracing-setup-card")).not.toHaveTextContent(/langsmith/i);
+    expect(screen.getByText(/^export OTEL_EXPORTER_OTLP_ENDPOINT=http:\/\/proxy.test/)).toBeVisible();
+    expect(card).not.toHaveTextContent(/langsmith/i);
   });
 
-  it("copies instructions for the selected framework and preserves both manual installers", async () => {
+  it("lists the OTEL endpoints before the framework picker, each copyable", async () => {
     const user = userEvent.setup();
-    render(<TracingSetupCard detail={null} />);
+    const { card } = renderCard();
+    const text = card.textContent ?? "";
+    expect(text.indexOf("OpenTelemetry (OTEL) endpoints")).toBeLessThan(text.indexOf("Your agent framework"));
+    await user.click(screen.getByRole("button", { name: "Copy http://proxy.test/v1/traces" }));
+    expect(copyToClipboard).toHaveBeenLastCalledWith("http://proxy.test/v1/traces");
+  });
+
+  it("hides the sample preview once traces are arriving", () => {
+    renderCard({ connected: true });
+    expect(screen.getByRole("heading", { name: "Connect another agent" })).toBeVisible();
+    expect(screen.queryByTestId("trace-preview")).not.toBeInTheDocument();
+  });
+
+  it("builds the coding agent command for the selected framework and keeps both manual installers", async () => {
+    const user = userEvent.setup();
+    renderCard();
     await chooseSelectOption(user, screen.getByRole("combobox", { name: "Your agent framework" }), "CrewAI");
-    await user.click(screen.getByRole("button", { name: "Copy setup prompt" }));
-    expect(copyToClipboard).toHaveBeenLastCalledWith(
-      codingAgentPrompt("http://proxy.test", {
-        label: "CrewAI",
-        packages: "crewai openinference-instrumentation-crewai",
-      }),
-    );
-    expect(screen.getByRole("button", { name: "Prompt copied" })).toBeVisible();
+    const prompt = codingAgentPrompt("http://proxy.test", {
+      label: "CrewAI",
+      packages: "crewai openinference-instrumentation-crewai",
+    });
+    const commandText = () => screen.getByText(/^claude |^codex /).textContent;
+    expect(commandText()).toBe(codingAgentCommand("Claude Code", prompt));
+    await user.click(screen.getByRole("tab", { name: "Codex" }));
+    expect(commandText()).toBe(codingAgentCommand("Codex", prompt));
+
     await user.click(screen.getByText("Set up manually"));
     expect(screen.getByText(/pip install -U opentelemetry-distro/)).toHaveTextContent(
       "crewai openinference-instrumentation-crewai",
@@ -44,13 +103,88 @@ describe("TracingSetupCard", () => {
     );
   });
 
+  it("uses npm and a CommonJS-safe TypeScript entrypoint for the Vercel AI SDK", async () => {
+    const user = userEvent.setup();
+    const { card } = renderCard();
+    await chooseSelectOption(user, screen.getByRole("combobox", { name: "Your agent framework" }), "Vercel AI SDK");
+    await user.click(screen.getByText("Set up manually"));
+    expect(card).toHaveTextContent("npm install ai @ai-sdk/openai-compatible @vercel/otel");
+    expect(card).toHaveTextContent("my_agent.ts");
+    expect(card).not.toHaveTextContent("opentelemetry-instrument python");
+    const quickstart = screen.getByText(/registerOTel\(\{/).textContent ?? "";
+    expect(quickstart).toContain("async function main()");
+    expect(quickstart.split("\n").filter((line) => /^(const|let) .*= await /.test(line))).toEqual([]);
+  });
+
+  it("hides the actions a read-only viewer cannot perform", () => {
+    const { card } = renderCard({ readOnly: true });
+    expect(screen.queryByRole("button", { name: "Send a test trace" })).not.toBeInTheDocument();
+    expect(screen.queryByRole("button", { name: "Generate tracing key" })).not.toBeInTheDocument();
+    expect(card).toHaveTextContent("ask a proxy admin for one");
+    expect(card).toHaveTextContent("OpenTelemetry (OTEL) endpoints");
+  });
+
+  it("offers a scoped tracing key only to callers allowed to set key routes", () => {
+    const { card } = renderCard({ canMintTracingKey: false });
+    expect(screen.queryByRole("button", { name: "Generate tracing key" })).not.toBeInTheDocument();
+    expect(screen.getByRole("button", { name: "Send a test trace" })).toBeVisible();
+    expect(card).toHaveTextContent("Use any LiteLLM virtual key you already have");
+  });
+
+  it("generates a tracing key that stays masked on screen but copies in full", async () => {
+    const user = userEvent.setup();
+    vi.mocked(apiClient.post).mockResolvedValue({ key: SECRET });
+    const { card } = renderCard();
+
+    await user.click(screen.getByRole("button", { name: "Generate tracing key" }));
+
+    expect(await screen.findByText("Your tracing key")).toBeVisible();
+    expect(apiClient.post).toHaveBeenCalledWith("/key/generate", {
+      accessToken: "sk-admin",
+      body: TRACING_KEY_REQUEST,
+    });
+    expect(TRACING_KEY_REQUEST.allowed_routes).toEqual(["/v1/traces"]);
+    expect(card).not.toHaveTextContent(SECRET);
+    expect(card).toHaveTextContent(maskSecret(SECRET));
+    await user.click(screen.getAllByRole("button", { name: "Copy" })[0]);
+    expect(copyToClipboard).toHaveBeenLastCalledWith(SECRET);
+  });
+
+  it("sends a test trace, waits for it to land, then opens it", async () => {
+    const user = userEvent.setup();
+    const summary = { trace_id: "abc", name: "weather_agent" } as Trace["summary"];
+    vi.mocked(sendOtlpTraceCall).mockResolvedValue(undefined);
+    vi.mocked(agentTraceCall).mockResolvedValue({ summary, agents: [], spans: [] } as unknown as Trace);
+    const { onOpenTrace } = renderCard();
+
+    await user.click(screen.getByRole("button", { name: "Send a test trace" }));
+    await user.click(await screen.findByRole("button", { name: /View trace/ }));
+
+    expect(sendOtlpTraceCall).toHaveBeenCalledOnce();
+    expect(vi.mocked(agentTraceCall).mock.calls[0][1]).toMatch(/^[0-9a-f]{32}$/);
+    expect(onOpenTrace).toHaveBeenCalledWith(summary);
+  });
+
+  it("reports a failed send instead of claiming success", async () => {
+    const user = userEvent.setup();
+    vi.mocked(sendOtlpTraceCall).mockRejectedValue(new Error("boom"));
+    renderCard();
+
+    await user.click(screen.getByRole("button", { name: "Send a test trace" }));
+
+    expect(await screen.findByText("Could not send the test trace.")).toBeVisible();
+    expect(agentTraceCall).not.toHaveBeenCalled();
+    expect(screen.queryByRole("button", { name: /View trace/ })).not.toBeInTheDocument();
+  });
+
   it("guides proxy setup before agent setup and allows checking readiness", async () => {
     const user = userEvent.setup();
     const onCheck = vi.fn();
-    render(<TracingSetupCard detail="Agent tracing is not enabled" onCheck={onCheck} />);
+    const { card } = renderCard({ detail: "Agent tracing is not enabled", onCheck });
     expect(screen.getByRole("heading", { name: "Enable tracing" })).toBeVisible();
-    expect(screen.getByTestId("tracing-setup-card")).toHaveTextContent("store: clickhouse");
+    expect(card).toHaveTextContent("store: clickhouse");
     expect(screen.queryByRole("combobox", { name: "Your agent framework" })).not.toBeInTheDocument();
+    expect(screen.queryByRole("button", { name: "Send a test trace" })).not.toBeInTheDocument();
     await user.click(screen.getByRole("button", { name: "Check setup" }));
     expect(onCheck).toHaveBeenCalledOnce();
     expect(screen.getByText(/Tracing is still unavailable/)).toBeVisible();
@@ -63,7 +197,13 @@ describe("setup snippets", () => {
     expect(env).toContain("OTEL_EXPORTER_OTLP_ENDPOINT=http://proxy.test\n");
     expect(env).toContain("OTEL_EXPORTER_OTLP_PROTOCOL=http/protobuf");
     expect(env).not.toContain("/v1/traces");
+    expect(env).not.toContain("export LITELLM_API_KEY=");
     expect(env).toContain("Bearer $LITELLM_API_KEY");
+    const withKey = tracingEnvSnippet("http://proxy.test", SECRET);
+    expect(withKey).toContain(`export LITELLM_TRACING_KEY=${SECRET}\n`);
+    expect(withKey).toContain('OTEL_EXPORTER_OTLP_HEADERS="Authorization=Bearer $LITELLM_TRACING_KEY"');
+    expect(withKey).not.toContain("LITELLM_API_KEY");
+
     const prompt = codingAgentPrompt("http://proxy.test", { label: "LangChain", packages: "langchain" });
     expect(prompt).toContain("base_url=http://proxy.test/v1");
     expect(prompt).toContain("opentelemetry-distro opentelemetry-exporter-otlp-proto-http langchain");
@@ -71,4 +211,14 @@ describe("setup snippets", () => {
     expect(prompt).toContain("Lens > Traces");
     expect(prompt).not.toMatch(/langsmith/i);
   });
+
+  it("builds a shell-safe command for each coding agent", () => {
+    expect(codingAgentCommand("Claude Code", "it's")).toBe("claude 'it'\\''s'");
+    expect(codingAgentCommand("Codex", "go")).toBe("codex 'go'");
+  });
+
+  it("masks secrets but keeps a recognisable prefix and suffix", () => {
+    expect(maskSecret(SECRET)).toBe(`sk-ab${"•".repeat(16)}WXYZ`);
+    expect(maskSecret("short")).toBe("•••••");
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/view_logs/TraceView/TracingSetupCard.tsx b/ui/litellm-dashboard/src/components/view_logs/TraceView/TracingSetupCard.tsx
index 183dd24cb5e..5ac5c988efe 100644
--- a/ui/litellm-dashboard/src/components/view_logs/TraceView/TracingSetupCard.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/TraceView/TracingSetupCard.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import { ArrowUpRight, Check, Copy, Loader2 } from "lucide-react";
+import { ArrowRight, ArrowUpRight, Check, Copy, KeyRound, Loader2, Send } from "lucide-react";
 import { useState } from "react";
 
 import { cn } from "@/lib/cva.config";
@@ -8,22 +8,42 @@ import { Button } from "@/components/ui/button";
 import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select";
 import { copyToClipboard } from "@/utils/dataUtils";
 
-import previewImg from "../../../../public/assets/agent-traces-preview.png";
+import anthropicLogo from "../../../../public/assets/logos/anthropic.svg";
 import crewaiLogo from "../../../../public/assets/logos/crewai-color.svg";
 import langchainLogo from "../../../../public/assets/logos/langchain.svg";
 import langgraphLogo from "../../../../public/assets/logos/langgraph-color.svg";
 import llamaindexLogo from "../../../../public/assets/logos/llamaindex-color.svg";
 import openaiAgentsLogo from "../../../../public/assets/logos/openai-agents.svg";
+import openaiLogo from "../../../../public/assets/logos/openai_small.svg";
 import otelLogo from "../../../../public/assets/logos/opentelemetry.svg";
 import pydanticAiLogo from "../../../../public/assets/logos/pydantic-ai-color.svg";
-import { getProxyBaseUrl } from "../../networking";
+import vercelLogo from "../../../../public/assets/logos/vercel.svg";
+import { agentTraceCall, apiClient, getProxyBaseUrl, sendOtlpTraceCall } from "../../networking";
+import { ActiveDot } from "./ActiveDot";
+import { sampleTraceExport } from "./sampleTrace";
+import { TracePreview } from "./TracePreview";
+import type { TraceSummary } from "./traceTypes";
 
 const COPIED_RESET_MS = 1500;
 const DOCS_URL = "https://docs.litellm.ai/docs/proxy/lens";
 const OTEL_BASE_PACKAGES = "opentelemetry-distro opentelemetry-exporter-otlp-proto-http";
-const RUN_SNIPPET = "opentelemetry-instrument python my_agent.py";
+const PY_RUN_SNIPPET = "opentelemetry-instrument python my_agent.py";
+const TS_RUN_SNIPPET = "npx tsx my_agent.ts";
+const SAMPLE_TRACE_POLL_MS = 1000;
+export const TRACING_KEY_REQUEST = {
+  key_alias: "Agent tracing",
+  allowed_routes: ["/v1/traces"],
+  metadata: { purpose: "agent_tracing" },
+} as const;
+const SAMPLE_TRACE_POLL_ATTEMPTS = 15;
 
 type Installer = "pip" | "uv";
+type CodingAgent = "Claude Code" | "Codex";
+
+const PY_INSTALL: Record<Installer, (packages: string) => string> = {
+  pip: (packages) => `pip install -U ${packages}`,
+  uv: (packages) => `uv add ${packages}`,
+};
 
 interface FrameworkGuide {
   id: string;
@@ -31,12 +51,50 @@ interface FrameworkGuide {
   logo: string;
   packages: string;
   quickstart: string;
+  typescript?: boolean;
 }
 
 const FRAMEWORKS: readonly FrameworkGuide[] = [
+  {
+    id: "deep-agents",
+    label: "Deep Agents",
+    logo: langgraphLogo.src,
+    packages: "deepagents langchain-openai openinference-instrumentation-langchain",
+    quickstart: `from deepagents import create_deep_agent
+from langchain_openai import ChatOpenAI
+
+llm = ChatOpenAI(model="claude-sonnet-4-5", base_url="{PROXY}/v1", api_key=os.environ["LITELLM_API_KEY"])
+agent = create_deep_agent(model=llm, tools=[], system_prompt="You are a careful researcher.")
+agent.invoke({"messages": [{"role": "user", "content": "What is LiteLLM?"}]})`,
+  },
+  {
+    id: "vercel-ai-sdk",
+    label: "Vercel AI SDK",
+    logo: vercelLogo.src,
+    typescript: true,
+    packages: "ai @ai-sdk/openai-compatible @vercel/otel @opentelemetry/api",
+    quickstart: `import { createOpenAICompatible } from "@ai-sdk/openai-compatible";
+import { registerOTel } from "@vercel/otel";
+import { generateText } from "ai";
+
+registerOTel({ serviceName: process.env.OTEL_SERVICE_NAME ?? "my-agent" });
+
+const litellm = createOpenAICompatible({ name: "litellm", baseURL: "{PROXY}/v1", apiKey: process.env.LITELLM_API_KEY });
+
+async function main() {
+  const { text } = await generateText({
+    model: litellm("claude-sonnet-4-5"),
+    prompt: "What is LiteLLM?",
+    experimental_telemetry: { isEnabled: true, functionId: "my_agent" },
+  });
+  console.log(text);
+}
+
+main();`,
+  },
   {
     id: "langgraph",
-    label: "LangGraph / Deep Agents",
+    label: "LangGraph",
     logo: langgraphLogo.src,
     packages: "langgraph langchain-openai openinference-instrumentation-langchain",
     quickstart: `from langchain.agents import create_agent
@@ -119,19 +177,23 @@ with tracer.start_as_current_span("my_agent", attributes=attrs):
   },
 ];
 
-const installPackages = (guide: Pick<FrameworkGuide, "packages">): string =>
-  [OTEL_BASE_PACKAGES, guide.packages].filter(Boolean).join(" ");
+const installPackages = (guide: Pick<FrameworkGuide, "packages" | "typescript">): string =>
+  guide.typescript ? guide.packages : [OTEL_BASE_PACKAGES, guide.packages].filter(Boolean).join(" ");
 
 /** The endpoint is the proxy base URL: OTLP exporters append /v1/traces themselves. */
-export const tracingEnvSnippet = (proxyUrl: string): string =>
+export const tracingEnvSnippet = (proxyUrl: string, tracingKey: string | null = null): string =>
   [
+    ...(tracingKey ? [`export LITELLM_TRACING_KEY=${tracingKey}`] : []),
     `export OTEL_EXPORTER_OTLP_ENDPOINT=${proxyUrl}`,
     "export OTEL_EXPORTER_OTLP_PROTOCOL=http/protobuf",
-    'export OTEL_EXPORTER_OTLP_HEADERS="Authorization=Bearer $LITELLM_API_KEY"',
+    `export OTEL_EXPORTER_OTLP_HEADERS="Authorization=Bearer $${tracingKey ? "LITELLM_TRACING_KEY" : "LITELLM_API_KEY"}"`,
     "export OTEL_SERVICE_NAME=my-agent",
   ].join("\n");
 
-export const codingAgentPrompt = (proxyUrl: string, guide: Pick<FrameworkGuide, "label" | "packages">): string =>
+export const codingAgentPrompt = (
+  proxyUrl: string,
+  guide: Pick<FrameworkGuide, "label" | "packages" | "typescript">,
+): string =>
   [
     `Send this ${guide.label} project's OpenTelemetry traces to LiteLLM.`,
     "",
@@ -141,7 +203,9 @@ export const codingAgentPrompt = (proxyUrl: string, guide: Pick<FrameworkGuide,
     "   OTEL_EXPORTER_OTLP_PROTOCOL=http/protobuf",
     '   OTEL_EXPORTER_OTLP_HEADERS="Authorization=Bearer $LITELLM_API_KEY"',
     "   OTEL_SERVICE_NAME=<a short name for this agent>",
-    "3. Start the app through OTEL auto-instrumentation: opentelemetry-instrument <existing start command>.",
+    guide.typescript
+      ? "3. Call registerOTel() from @vercel/otel at startup and pass experimental_telemetry: { isEnabled: true } to every AI SDK call."
+      : "3. Start the app through OTEL auto-instrumentation: opentelemetry-instrument <existing start command>.",
     `4. Point every LLM client at LiteLLM: base_url=${proxyUrl}/v1, api key from LITELLM_API_KEY.`,
     "5. Give each agent and subagent a name so runs are easy to read.",
     "6. Run the agent once and confirm the run shows up in the LiteLLM UI under Lens > Traces.",
@@ -149,6 +213,21 @@ export const codingAgentPrompt = (proxyUrl: string, guide: Pick<FrameworkGuide,
     "Never hardcode the key. Read it from LITELLM_API_KEY.",
   ].join("\n");
 
+const shellQuote = (value: string): string => `'${value.replaceAll("'", "'\\''")}'`;
+
+export const codingAgentCommand = (agent: CodingAgent, prompt: string): string =>
+  `${agent === "Claude Code" ? "claude" : "codex"} ${shellQuote(prompt)}`;
+
+export const maskSecret = (secret: string): string =>
+  secret.length > 10 ? `${secret.slice(0, 5)}${"•".repeat(16)}${secret.slice(-4)}` : "•".repeat(secret.length);
+
+export const otlpEndpoints = (proxyUrl: string): readonly (readonly [string, string, boolean])[] => [
+  ["Traces endpoint (POST)", `${proxyUrl}/v1/traces`, true],
+  ["OTEL_EXPORTER_OTLP_ENDPOINT", proxyUrl, true],
+  ["Auth header", "Authorization: Bearer <LiteLLM virtual key>", true],
+  ["Protocol", "OTLP/HTTP, protobuf or JSON (gRPC not supported)", false],
+];
+
 export const PROXY_CONFIG_SNIPPET = [
   "general_settings:",
   "  tracing:",
@@ -157,7 +236,17 @@ export const PROXY_CONFIG_SNIPPET = [
   "# env: CLICKHOUSE_URL (writer) and CLICKHOUSE_READER_URL (read-only user)",
 ].join("\n");
 
-function CodeBlock({ code, tabs, wrap = false }: { code: string; tabs?: React.ReactNode; wrap?: boolean }) {
+function CodeBlock({
+  code,
+  display = code,
+  tabs,
+  wrap = false,
+}: {
+  code: string;
+  display?: string;
+  tabs?: React.ReactNode;
+  wrap?: boolean;
+}) {
   const [copied, setCopied] = useState(false);
   const copy = async () => {
     if (await copyToClipboard(code)) {
@@ -184,7 +273,7 @@ function CodeBlock({ code, tabs, wrap = false }: { code: string; tabs?: React.Re
           wrap ? "whitespace-pre-wrap" : "overflow-x-auto",
         )}
       >
-        <code>{code}</code>
+        <code>{display}</code>
       </pre>
     </div>
   );
@@ -198,10 +287,12 @@ function LineTabs<T extends string>({
   value,
   options,
   onChange,
+  logos,
 }: {
   value: T;
   options: T[];
   onChange: (v: T) => void;
+  logos?: Partial<Record<T, string>>;
 }) {
   return (
     <div role="tablist" className="flex h-9 items-end gap-3">
@@ -213,12 +304,13 @@ function LineTabs<T extends string>({
           aria-selected={value === option}
           onClick={() => onChange(option)}
           className={cn(
-            "-mb-px h-9 border-b-2 text-[12.5px]",
+            "-mb-px inline-flex h-9 items-center gap-1.5 border-b-2 text-[12.5px]",
             value === option
               ? "border-foreground text-foreground"
               : "border-transparent text-muted-foreground hover:text-foreground",
           )}
         >
+          {logos?.[option] && <img src={logos[option]} alt="" className="size-3.5" />}
           {option}
         </button>
       ))}
@@ -226,7 +318,7 @@ function LineTabs<T extends string>({
   );
 }
 
-function Step({ title, children }: { title: string; children: React.ReactNode }) {
+function Step({ title, children }: { title: React.ReactNode; children: React.ReactNode }) {
   return (
     <section className="mt-6">
       <h3 className="mb-2 text-[13px] font-medium text-foreground">{title}</h3>
@@ -235,6 +327,86 @@ function Step({ title, children }: { title: string; children: React.ReactNode })
   );
 }
 
+type SendState =
+  | { kind: "idle" }
+  | { kind: "sending" }
+  | { kind: "waiting" }
+  | { kind: "ready"; trace: TraceSummary }
+  | { kind: "failed"; message: string };
+
+const SEND_LABEL: Record<Exclude<SendState["kind"], "ready">, string> = {
+  idle: "Send a test trace",
+  sending: "Sending…",
+  waiting: "Waiting for it to arrive…",
+  failed: "Send a test trace",
+};
+
+const delay = (ms: number) => new Promise((resolve) => window.setTimeout(resolve, ms));
+
+async function waitForTrace(accessToken: string, traceId: string): Promise<TraceSummary | null> {
+  for (let attempt = 0; attempt < SAMPLE_TRACE_POLL_ATTEMPTS; attempt++) {
+    try {
+      return (await agentTraceCall(accessToken, traceId)).summary;
+    } catch {
+      await delay(SAMPLE_TRACE_POLL_MS);
+    }
+  }
+  return null;
+}
+
+function SendTestTrace({
+  accessToken,
+  onOpenTrace,
+}: {
+  accessToken: string;
+  onOpenTrace: (trace: TraceSummary) => void;
+}) {
+  const [state, setState] = useState<SendState>({ kind: "idle" });
+  const send = async () => {
+    setState({ kind: "sending" });
+    const sample = sampleTraceExport(Date.now());
+    try {
+      await sendOtlpTraceCall(accessToken, sample.body);
+    } catch {
+      setState({ kind: "failed", message: "Could not send the test trace." });
+      return;
+    }
+    setState({ kind: "waiting" });
+    const trace = await waitForTrace(accessToken, sample.traceId);
+    setState(
+      trace
+        ? { kind: "ready", trace }
+        : { kind: "failed", message: "Sent, but it has not shown up yet. Check again in a moment." },
+    );
+  };
+  if (state.kind === "ready") {
+    return (
+      <div className="flex flex-wrap items-center gap-3">
+        <span role="status" className="inline-flex items-center gap-1 text-sm text-emerald-700 dark:text-emerald-400">
+          <Check aria-hidden="true" className="size-4" /> Test trace received
+        </span>
+        <Button onClick={() => onOpenTrace(state.trace)}>
+          View trace <ArrowRight aria-hidden="true" className="size-4" />
+        </Button>
+      </div>
+    );
+  }
+  const busy = state.kind === "sending" || state.kind === "waiting";
+  return (
+    <div className="flex flex-wrap items-center gap-3">
+      <Button onClick={() => void send()} disabled={busy}>
+        {busy ? (
+          <Loader2 aria-hidden="true" className="size-4 animate-spin" />
+        ) : (
+          <Send aria-hidden="true" className="size-4" />
+        )}
+        {SEND_LABEL[state.kind]}
+      </Button>
+      {state.kind === "failed" && <p className="text-sm text-destructive">{state.message}</p>}
+    </div>
+  );
+}
+
 function TraceReceipt({
   connected,
   checked,
@@ -273,159 +445,367 @@ function TraceReceipt({
   );
 }
 
+function TracingKey({
+  accessToken,
+  tracingKey,
+  onCreated,
+}: {
+  accessToken: string;
+  tracingKey: string | null;
+  onCreated: (key: string) => void;
+}) {
+  const [creating, setCreating] = useState(false);
+  const [error, setError] = useState("");
+  const create = async () => {
+    setCreating(true);
+    setError("");
+    try {
+      const result = await apiClient.post<{ key?: string }>("/key/generate", {
+        accessToken,
+        body: TRACING_KEY_REQUEST,
+      });
+      if (!result.key) throw new Error("The proxy did not return the new key");
+      onCreated(result.key);
+    } catch (cause) {
+      setError(cause instanceof Error ? cause.message : "Could not create a key");
+    } finally {
+      setCreating(false);
+    }
+  };
+  if (tracingKey) {
+    return (
+      <div className="space-y-2">
+        <CodeBlock code={tracingKey} display={maskSecret(tracingKey)} tabs={<FileLabel>Your tracing key</FileLabel>} />
+        <p className="text-sm text-muted-foreground">
+          Hidden for safety. Copy copies the full key, and the environment step below includes it. This key can only
+          send traces, so your agent still needs its own key for model calls. Manage it under Virtual Keys as
+          &quot;Agent tracing&quot;.
+        </p>
+      </div>
+    );
+  }
+  return (
+    <div className="flex flex-wrap items-center gap-3">
+      <Button variant="outline" onClick={() => void create()} disabled={creating}>
+        {creating ? (
+          <Loader2 aria-hidden="true" className="size-4 animate-spin" />
+        ) : (
+          <KeyRound aria-hidden="true" className="size-4" />
+        )}
+        Generate tracing key
+      </Button>
+      <span className="text-sm text-muted-foreground">Or use any existing LiteLLM virtual key.</span>
+      {error && <p className="text-sm text-destructive">{error}</p>}
+    </div>
+  );
+}
+
+function EndpointValue({ value }: { value: string }) {
+  const [copied, setCopied] = useState(false);
+  const copy = async () => {
+    if (await copyToClipboard(value)) {
+      setCopied(true);
+      window.setTimeout(() => setCopied(false), COPIED_RESET_MS);
+    }
+  };
+  return (
+    <button
+      type="button"
+      onClick={() => void copy()}
+      aria-label={`Copy ${value}`}
+      className="group inline-flex min-w-0 items-center gap-2 text-left font-mono text-[12.5px] text-foreground"
+    >
+      <span className="break-all">{value}</span>
+      {copied ? (
+        <Check aria-hidden="true" className="size-3.5 shrink-0" />
+      ) : (
+        <Copy aria-hidden="true" className="size-3.5 shrink-0 text-muted-foreground group-hover:text-foreground" />
+      )}
+    </button>
+  );
+}
+
+function Endpoints({ proxyUrl }: { proxyUrl: string }) {
+  return (
+    <section className="mt-6" aria-labelledby="otel-endpoints">
+      <h3 id="otel-endpoints" className="inline-flex items-center gap-2 text-sm font-medium">
+        <img src={otelLogo.src} alt="" className="size-5" />
+        OpenTelemetry (OTEL) endpoints
+      </h3>
+      <p className="mt-1 text-sm text-muted-foreground">
+        Point any OpenTelemetry exporter here. The framework guides below set these for you.
+      </p>
+      <dl className="mt-3 grid gap-x-8 gap-y-3 rounded-md border border-l-2 border-border border-l-trace-brand bg-muted/30 px-4 py-3 md:grid-cols-2">
+        {otlpEndpoints(proxyUrl).map(([label, value, copyable]) => (
+          <div key={label} className="min-w-0">
+            <dt className="text-[12px] text-muted-foreground">{label}</dt>
+            <dd className="mt-0.5">
+              {copyable ? <EndpointValue value={value} /> : <span className="text-[12.5px]">{value}</span>}
+            </dd>
+          </div>
+        ))}
+      </dl>
+    </section>
+  );
+}
+
+const CODING_AGENT_LOGOS: Record<CodingAgent, string> = {
+  "Claude Code": anthropicLogo.src,
+  Codex: openaiLogo.src,
+};
+
 function setupTitle(enabled: boolean, connected: boolean) {
   if (!enabled) return "Enable tracing";
   return connected ? "Connect another agent" : "Connect your agent";
 }
 
-export function TracingSetupCard({
-  detail,
-  connected = false,
+interface ConnectAgentProps {
+  accessToken: string;
+  onOpenTrace: (trace: TraceSummary) => void;
+  connected: boolean;
+  checked: boolean;
+  checking: boolean;
+  onCheck: () => void;
+  readOnly: boolean;
+  canMintTracingKey: boolean;
+}
+
+function EnableTracing({ checked, checking, onCheck }: { checked: boolean; checking: boolean; onCheck: () => void }) {
+  return (
+    <>
+      <Step title="Enable tracing on the proxy">
+        <p className="mb-3 text-sm leading-6 text-muted-foreground">
+          Set your ClickHouse writer and read-only reader URLs, add this to config.yaml, then restart the proxy. Ask
+          your proxy administrator if you don’t manage this deployment.
+        </p>
+        <CodeBlock code={PROXY_CONFIG_SNIPPET} tabs={<FileLabel>config.yaml</FileLabel>} />
+        <a
+          className="mt-3 inline-flex items-center gap-1 text-sm underline underline-offset-4"
+          href={`${DOCS_URL}#configure-an-existing-proxy`}
+          target="_blank"
+          rel="noreferrer"
+        >
+          ClickHouse and proxy setup <ArrowUpRight aria-hidden="true" className="size-3.5" />
+        </a>
+      </Step>
+      {checked && !checking && (
+        <p className="mt-4 text-sm text-muted-foreground">
+          Tracing is still unavailable. Check that the configuration was applied to this proxy and it has restarted.
+        </p>
+      )}
+      <Button className="mt-6" onClick={onCheck} disabled={checking}>
+        {checking && <Loader2 aria-hidden="true" className="size-4 animate-spin" />}
+        {checking ? "Checking…" : "Check setup"}
+      </Button>
+    </>
+  );
+}
+
+function ConnectAgent({
+  accessToken,
+  onOpenTrace,
+  connected,
+  checked,
+  checking,
   onCheck,
-  checking = false,
-}: {
-  detail: string | null;
-  connected?: boolean;
-  onCheck?: () => void;
-  checking?: boolean;
-}) {
+  readOnly,
+  canMintTracingKey,
+}: ConnectAgentProps) {
   const proxyUrl = getProxyBaseUrl().replace(/\/$/, "");
   const [framework, setFramework] = useState(FRAMEWORKS[0].id);
   const [installer, setInstaller] = useState<Installer>("pip");
-  const [copied, setCopied] = useState(false);
-  const [checked, setChecked] = useState(false);
+  const [codingAgent, setCodingAgent] = useState<CodingAgent>("Claude Code");
+  const [tracingKey, setTracingKey] = useState<string | null>(null);
   const guide = FRAMEWORKS.find((f) => f.id === framework) ?? FRAMEWORKS[0];
   const packages = installPackages(guide);
-  const install = installer === "pip" ? `pip install -U ${packages}` : `uv add ${packages}`;
+  const install = guide.typescript ? `npm install ${packages}` : PY_INSTALL[installer](packages);
+  const quickstart = guide.quickstart.replace("{PROXY}", proxyUrl);
+  return (
+    <>
+      {!readOnly && (
+        <Step title="See it work in one click">
+          <p className="mb-3 text-sm leading-6 text-muted-foreground">
+            Send a small sample run (an agent, an LLM call and a tool call) to confirm tracing works end to end.
+          </p>
+          <SendTestTrace accessToken={accessToken} onOpenTrace={onOpenTrace} />
+        </Step>
+      )}
+
+      <Endpoints proxyUrl={proxyUrl} />
+
+      <div className="mt-6 space-y-2">
+        <label id="tracing-framework" className="text-sm font-medium">
+          Your agent framework
+        </label>
+        <Select
+          value={framework}
+          onValueChange={(value) => {
+            if (value) setFramework(value);
+          }}
+        >
+          <SelectTrigger aria-labelledby="tracing-framework" className="w-full">
+            <SelectValue>
+              <img src={guide.logo} alt="" className="size-4" />
+              {guide.label}
+            </SelectValue>
+          </SelectTrigger>
+          <SelectContent>
+            {FRAMEWORKS.map((f) => (
+              <SelectItem key={f.id} value={f.id}>
+                <img src={f.logo} alt="" className="size-4" />
+                {f.label}
+              </SelectItem>
+            ))}
+          </SelectContent>
+        </Select>
+      </div>
+
+      <Step title="Get a LiteLLM key">
+        {canMintTracingKey && !readOnly ? (
+          <TracingKey accessToken={accessToken} tracingKey={tracingKey} onCreated={setTracingKey} />
+        ) : (
+          <p className="text-sm text-muted-foreground">
+            Use any LiteLLM virtual key you already have, or ask a proxy admin for one.
+          </p>
+        )}
+      </Step>
+
+      <Step
+        title={
+          <span className="inline-flex items-center gap-1.5">
+            Let <img src={anthropicLogo.src} alt="" className="size-3.5" /> Claude Code or
+            <img src={openaiLogo.src} alt="" className="size-3.5" /> Codex connect it
+          </span>
+        }
+      >
+        <p className="mb-3 text-sm leading-6 text-muted-foreground">
+          Run this in your agent’s project. It starts your coding agent with the setup task and reads the key from
+          LITELLM_API_KEY.
+        </p>
+        <CodeBlock
+          code={codingAgentCommand(codingAgent, codingAgentPrompt(proxyUrl, guide))}
+          wrap
+          tabs={
+            <LineTabs
+              value={codingAgent}
+              options={["Claude Code", "Codex"]}
+              onChange={setCodingAgent}
+              logos={CODING_AGENT_LOGOS}
+            />
+          }
+        />
+      </Step>
+
+      <details className="mt-6 border-y py-4">
+        <summary className="cursor-pointer text-sm font-medium">Set up manually</summary>
+        <Step title="Install dependencies">
+          <CodeBlock
+            code={install}
+            tabs={
+              guide.typescript ? (
+                <FileLabel>npm</FileLabel>
+              ) : (
+                <LineTabs value={installer} options={["pip", "uv"]} onChange={setInstaller} />
+              )
+            }
+          />
+        </Step>
+        <Step title="Configure environment">
+          <CodeBlock
+            code={tracingEnvSnippet(proxyUrl, tracingKey)}
+            display={tracingEnvSnippet(proxyUrl, tracingKey && maskSecret(tracingKey))}
+            tabs={<FileLabel>Shell</FileLabel>}
+          />
+        </Step>
+        <Step title="Run your agent">
+          <p className="mb-2 text-sm text-muted-foreground">
+            Replace the example model with a model configured on your proxy.
+          </p>
+          <CodeBlock
+            code={guide.typescript ? quickstart : `import os\n\n${quickstart}`}
+            tabs={<FileLabel>{guide.typescript ? "my_agent.ts" : "my_agent.py"}</FileLabel>}
+          />
+          <div className="mt-3">
+            <CodeBlock code={guide.typescript ? TS_RUN_SNIPPET : PY_RUN_SNIPPET} tabs={<FileLabel>Shell</FileLabel>} />
+          </div>
+        </Step>
+      </details>
+
+      <TraceReceipt connected={connected} checked={checked} checking={checking} onCheck={onCheck} />
+
+      {!connected && (
+        <section className="mt-6">
+          <h3 className="mb-2 text-sm font-medium">
+            Example run <span className="font-normal text-muted-foreground">(sample data, not your runs)</span>
+          </h3>
+          <TracePreview />
+        </section>
+      )}
+    </>
+  );
+}
+
+export function TracingSetupCard({
+  detail,
+  accessToken,
+  onOpenTrace,
+  connected = false,
+  onCheck,
+  checking = false,
+  readOnly = false,
+  canMintTracingKey = false,
+}: {
+  detail: string | null;
+  accessToken: string;
+  onOpenTrace: (trace: TraceSummary) => void;
+  connected?: boolean;
+  onCheck?: () => void;
+  checking?: boolean;
+  readOnly?: boolean;
+  canMintTracingKey?: boolean;
+}) {
+  const [checked, setChecked] = useState(false);
   const enabled = detail === null;
-  const copyPrompt = async () => {
-    if (await copyToClipboard(codingAgentPrompt(proxyUrl, guide))) {
-      setCopied(true);
-      window.setTimeout(() => setCopied(false), COPIED_RESET_MS);
-    }
-  };
   const check = () => {
     setChecked(true);
     onCheck?.();
   };
 
   return (
-    <div className="mx-auto w-full max-w-2xl py-6 pb-12" data-testid="tracing-setup-card">
-      <h2 className="text-xl font-semibold tracking-tight">{setupTitle(enabled, connected)}</h2>
+    <div className="w-full py-6 pb-12" data-testid="tracing-setup-card">
+      <div className="flex items-start gap-4">
+        <h2 className="text-xl font-semibold tracking-tight">{setupTitle(enabled, connected)}</h2>
+        <a
+          className="ml-auto inline-flex shrink-0 items-center gap-1 text-sm underline underline-offset-4"
+          href={DOCS_URL}
+          target="_blank"
+          rel="noreferrer"
+        >
+          Docs <ArrowUpRight aria-hidden="true" className="size-3.5" />
+        </a>
+      </div>
       <p className="mt-2 text-sm leading-6 text-muted-foreground">
         {enabled
           ? "Send your agent’s runs to LiteLLM to see its inputs, outputs, and tool calls."
           : "Tracing needs ClickHouse and a small update to your LiteLLM proxy configuration."}
       </p>
       <p role="status" className="mt-4 flex items-center gap-2 text-sm">
-        {enabled && <Check aria-hidden="true" className="size-4 text-emerald-600" />}
+        {enabled && <ActiveDot />}
         {enabled ? "Tracing enabled" : "Tracing is not enabled"}
       </p>
-
-      {!enabled ? (
-        <>
-          <Step title="Enable tracing on the proxy">
-            <p className="mb-3 text-sm leading-6 text-muted-foreground">
-              Set your ClickHouse writer and read-only reader URLs, add this to config.yaml, then restart the proxy. Ask
-              your proxy administrator if you don’t manage this deployment.
-            </p>
-            <CodeBlock code={PROXY_CONFIG_SNIPPET} tabs={<FileLabel>config.yaml</FileLabel>} />
-            <a
-              className="mt-3 inline-flex items-center gap-1 text-sm underline underline-offset-4"
-              href={`${DOCS_URL}#configure-an-existing-proxy`}
-              target="_blank"
-              rel="noreferrer"
-            >
-              ClickHouse and proxy setup <ArrowUpRight aria-hidden="true" className="size-3.5" />
-            </a>
-          </Step>
-          {checked && !checking && (
-            <p className="mt-4 text-sm text-muted-foreground">
-              Tracing is still unavailable. Check that the configuration was applied to this proxy and it has restarted.
-            </p>
-          )}
-          <Button className="mt-6" onClick={check} disabled={checking}>
-            {checking && <Loader2 aria-hidden="true" className="size-4 animate-spin" />}
-            {checking ? "Checking…" : "Check setup"}
-          </Button>
-        </>
+      {enabled ? (
+        <ConnectAgent
+          accessToken={accessToken}
+          onOpenTrace={onOpenTrace}
+          connected={connected}
+          checked={checked}
+          checking={checking}
+          onCheck={check}
+          readOnly={readOnly}
+          canMintTracingKey={canMintTracingKey}
+        />
       ) : (
-        <>
-          <div className="mt-6 space-y-2">
-            <label id="tracing-framework" className="text-sm font-medium">
-              Your agent framework
-            </label>
-            <Select
-              value={framework}
-              onValueChange={(value) => {
-                if (value) {
-                  setFramework(value);
-                  setCopied(false);
-                }
-              }}
-            >
-              <SelectTrigger aria-labelledby="tracing-framework" className="w-full">
-                <SelectValue>{guide.label}</SelectValue>
-              </SelectTrigger>
-              <SelectContent>
-                {FRAMEWORKS.map((f) => (
-                  <SelectItem key={f.id} value={f.id}>
-                    <img src={f.logo} alt="" className="size-4" />
-                    {f.label}
-                  </SelectItem>
-                ))}
-              </SelectContent>
-            </Select>
-          </div>
-          <Step title="Let your coding agent connect it">
-            <p className="mb-3 text-sm leading-6 text-muted-foreground">
-              Paste the setup prompt into Claude Code or Codex in your agent’s project. It uses your existing LiteLLM
-              key from the environment.
-            </p>
-            <Button variant="outline" onClick={() => void copyPrompt()}>
-              {copied ? (
-                <Check aria-hidden="true" className="size-4" />
-              ) : (
-                <Copy aria-hidden="true" className="size-4" />
-              )}
-              {copied ? "Prompt copied" : "Copy setup prompt"}
-            </Button>
-          </Step>
-          <details className="mt-6 border-y py-4">
-            <summary className="cursor-pointer text-sm font-medium">Set up manually</summary>
-            <Step title="Install dependencies">
-              <CodeBlock
-                code={install}
-                tabs={<LineTabs value={installer} options={["pip", "uv"]} onChange={setInstaller} />}
-              />
-            </Step>
-            <Step title="Configure environment">
-              <CodeBlock code={tracingEnvSnippet(proxyUrl)} tabs={<FileLabel>Shell</FileLabel>} />
-            </Step>
-            <Step title="Run your agent">
-              <p className="mb-2 text-sm text-muted-foreground">
-                Replace the example model with a model configured on your proxy.
-              </p>
-              <CodeBlock
-                code={`import os\n\n${guide.quickstart.replace("{PROXY}", proxyUrl)}`}
-                tabs={<FileLabel>my_agent.py</FileLabel>}
-              />
-              <div className="mt-3">
-                <CodeBlock code={RUN_SNIPPET} tabs={<FileLabel>Shell</FileLabel>} />
-              </div>
-            </Step>
-          </details>
-          <TraceReceipt connected={connected} checked={checked} checking={checking} onCheck={check} />
-          <details className="mt-6 text-sm">
-            <summary className="cursor-pointer text-muted-foreground">See an example trace</summary>
-            <p className="my-3 text-muted-foreground">Example only. These are not your agent’s runs.</p>
-            <img
-              src={previewImg.src}
-              alt="Example agent trace with tool calls, inputs, and outputs"
-              className="w-full rounded-md border"
-            />
-          </details>
-        </>
+        <EnableTracing checked={checked} checking={checking} onCheck={check} />
       )}
     </div>
   );
diff --git a/ui/litellm-dashboard/src/components/view_logs/TraceView/previewTrace.json b/ui/litellm-dashboard/src/components/view_logs/TraceView/previewTrace.json
new file mode 100644
index 00000000000..7da2a5b454d
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/view_logs/TraceView/previewTrace.json
@@ -0,0 +1,98 @@
+{
+  "name": "deep_research_agent",
+  "input_preview": "Should we store OTEL agent spans in ClickHouse or Postgres at 50k spans/sec?",
+  "span_count": 126,
+  "duration_ms": 51385,
+  "rows": [
+    {
+      "id": "5e79f3b5b504985e",
+      "name": "deep_research_agent",
+      "type": "agent",
+      "model": null,
+      "depth": 0,
+      "start_offset_ms": 0,
+      "duration_ms": 51385.4,
+      "error": false
+    },
+    {
+      "id": "83451f3235847f6c",
+      "name": "model",
+      "type": "chain",
+      "model": null,
+      "depth": 1,
+      "start_offset_ms": 1,
+      "duration_ms": 9518.2,
+      "error": false
+    },
+    {
+      "id": "8a6a1c31940d07af",
+      "name": "ChatOpenAI",
+      "type": "llm",
+      "model": "claude-sonnet-4-5",
+      "depth": 2,
+      "start_offset_ms": 6,
+      "duration_ms": 9510.8,
+      "error": false
+    },
+    {
+      "id": "f6fdd164d528fee5",
+      "name": "tools",
+      "type": "chain",
+      "model": null,
+      "depth": 1,
+      "start_offset_ms": 9520,
+      "duration_ms": 2.7,
+      "error": false
+    },
+    {
+      "id": "1526d46d48d29a09",
+      "name": "write_file",
+      "type": "tool",
+      "model": null,
+      "depth": 2,
+      "start_offset_ms": 9521,
+      "duration_ms": 0.6,
+      "error": false
+    },
+    {
+      "id": "2697122e295d91b6",
+      "name": "tools",
+      "type": "chain",
+      "model": null,
+      "depth": 1,
+      "start_offset_ms": 9523,
+      "duration_ms": 35177.7,
+      "error": false
+    },
+    {
+      "id": "b2fb3a8f5a2fce01",
+      "name": "task",
+      "type": "tool",
+      "model": null,
+      "depth": 2,
+      "start_offset_ms": 9524,
+      "duration_ms": 35176.1,
+      "error": false
+    },
+    {
+      "id": "81499b492fd93f85",
+      "name": "researcher",
+      "type": "agent",
+      "model": null,
+      "depth": 3,
+      "start_offset_ms": 9524,
+      "duration_ms": 35175.3,
+      "error": false
+    },
+    {
+      "id": "64a2c760897f3310",
+      "name": "model",
+      "type": "chain",
+      "model": null,
+      "depth": 4,
+      "start_offset_ms": 9526,
+      "duration_ms": 6071.3,
+      "error": false
+    }
+  ]
+}
diff --git a/ui/litellm-dashboard/src/components/view_logs/TraceView/sampleTrace.test.ts b/ui/litellm-dashboard/src/components/view_logs/TraceView/sampleTrace.test.ts
new file mode 100644
index 00000000000..56ac75a5ea7
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/view_logs/TraceView/sampleTrace.test.ts
@@ -0,0 +1,48 @@
+import { describe, expect, it } from "vitest";
+
+import { SAMPLE_TRACE_SERVICE, sampleTraceExport } from "./sampleTrace";
+
+interface ExportedSpan {
+  traceId: string;
+  spanId: string;
+  parentSpanId?: string;
+  startTimeUnixNano: string;
+  endTimeUnixNano: string;
+  attributes: { key: string; value: { stringValue: string } }[];
+}
+
+const spansOf = (body: object): ExportedSpan[] =>
+  (body as { resourceSpans: { scopeSpans: { spans: ExportedSpan[] }[] }[] }).resourceSpans[0].scopeSpans[0].spans;
+
+const operation = (span: ExportedSpan) =>
+  span.attributes.find((a) => a.key === "gen_ai.operation.name")?.value.stringValue;
+
+describe("sampleTraceExport", () => {
+  it("uses OTLP/JSON hex ids and returns the trace id the spans carry", () => {
+    const { traceId, body } = sampleTraceExport(Date.now());
+    const spans = spansOf(body);
+    expect(traceId).toMatch(/^[0-9a-f]{32}$/);
+    for (const span of spans) {
+      expect(span.traceId).toBe(traceId);
+      expect(span.spanId).toMatch(/^[0-9a-f]{16}$/);
+    }
+  });
+
+  it("nests an LLM call and a tool call under one root agent", () => {
+    const spans = spansOf(sampleTraceExport(Date.now()).body);
+    const roots = spans.filter((s) => !s.parentSpanId);
+    expect(roots).toHaveLength(1);
+    expect(operation(roots[0])).toBe("invoke_agent");
+    const children = spans.filter((s) => s.parentSpanId === roots[0].spanId);
+    expect(children.map(operation).sort()).toEqual(["chat", "execute_tool"]);
+  });
+
+  it("ends at the given time and tags the sample service", () => {
+    const now = 1_790_000_000_000;
+    const { body } = sampleTraceExport(now);
+    const root = spansOf(body).find((s) => !s.parentSpanId)!;
+    expect(BigInt(root.endTimeUnixNano)).toBe(BigInt(now) * BigInt(1_000_000));
+    expect(BigInt(root.startTimeUnixNano)).toBeLessThan(BigInt(root.endTimeUnixNano));
+    expect(JSON.stringify(body)).toContain(SAMPLE_TRACE_SERVICE);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/view_logs/TraceView/sampleTrace.ts b/ui/litellm-dashboard/src/components/view_logs/TraceView/sampleTrace.ts
new file mode 100644
index 00000000000..6dc6f3262b7
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/view_logs/TraceView/sampleTrace.ts
@@ -0,0 +1,95 @@
+const NS_PER_MS = BigInt(1_000_000);
+
+export const SAMPLE_TRACE_SERVICE = "litellm-sample-agent";
+
+const randomHexId = (bytes: number): string =>
+  Array.from(crypto.getRandomValues(new Uint8Array(bytes)), (b) => b.toString(16).padStart(2, "0")).join("");
+
+const str = (key: string, value: string) => ({ key, value: { stringValue: value } });
+
+const messages = (role: string, content: string): string => JSON.stringify([{ role, content }]);
+
+interface SampleSpan {
+  name: string;
+  parent: string | null;
+  startMs: number;
+  endMs: number;
+  attributes: ReturnType<typeof str>[];
+}
+
+export function sampleTraceExport(nowMs: number): { traceId: string; body: object } {
+  const traceId = randomHexId(16);
+  const agentId = randomHexId(8);
+  const question = "What is the weather in San Francisco?";
+  const answer = "It is 18°C and sunny in San Francisco.";
+  const spans: readonly (SampleSpan & { id: string })[] = [
+    {
+      id: agentId,
+      name: "weather_agent",
+      parent: null,
+      startMs: 0,
+      endMs: 2400,
+      attributes: [
+        str("gen_ai.operation.name", "invoke_agent"),
+        str("gen_ai.agent.name", "weather_agent"),
+        str("gen_ai.input.messages", messages("user", question)),
+        str("gen_ai.output.messages", messages("assistant", answer)),
+      ],
+    },
+    {
+      id: randomHexId(8),
+      name: "chat sample-model",
+      parent: agentId,
+      startMs: 100,
+      endMs: 1500,
+      attributes: [
+        str("gen_ai.operation.name", "chat"),
+        str("gen_ai.agent.name", "weather_agent"),
+        str("gen_ai.request.model", "sample-model"),
+        str("gen_ai.input.messages", messages("user", question)),
+        str("gen_ai.output.messages", messages("assistant", "Calling get_weather(city=San Francisco)")),
+      ],
+    },
+    {
+      id: randomHexId(8),
+      name: "get_weather",
+      parent: agentId,
+      startMs: 1600,
+      endMs: 2300,
+      attributes: [
+        str("gen_ai.operation.name", "execute_tool"),
+        str("gen_ai.agent.name", "weather_agent"),
+        str("gen_ai.tool.call.arguments", JSON.stringify({ city: "San Francisco" })),
+        str("gen_ai.tool.call.result", JSON.stringify({ temp_c: 18, sky: "sunny" })),
+      ],
+    },
+  ];
+  const startNs = BigInt(nowMs - 2400) * NS_PER_MS;
+  const toNs = (ms: number): string => String(startNs + BigInt(ms) * NS_PER_MS);
+  return {
+    traceId,
+    body: {
+      resourceSpans: [
+        {
+          resource: { attributes: [str("service.name", SAMPLE_TRACE_SERVICE)] },
+          scopeSpans: [
+            {
+              scope: { name: "litellm-ui-sample" },
+              spans: spans.map((s) => ({
+                traceId,
+                spanId: s.id,
+                ...(s.parent ? { parentSpanId: s.parent } : {}),
+                name: s.name,
+                kind: 1,
+                startTimeUnixNano: toNs(s.startMs),
+                endTimeUnixNano: toNs(s.endMs),
+                attributes: s.attributes,
+                status: { code: 1 },
+              })),
+            },
+          ],
+        },
+      ],
+    },
+  };
+}