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+488a976a7c37736dcf64fc5119b9c9120db2f47d	{"key":"make-fetch-happen:request-cache:https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz","integrity":"sha512-kHxr2zZpYtdmrN1qDjrrX/Z1rR1kG8Dx+gkpK1G4eXmvXswmcE1hTWBWYUzlraYw1/yZp6YuDY77YtvbN0dmDA==","time":1774894895564,"size":1506,"metadata":{"time":1774894895487,"url":"https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz","reqHeaders":{},"resHeaders":{"cache-control":"public, immutable, max-age=31557600","content-type":"application/octet-stream","date":"Mon, 30 Mar 2026 18:21:36 GMT","etag":"\"aa7675df57afd8404d9aaa55e659f7a8\"","last-modified":"Fri, 06 Sep 2019 14:53:29 GMT","vary":"Accept-Encoding"},"options":{"compress":true}}}
\ No newline at end of file
diff --git a/.npm-cache-2/_cacache/index-v5/c4/b3/b70b72339abf422623eb04a0c2f91ec333d429d7bea5c11c64d2011e4f4d b/.npm-cache-2/_cacache/index-v5/c4/b3/b70b72339abf422623eb04a0c2f91ec333d429d7bea5c11c64d2011e4f4d
new file mode 100644
index 000000000..984550530
--- /dev/null
+++ b/.npm-cache-2/_cacache/index-v5/c4/b3/b70b72339abf422623eb04a0c2f91ec333d429d7bea5c11c64d2011e4f4d
@@ -0,0 +1,2 @@
+
+f7f1c18ea15c5231f7f1be947f07e294cdd7cbdd	{"key":"make-fetch-happen:request-cache:https://registry.npmjs.org/stack-utils/-/stack-utils-2.0.6.tgz","integrity":"sha512-XlkWvfIm6RmsWtNJx+uqtKLS8eqFbxUg0ZzLXqY0caEy9l7hruX8IpiDnjsLavoBgqCCR71TqWO8MaXYheJ3RQ==","time":1774894895547,"size":5473,"metadata":{"time":1774894895443,"url":"https://registry.npmjs.org/stack-utils/-/stack-utils-2.0.6.tgz","reqHeaders":{},"resHeaders":{"cache-control":"public, immutable, max-age=31557600","content-type":"application/octet-stream","date":"Mon, 30 Mar 2026 18:21:36 GMT","etag":"\"fadd8ac785698755f0e6aa78138866d2\"","last-modified":"Tue, 08 Nov 2022 15:39:55 GMT","vary":"Accept-Encoding"},"options":{"compress":true}}}
\ No newline at end of file
diff --git a/.npm-cache-2/_cacache/index-v5/c7/00/75bf8643b1d803f427bd1e39480195432a26cf1b842251ec3a8629bd85b9 b/.npm-cache-2/_cacache/index-v5/c7/00/75bf8643b1d803f427bd1e39480195432a26cf1b842251ec3a8629bd85b9
new file mode 100644
index 000000000..ab42c8263
--- /dev/null
+++ b/.npm-cache-2/_cacache/index-v5/c7/00/75bf8643b1d803f427bd1e39480195432a26cf1b842251ec3a8629bd85b9
@@ -0,0 +1,2 @@
+
+bcab70dbc3bc1448f615841459da1ab0d7073c29	{"key":"make-fetch-happen:request-cache:https://registry.npmjs.org/setprototypeof/-/setprototypeof-1.2.0.tgz","integrity":"sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==","time":1774894895561,"size":1969,"metadata":{"time":1774894895493,"url":"https://registry.npmjs.org/setprototypeof/-/setprototypeof-1.2.0.tgz","reqHeaders":{},"resHeaders":{"cache-control":"public, immutable, max-age=31557600","content-type":"application/octet-stream","date":"Mon, 30 Mar 2026 18:21:36 GMT","etag":"\"0c73b74773798d807dccd7d50638dfaf\"","last-modified":"Thu, 18 Jul 2019 04:50:00 GMT","vary":"Accept-Encoding"},"options":{"compress":true}}}
\ No newline at end of file
diff --git a/.npm-cache-2/_cacache/index-v5/e7/d9/7a96344f2b139adbb2d367863738188c938fdf38d5ef69f08dbbd9f85e18 b/.npm-cache-2/_cacache/index-v5/e7/d9/7a96344f2b139adbb2d367863738188c938fdf38d5ef69f08dbbd9f85e18
new file mode 100644
index 000000000..a39583f71
--- /dev/null
+++ b/.npm-cache-2/_cacache/index-v5/e7/d9/7a96344f2b139adbb2d367863738188c938fdf38d5ef69f08dbbd9f85e18
@@ -0,0 +1,2 @@
+
+a39349a59dc78b9d6efeeaaa3681f440236e71f2	{"key":"make-fetch-happen:request-cache:https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.2.0.tgz","integrity":"sha512-yDPMNjp4WyfYBkHnjIRLfca1i6KMyGCtsVgoKe/z1+6vukgaENdgGBZt+ZmKPc4gavvEZ5OgHfHdrazhgNyG7w==","time":1774894895547,"size":2156,"metadata":{"time":1774894895425,"url":"https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.2.0.tgz","reqHeaders":{},"resHeaders":{"cache-control":"public, immutable, max-age=31557600","content-type":"application/octet-stream","date":"Mon, 30 Mar 2026 18:21:36 GMT","etag":"\"7a61412e90096bf73749e7408221ff6d\"","last-modified":"Thu, 26 Feb 2026 13:51:12 GMT","vary":"Accept-Encoding"},"options":{"compress":true}}}
\ No newline at end of file
diff --git a/.npm-cache-2/_cacache/index-v5/ed/d5/bb80f2dd494bf2fc92b4cb821249007f5f1d61cd84fe99dd60ca56f528c4 b/.npm-cache-2/_cacache/index-v5/ed/d5/bb80f2dd494bf2fc92b4cb821249007f5f1d61cd84fe99dd60ca56f528c4
new file mode 100644
index 000000000..7e44c3feb
--- /dev/null
+++ b/.npm-cache-2/_cacache/index-v5/ed/d5/bb80f2dd494bf2fc92b4cb821249007f5f1d61cd84fe99dd60ca56f528c4
@@ -0,0 +1,2 @@
+
+5862930803130948e18ac18ce99fe0dde63f4ca5	{"key":"make-fetch-happen:request-cache:https://registry.npmjs.org/serve-static/-/serve-static-2.2.1.tgz","integrity":"sha512-xRXBn0pPqQTVQiC8wyQrKs2MOlX24zQ0POGaj0kultvoOCstBQM5yvOhAVSUwOMjQtTvsPWoNCHfPGwaaQJhTw==","time":1774894895585,"size":5463,"metadata":{"time":1774894895473,"url":"https://registry.npmjs.org/serve-static/-/serve-static-2.2.1.tgz","reqHeaders":{},"resHeaders":{"cache-control":"public, immutable, max-age=31557600","content-type":"application/octet-stream","date":"Mon, 30 Mar 2026 18:21:36 GMT","etag":"\"859edb117b12e26369adb4c319462684\"","last-modified":"Mon, 15 Dec 2025 19:17:33 GMT","vary":"Accept-Encoding"},"options":{"compress":true}}}
\ No newline at end of file
diff --git a/.npm-cache-2/_cacache/index-v5/f0/3b/58c14b3461e0a75ddd4a0be80707cae7f82bf1ef1ae03a0dfc8054aa2570 b/.npm-cache-2/_cacache/index-v5/f0/3b/58c14b3461e0a75ddd4a0be80707cae7f82bf1ef1ae03a0dfc8054aa2570
new file mode 100644
index 000000000..d8fb4c7c1
--- /dev/null
+++ b/.npm-cache-2/_cacache/index-v5/f0/3b/58c14b3461e0a75ddd4a0be80707cae7f82bf1ef1ae03a0dfc8054aa2570
@@ -0,0 +1,2 @@
+
+b12d0bae76c9d28a74afe26a6841751e7e35e503	{"key":"make-fetch-happen:request-cache:https://registry.npmjs.org/side-channel-map/-/side-channel-map-1.0.1.tgz","integrity":"sha512-VCjCNfgMsby3tTdo02nbjtM/ewra6jPHmpThenkTYh8pG9ucZ/1P8So4u4FGBek/BjpOVsDCMoLA/iuBKIFXRA==","time":1774894895554,"size":5280,"metadata":{"time":1774894895456,"url":"https://registry.npmjs.org/side-channel-map/-/side-channel-map-1.0.1.tgz","reqHeaders":{},"resHeaders":{"cache-control":"public, immutable, max-age=31557600","content-type":"application/octet-stream","date":"Mon, 30 Mar 2026 18:21:36 GMT","etag":"\"6c7853a15a37d1e53daf11ded87c940d\"","last-modified":"Wed, 11 Dec 2024 04:53:20 GMT","vary":"Accept-Encoding"},"options":{"compress":true}}}
\ No newline at end of file
diff --git a/.npm-cache-2/_cacache/index-v5/f8/4a/52b1c2943a9a945ffff983101f4282cf512899f2ea417b7a8d877f4c22b7 b/.npm-cache-2/_cacache/index-v5/f8/4a/52b1c2943a9a945ffff983101f4282cf512899f2ea417b7a8d877f4c22b7
new file mode 100644
index 000000000..c253fb0fb
--- /dev/null
+++ b/.npm-cache-2/_cacache/index-v5/f8/4a/52b1c2943a9a945ffff983101f4282cf512899f2ea417b7a8d877f4c22b7
@@ -0,0 +1,2 @@
+
+058a1fa667219999c3f233df16101f1ba9172a8f	{"key":"make-fetch-happen:request-cache:https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-9.0.2.tgz","integrity":"sha512-42AtmgqjV+X1VpdOfyTGOYRi0/zsoLqtXQckTmqTeybT+BDIbM/Guxo7x3pE2vtpr1ok6xRqM9OpBe+Jyoqyww==","time":1774894895553,"size":4316,"metadata":{"time":1774894895396,"url":"https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-9.0.2.tgz","reqHeaders":{},"resHeaders":{"cache-control":"public, immutable, max-age=31557600","content-type":"application/octet-stream","date":"Mon, 30 Mar 2026 18:21:36 GMT","etag":"\"fff9fbb2bbbde2eef7e12af24dcc4def\"","last-modified":"Mon, 08 Sep 2025 19:09:14 GMT","vary":"Accept-Encoding"},"options":{"compress":true}}}
\ No newline at end of file
diff --git a/.npm-cache-2/_update-notifier-last-checked b/.npm-cache-2/_update-notifier-last-checked
new file mode 100644
index 000000000..e69de29bb
diff --git a/infra/session-tracker.mjs b/infra/session-tracker.mjs
index be5913398..5f61c2128 100644
--- a/infra/session-tracker.mjs
+++ b/infra/session-tracker.mjs
@@ -690,6 +690,15 @@ export class SessionTracker {
     emitSessionEvent(session, msg);
   }
 
+  /**
+   * Backward-compatible alias for older callers/tests.
+   * @param {string} taskId
+   * @param {Object|string} event
+   */
+  appendEvent(taskId, event) {
+    return this.recordEvent(taskId, event);
+  }
+
   /**
    * Mark a session as completed.
    * @param {string} taskId
@@ -1012,6 +1021,9 @@ export class SessionTracker {
         recommendation: progress?.recommendation || "none",
         preview: this.#lastMessagePreview(s),
         lastMessage: this.#lastMessagePreview(s),
+        totalTokens: Number(tokenUsage?.totalTokens || 0),
+        inputTokens: Number(tokenUsage?.inputTokens || 0),
+        outputTokens: Number(tokenUsage?.outputTokens || 0),
         insights: s.insights || null,
       });
     };
@@ -2234,6 +2246,15 @@ export async function createSession(opts) {
   return getSessionTracker().createSession(opts);
 }
 
+/**
+ * Append an event/message to an existing session.
+ * @param {string} sessionId
+ * @param {Object|string} event
+ */
+export function appendEvent(sessionId, event) {
+  return getSessionTracker().appendEvent(sessionId, event);
+}
+
 /**
  * Update session status.
  * @param {string} sessionId
@@ -2302,5 +2323,3 @@ export function _resetSingleton(nextOptions) {
     _instance = new SessionTracker(nextOptions);
   }
 }
-
-
diff --git a/infra/tui-bridge.mjs b/infra/tui-bridge.mjs
index 7149528b0..78518bf58 100644
--- a/infra/tui-bridge.mjs
+++ b/infra/tui-bridge.mjs
@@ -271,17 +271,35 @@ export function buildMonitorStatsPayload({ agentPool, runtimeStats = {}, uptimeM
 }
 
 export function buildSessionsUpdatePayload(sessions = []) {
-  return Array.isArray(sessions) ? sessions.map((session) => ({ ...session })) : [];
+  return Array.isArray(sessions)
+    ? sessions.map((session) => {
+      const normalized = session && typeof session === "object" ? { ...session } : {};
+      const tokenUsage = normalized?.insights?.tokenUsage || null;
+      const inputTokens = Number(normalized.inputTokens ?? tokenUsage?.inputTokens ?? 0);
+      const outputTokens = Number(normalized.outputTokens ?? tokenUsage?.outputTokens ?? 0);
+      const totalTokens = Number(
+        normalized.totalTokens ?? normalized.tokenCount ?? tokenUsage?.totalTokens ?? (inputTokens + outputTokens),
+      );
+      normalized.inputTokens = Number.isFinite(inputTokens) ? Math.max(0, Math.round(inputTokens)) : 0;
+      normalized.outputTokens = Number.isFinite(outputTokens) ? Math.max(0, Math.round(outputTokens)) : 0;
+      normalized.totalTokens = Number.isFinite(totalTokens) ? Math.max(0, Math.round(totalTokens)) : (normalized.inputTokens + normalized.outputTokens);
+      normalized.tokenCount = normalized.totalTokens;
+      return normalized;
+    })
+    : [];
 }
 
 export function buildSessionEventPayload(payload = {}) {
   const event = payload?.event && typeof payload.event === "object"
     ? { ...payload.event }
     : { kind: "message", ...(payload?.message ? { message: payload.message } : {}) };
+  const session = payload?.session && typeof payload.session === "object"
+    ? buildSessionsUpdatePayload([payload.session])[0]
+    : {};
   return {
-    sessionId: String(payload?.sessionId || payload?.session?.id || "").trim(),
-    taskId: String(payload?.taskId || payload?.session?.taskId || "").trim(),
-    session: payload?.session && typeof payload.session === "object" ? { ...payload.session } : {},
+    sessionId: String(payload?.sessionId || session?.id || payload?.session?.id || "").trim(),
+    taskId: String(payload?.taskId || session?.taskId || payload?.session?.taskId || "").trim(),
+    session,
     event,
   };
 }
diff --git a/lib/session-insights.mjs b/lib/session-insights.mjs
index 422e325f0..dac11cb59 100644
--- a/lib/session-insights.mjs
+++ b/lib/session-insights.mjs
@@ -233,6 +233,16 @@ function normalizeUsage(value) {
   return { input, output, total };
 }
 
+function normalizeTokenUsageMeta(meta) {
+  if (!meta || typeof meta !== "object") return null;
+  return normalizeUsage(
+    meta.tokenUsage
+    || meta.usage
+    || meta.tokens
+    || (meta.inputTokens != null || meta.outputTokens != null || meta.totalTokens != null ? meta : null),
+  );
+}
+
 function toTimestampMs(value) {
   if (value === null || value === undefined || value === "") return null;
   const ms = new Date(value).getTime();
@@ -269,7 +279,7 @@ function buildTurnTimeline(messages = []) {
     if (type === "tool_call" && String(msg?.meta?.lifecycle || "").toLowerCase() !== "started") {
       entry.toolCalls += 1;
     }
-    const usage = normalizeUsage(msg?.meta?.usage) || normalizeUsage(msg?.usage) || null;
+    const usage = normalizeTokenUsageMeta(msg?.meta) || normalizeUsage(msg?.usage) || null;
     if (usage) {
       entry.inputTokens += usage.input;
       entry.outputTokens += usage.output;
@@ -346,7 +356,7 @@ export function buildSessionInsights(fullSession = null) {
       });
     }
 
-    const usage = normalizeUsage(msg?.meta?.usage) || normalizeUsage(msg?.usage) || null;
+    const usage = normalizeTokenUsageMeta(msg?.meta) || normalizeUsage(msg?.usage) || null;
     if (usage) {
       tokenUsage.inputTokens += usage.input;
       tokenUsage.outputTokens += usage.output;
@@ -483,5 +493,3 @@ export function buildSessionInsights(fullSession = null) {
 
 
 
-
-
diff --git a/server/ui-server.mjs b/server/ui-server.mjs
index 18930941a..c5aa00656 100644
--- a/server/ui-server.mjs
+++ b/server/ui-server.mjs
@@ -13111,6 +13111,12 @@ async function buildUsageAnalytics(days) {
   const dailySkills = {};
   /** dailyMcp[date][tool] = count */
   const dailyMcp = {};
+  /** dailyInputTokens[date] = total input tokens */
+  const dailyInputTokens = {};
+  /** dailyOutputTokens[date] = total output tokens */
+  const dailyOutputTokens = {};
+  /** dailyTotalTokens[date] = total tokens */
+  const dailyTotalTokens = {};
 
   const allDates = new Set();
 
@@ -13127,6 +13133,11 @@ async function buildUsageAnalytics(days) {
       if (ts > newestTs) newestTs = ts;
       const day = getEntryDayKey(session, ts);
       if (day) allDates.add(day);
+      if (day) {
+        dailyInputTokens[day] = (dailyInputTokens[day] || 0) + numberOrZero(session.inputTokens);
+        dailyOutputTokens[day] = (dailyOutputTokens[day] || 0) + numberOrZero(session.outputTokens);
+        dailyTotalTokens[day] = (dailyTotalTokens[day] || 0) + numberOrZero(session.tokenCount);
+      }
 
       agentRuns += 1;
       const exec = String(session.executor || session.model || "unknown").trim() || "unknown";
@@ -13201,7 +13212,15 @@ async function buildUsageAnalytics(days) {
   const topSkillNames = topSkills.slice(0, 6).map((s) => s.name);
   const topMcpNames = topMcpTools.slice(0, 6).map((t) => t.name);
 
-  const trend = { dates: sortedDates, agents: {}, skills: {}, mcpTools: {} };
+  const trend = {
+    dates: sortedDates,
+    agents: {},
+    skills: {},
+    mcpTools: {},
+    tokens: sortedDates.map((d) => dailyTotalTokens[d] || 0),
+    inputTokens: sortedDates.map((d) => dailyInputTokens[d] || 0),
+    outputTokens: sortedDates.map((d) => dailyOutputTokens[d] || 0),
+  };
   for (const name of topAgentNames) {
     trend.agents[name] = sortedDates.map((d) => dailyAgents[d]?.[name] || 0);
   }
@@ -13212,10 +13231,17 @@ async function buildUsageAnalytics(days) {
     trend.mcpTools[name] = sortedDates.map((d) => dailyMcp[d]?.[name] || 0);
   }
 
+  const totalTokens = sessionWindow.reduce((sum, session) => sum + numberOrZero(session.tokenCount), 0);
+  const totalInputTokens = sessionWindow.reduce((sum, session) => sum + numberOrZero(session.inputTokens), 0);
+  const totalOutputTokens = sessionWindow.reduce((sum, session) => sum + numberOrZero(session.outputTokens), 0);
+
   return {
     agentRuns,
     skillInvocations,
     mcpToolCalls,
+    totalTokens,
+    totalInputTokens,
+    totalOutputTokens,
     avgPerDay,
     lastActiveAt: newestTs < Infinity && newestTs > 0 ? new Date(newestTs).toISOString() : null,
     sinceAt: oldestTs < Infinity ? new Date(oldestTs).toISOString() : null,
diff --git a/site/lib/session-insights.mjs b/site/lib/session-insights.mjs
index 2673fa076..aa61676ec 100644
--- a/site/lib/session-insights.mjs
+++ b/site/lib/session-insights.mjs
@@ -225,14 +225,83 @@ function parseContextBreakdown(text) {
 function normalizeUsage(value) {
   if (!value || typeof value !== "object") return null;
   const input =
-    Number(value.input_tokens ?? value.prompt_tokens ?? value.input ?? value.prompt ?? 0) || 0;
+    Number(value.input_tokens ?? value.prompt_tokens ?? value.inputTokens ?? value.promptTokens ?? value.input ?? value.prompt ?? 0) || 0;
   const output =
-    Number(value.output_tokens ?? value.completion_tokens ?? value.output ?? value.completion ?? 0) || 0;
-  const total = Number(value.total_tokens ?? value.total ?? input + output) || 0;
+    Number(value.output_tokens ?? value.completion_tokens ?? value.outputTokens ?? value.completionTokens ?? value.output ?? value.completion ?? 0) || 0;
+  const total = Number(value.total_tokens ?? value.totalTokens ?? value.total ?? input + output) || 0;
   if (input <= 0 && output <= 0 && total <= 0) return null;
   return { input, output, total };
 }
 
+function normalizeTokenUsageMeta(meta) {
+  if (!meta || typeof meta !== "object") return null;
+  return normalizeUsage(
+    meta.tokenUsage
+    || meta.usage
+    || meta.tokens
+    || (meta.inputTokens != null || meta.outputTokens != null || meta.totalTokens != null ? meta : null),
+  );
+}
+
+function toTimestampMs(value) {
+  if (value === null || value === undefined || value === "") return null;
+  const ms = new Date(value).getTime();
+  return Number.isFinite(ms) ? ms : null;
+}
+
+function buildTurnTimeline(messages = []) {
+  const turns = new Map();
+  for (const msg of Array.isArray(messages) ? messages : []) {
+    if (!msg || !Number.isFinite(Number(msg.turnIndex))) continue;
+    const turnIndex = Number(msg.turnIndex);
+    const timestamp = String(msg.timestamp || "");
+    const tsMs = toTimestampMs(timestamp);
+    const entry = turns.get(turnIndex) || {
+      turn: turnIndex + 1,
+      turnIndex,
+      startedAt: null,
+      endedAt: null,
+      durationMs: null,
+      inputTokens: 0,
+      outputTokens: 0,
+      totalTokens: 0,
+      toolCalls: 0,
+      assistantPreview: "",
+    };
+    if (tsMs !== null) {
+      const startedMs = toTimestampMs(entry.startedAt);
+      const endedMs = toTimestampMs(entry.endedAt);
+      if (startedMs === null || tsMs < startedMs) entry.startedAt = timestamp;
+      if (endedMs === null || tsMs > endedMs) entry.endedAt = timestamp;
+    }
+    const type = String(msg.type || "").toLowerCase();
+    const role = String(msg.role || "").toLowerCase();
+    if (type === "tool_call" && String(msg?.meta?.lifecycle || "").toLowerCase() !== "started") {
+      entry.toolCalls += 1;
+    }
+    const usage = normalizeTokenUsageMeta(msg?.meta) || normalizeUsage(msg?.usage) || null;
+    if (usage) {
+      entry.inputTokens += usage.input;
+      entry.outputTokens += usage.output;
+      entry.totalTokens += usage.total;
+    }
+    if ((role === "assistant" || type === "agent_message" || type === "assistant_message") && !entry.assistantPreview) {
+      entry.assistantPreview = toText(msg.content).replace(/\s+/g, " ").trim().slice(0, 180);
+    }
+    turns.set(turnIndex, entry);
+  }
+  return Array.from(turns.values())
+    .sort((a, b) => a.turnIndex - b.turnIndex)
+    .map((entry) => {
+      const startedMs = toTimestampMs(entry.startedAt);
+      const endedMs = toTimestampMs(entry.endedAt);
+      return {
+        ...entry,
+        durationMs: startedMs !== null && endedMs !== null ? Math.max(0, endedMs - startedMs) : null,
+      };
+    });
+}
+
 export function formatCompactCount(value) {
   const n = Number(value || 0);
   if (!Number.isFinite(n)) return "0";
@@ -288,7 +357,7 @@ export function buildSessionInsights(fullSession = null) {
       });
     }
 
-    const usage = normalizeUsage(msg?.meta?.usage) || normalizeUsage(msg?.usage) || null;
+    const usage = normalizeTokenUsageMeta(msg?.meta) || normalizeUsage(msg?.usage) || null;
     if (usage) {
       tokenUsage.inputTokens += usage.input;
       tokenUsage.outputTokens += usage.output;
@@ -389,6 +458,7 @@ export function buildSessionInsights(fullSession = null) {
     contextWindow,
     contextBreakdown,
     tokenUsage,
+    turnTimeline: buildTurnTimeline(messages),
     activityDiff: {
       files: edited.map((entry) => ({
         path: entry.path,
@@ -417,6 +487,7 @@ export function buildSessionInsights(fullSession = null) {
       ? persisted.contextBreakdown
       : derived.contextBreakdown,
     tokenUsage: persisted.tokenUsage || derived.tokenUsage,
+    turnTimeline: Array.isArray(persisted.turnTimeline) ? persisted.turnTimeline : derived.turnTimeline,
     activityDiff: persisted.activityDiff || derived.activityDiff,
     generatedAt: persisted.generatedAt || derived.generatedAt,
   };
diff --git a/site/ui/styles/components.css b/site/ui/styles/components.css
index cd322c994..d48a0e446 100644
--- a/site/ui/styles/components.css
+++ b/site/ui/styles/components.css
@@ -6185,3 +6185,30 @@ select.input {
     border-top: 1px solid var(--border);
   }
 }
+
+.fleet-slot-token-split {
+  display: inline-flex;
+  align-items: center;
+  gap: 4px;
+  max-width: 100%;
+  padding: 2px 6px;
+  border: 1px solid var(--border);
+  border-radius: 999px;
+  background: var(--surface-1);
+  color: var(--text-secondary);
+  font-size: 10px;
+  line-height: 1.2;
+  white-space: nowrap;
+}
+
+.fleet-slot-token-segment strong {
+  margin-right: 3px;
+  font-size: 9px;
+  letter-spacing: 0.04em;
+  text-transform: uppercase;
+  color: var(--text-hint);
+}
+
+.fleet-slot-token-divider {
+  color: var(--text-hint);
+}
diff --git a/site/ui/tabs/agents.js b/site/ui/tabs/agents.js
index 92d1105a8..1c3c87168 100644
--- a/site/ui/tabs/agents.js
+++ b/site/ui/tabs/agents.js
@@ -36,6 +36,7 @@ import {
   workspaces as managedWorkspaces,
 } from "../components/workspace-switcher.js";
 import { ICONS } from "../modules/icons.js";
+import { formatCompactCount } from "../modules/session-insights.js";
 import { formatRelative, truncate } from "../modules/utils.js";
 import { resolveSessionWorkspaceHint } from "../modules/session-api.js";
 import {
@@ -336,6 +337,44 @@ function getFleetEntrySearchBlob(entry) {
     .join(" ");
 }
 
+function getFleetEntryTokenUsage(entry) {
+  const session = entry?.session || null;
+  const tokenUsage = session?.insights?.tokenUsage || null;
+  const totalTokens = Number(session?.totalTokens ?? tokenUsage?.totalTokens ?? 0);
+  const inputTokens = Number(session?.inputTokens ?? tokenUsage?.inputTokens ?? 0);
+  const outputTokens = Number(session?.outputTokens ?? tokenUsage?.outputTokens ?? 0);
+  return {
+    totalTokens: Number.isFinite(totalTokens) ? totalTokens : 0,
+    inputTokens: Number.isFinite(inputTokens) ? inputTokens : 0,
+    outputTokens: Number.isFinite(outputTokens) ? outputTokens : 0,
+  };
+}
+
+function buildFleetEntryTokenTooltip(entry) {
+  const usage = getFleetEntryTokenUsage(entry);
+  const total = usage.totalTokens || (usage.inputTokens + usage.outputTokens);
+  if (total <= 0) return "No token usage yet";
+  const ratio = usage.outputTokens > 0
+    ? `${(usage.inputTokens / Math.max(usage.outputTokens, 1)).toFixed(2)}:1 in/out`
+    : "output pending";
+  return `Input ${usage.inputTokens.toLocaleString()} · Output ${usage.outputTokens.toLocaleString()} · Total ${total.toLocaleString()} · ${ratio}`;
+}
+
+function renderFleetEntryTokenSplit(entry) {
+  const usage = getFleetEntryTokenUsage(entry);
+  const total = usage.totalTokens || (usage.inputTokens + usage.outputTokens);
+  if (total <= 0) return null;
+  return html`
+    <${Tooltip} title=${buildFleetEntryTokenTooltip(entry)} arrow>
+      <span class="fleet-slot-token-split" aria-label=${`Input ${usage.inputTokens} Output ${usage.outputTokens}`}>
+        <span class="fleet-slot-token-segment"><strong>In</strong> ${formatCompactCount(usage.inputTokens)}</span>
+        <span class="fleet-slot-token-divider">/</span>
+        <span class="fleet-slot-token-segment"><strong>Out</strong> ${formatCompactCount(usage.outputTokens)}</span>
+      </span>
+    <//>
+  `;
+}
+
 function getFleetEntryRelativeTime(entry) {
   const raw =
     entry?.slot?.startedAt
@@ -1919,6 +1958,11 @@ export function AgentsTab() {
                         ${s.taskId ? ` · ${s.taskId}` : ""}
                         ${s.branch ? ` · ${s.branch}` : ""}
                       </div>
+                      <div class="task-card-meta">
+                        ${`Turns ${Number(s.turnCount || 0)}`}
+                        ${Number(s.elapsedMs || 0) > 0 ? ` · ${formatMsDuration(s.elapsedMs || 0)}` : ""}
+                      </div>
+                      ${renderFleetEntryTokenSplit({ session: s })}
                     </div>
                     <${Badge} status=${s.status || "idle"} text=${s.status || "idle"} />
                   </div>
@@ -2786,5 +2830,3 @@ export function FleetSessionsTab() {
     `}
   `;
 }
-
-
diff --git a/site/ui/tabs/telemetry.js b/site/ui/tabs/telemetry.js
index 872d67c72..8a17c2faf 100644
--- a/site/ui/tabs/telemetry.js
+++ b/site/ui/tabs/telemetry.js
@@ -722,6 +722,11 @@ export function TelemetryTab() {
 
   const hasTrend = trend?.dates?.length > 0 &&
     Object.keys(trendSeriesMap || {}).length > 0;
+  const tokenTrendSeriesMap = useMemo(() => ({
+    Input: trend?.inputTokens || [],
+    Output: trend?.outputTokens || [],
+  }), [trend]);
+  const hasTokenTrend = trend?.dates?.length > 0 && ((trend?.inputTokens || []).length > 0 || (trend?.outputTokens || []).length > 0);
 
   const sinceLabel = formatSinceDate(data?.sinceAt);
 
@@ -786,6 +791,10 @@ export function TelemetryTab() {
           value=${formatCount(lifetimeTotals?.attemptsCount || 0)} />
         <${AnalyticsStat} icon="#" label="Total tokens across all attempts"
           value=${formatCount(lifetimeTotals?.tokenCount || 0)} />
+        <${AnalyticsStat} icon="↘" label="Input tokens across all attempts"
+          value=${formatCount(lifetimeTotals?.inputTokens || 0)} />
+        <${AnalyticsStat} icon="↗" label="Output tokens across all attempts"
+          value=${formatCount(lifetimeTotals?.outputTokens || 0)} />
         <${AnalyticsStat} icon="⏱" label="Total runtime across all attempts"
           value=${formatDurationMs(lifetimeTotals?.durationMs || 0)} />
       <//>
@@ -831,6 +840,23 @@ export function TelemetryTab() {
         `}
       <//>
 
+      <${Paper} elevation=${1} sx=${{ p: 2, mb: 2 }}>
+        <${Typography} variant="h6" gutterBottom>Token Split Trend<//>
+        ${hasTokenTrend ? html`
+          <${ChartLegend}
+            label=${"TOKENS"}
+            seriesMap=${tokenTrendSeriesMap}
+            palette=${["#42a5f5", "#ab47bc"]}
+          />
+          <${Paper} variant="outlined" sx=${{ p: 1 }}>
+            <${TrendLines} dates=${trend.dates} seriesMap=${tokenTrendSeriesMap} palette=${["#42a5f5", "#ab47bc"]} />
+          <//>
+        ` : html`
+          <${EmptyState} title="No token split data"
+            description="Input and output token trends appear once sessions record usage." />
+        `}
+      <//>
+
       <!-- Top-N bar charts row -->
       <${Stack} direction=${{ xs: "column", md: "row" }} spacing=${2} sx=${{ mb: 2 }}>
         <${Paper} elevation=${1} sx=${{ p: 2, flex: 1 }}>
diff --git a/tests/ui-server.test.mjs b/tests/ui-server.test.mjs
index a912b8874..b847e0924 100644
--- a/tests/ui-server.test.mjs
+++ b/tests/ui-server.test.mjs
@@ -4709,6 +4709,47 @@ describe("ui-server mini app", () => {
     }
   }, process.platform === "win32" ? 30000 : 15000);
 
+  it("includes split token counts in session list payloads", async () => {
+    process.env.TELEGRAM_UI_TUNNEL = "disabled";
+    const mod = await import("../server/ui-server.mjs");
+    const { _resetSingleton, getSessionTracker } = await import("../infra/session-tracker.mjs");
+    _resetSingleton({ persistDir: null });
+    const server = await mod.startTelegramUiServer({
+      port: await getFreePort(),
+      host: "127.0.0.1",
+      skipInstanceLock: true,
+      skipAutoOpen: true,
+    });
+    const port = server.address().port;
+    const tracker = getSessionTracker();
+    tracker.createSession({
+      id: "tokens-visible-session",
+      type: "primary",
+      metadata: { title: "Tokens Visible Session" },
+    });
+    tracker.appendEvent("tokens-visible-session", {
+      role: "assistant",
+      content: "Done",
+      meta: {
+        tokenUsage: {
+          totalTokens: 2000,
+          inputTokens: 1200,
+          outputTokens: 800,
+        },
+      },
+    });
+
+    const listRes = await fetch(`http://127.0.0.1:${port}/api/sessions?includeHidden=1`);
+    const listJson = await listRes.json();
+    expect(listRes.status).toBe(200);
+    expect(listJson.ok).toBe(true);
+    const session = listJson.sessions.find((entry) => entry.id === "tokens-visible-session");
+    expect(session).toBeTruthy();
+    expect(session.totalTokens).toBe(2000);
+    expect(session.inputTokens).toBe(1200);
+    expect(session.outputTokens).toBe(800);
+  });
+
   it("sources agent-run analytics from completed session history when session-start events are stale", async () => {
     const isolatedRepoRoot = mkdtempSync(join(tmpdir(), "bosun-ui-usage-"));
     const previousRepoRoot = process.env.REPO_ROOT;
@@ -4805,6 +4846,10 @@ describe("ui-server mini app", () => {
       expect(payload.data?.diagnostics?.agentRunSource).toBe("completed_sessions");
       expect(payload.data?.diagnostics?.completedSessions).toBe(2);
       expect(payload.data?.diagnostics?.sessionStarts).toBe(0);
+      expect(payload.data?.totalInputTokens).toBe(1700);
+      expect(payload.data?.totalOutputTokens).toBe(1000);
+      expect(payload.data?.trend?.inputTokens).toEqual([1700]);
+      expect(payload.data?.trend?.outputTokens).toEqual([1000]);
       expect(payload.data?.topAgents).toEqual(
         expect.arrayContaining([
           expect.objectContaining({ name: "codex", count: 1 }),
diff --git a/ui/styles/components.css b/ui/styles/components.css
index 6cf07479f..3f7199fd6 100644
--- a/ui/styles/components.css
+++ b/ui/styles/components.css
@@ -6436,3 +6436,30 @@ select.input {
     border-top: 1px solid var(--border, #30363d);
   }
 }
+
+.fleet-slot-token-split {
+  display: inline-flex;
+  align-items: center;
+  gap: 4px;
+  max-width: 100%;
+  padding: 2px 6px;
+  border: 1px solid var(--border);
+  border-radius: 999px;
+  background: var(--surface-1);
+  color: var(--text-secondary);
+  font-size: 10px;
+  line-height: 1.2;
+  white-space: nowrap;
+}
+
+.fleet-slot-token-segment strong {
+  margin-right: 3px;
+  font-size: 9px;
+  letter-spacing: 0.04em;
+  text-transform: uppercase;
+  color: var(--text-hint);
+}
+
+.fleet-slot-token-divider {
+  color: var(--text-hint);
+}
diff --git a/ui/tabs/agents.js b/ui/tabs/agents.js
index 533849e37..b56797ac6 100644
--- a/ui/tabs/agents.js
+++ b/ui/tabs/agents.js
@@ -36,6 +36,7 @@ import {
   workspaces as managedWorkspaces,
 } from "../components/workspace-switcher.js";
 import { ICONS } from "../modules/icons.js";
+import { formatCompactCount } from "../modules/session-insights.js";
 import { formatRelative, truncate } from "../modules/utils.js";
 import { resolveSessionWorkspaceHint } from "../modules/session-api.js";
 import {
@@ -336,6 +337,44 @@ function getFleetEntrySearchBlob(entry) {
     .join(" ");
 }
 
+function getFleetEntryTokenUsage(entry) {
+  const session = entry?.session || null;
+  const tokenUsage = session?.insights?.tokenUsage || null;
+  const totalTokens = Number(session?.totalTokens ?? tokenUsage?.totalTokens ?? 0);
+  const inputTokens = Number(session?.inputTokens ?? tokenUsage?.inputTokens ?? 0);
+  const outputTokens = Number(session?.outputTokens ?? tokenUsage?.outputTokens ?? 0);
+  return {
+    totalTokens: Number.isFinite(totalTokens) ? totalTokens : 0,
+    inputTokens: Number.isFinite(inputTokens) ? inputTokens : 0,
+    outputTokens: Number.isFinite(outputTokens) ? outputTokens : 0,
+  };
+}
+
+function buildFleetEntryTokenTooltip(entry) {
+  const usage = getFleetEntryTokenUsage(entry);
+  const total = usage.totalTokens || (usage.inputTokens + usage.outputTokens);
+  if (total <= 0) return "No token usage yet";
+  const ratio = usage.outputTokens > 0
+    ? `${(usage.inputTokens / Math.max(usage.outputTokens, 1)).toFixed(2)}:1 in/out`
+    : "output pending";
+  return `Input ${usage.inputTokens.toLocaleString()} · Output ${usage.outputTokens.toLocaleString()} · Total ${total.toLocaleString()} · ${ratio}`;
+}
+
+function renderFleetEntryTokenSplit(entry) {
+  const usage = getFleetEntryTokenUsage(entry);
+  const total = usage.totalTokens || (usage.inputTokens + usage.outputTokens);
+  if (total <= 0) return null;
+  return html`
+    <${Tooltip} title=${buildFleetEntryTokenTooltip(entry)} arrow>
+      <span class="fleet-slot-token-split" aria-label=${`Input ${usage.inputTokens} Output ${usage.outputTokens}`}>
+        <span class="fleet-slot-token-segment"><strong>In</strong> ${formatCompactCount(usage.inputTokens)}</span>
+        <span class="fleet-slot-token-divider">/</span>
+        <span class="fleet-slot-token-segment"><strong>Out</strong> ${formatCompactCount(usage.outputTokens)}</span>
+      </span>
+    <//>
+  `;
+}
+
 function getFleetEntryRelativeTime(entry) {
   const raw =
     entry?.slot?.startedAt
@@ -1924,6 +1963,7 @@ export function AgentsTab() {
                         ${`Turns ${Number(s.turnCount || 0)}`}
                         ${Number(s.elapsedMs || 0) > 0 ? ` · ${formatMsDuration(s.elapsedMs || 0)}` : ""}
                       </div>
+                      ${renderFleetEntryTokenSplit({ session: s })}
                     </div>
                     <${Badge} status=${s.status || "idle"} text=${s.status || "idle"} />
                   </div>
@@ -2791,6 +2831,3 @@ export function FleetSessionsTab() {
     `}
   `;
 }
-
-
-
diff --git a/ui/tabs/telemetry.js b/ui/tabs/telemetry.js
index ee09b2d9c..066495b31 100644
--- a/ui/tabs/telemetry.js
+++ b/ui/tabs/telemetry.js
@@ -789,6 +789,11 @@ export function TelemetryTab() {
 
   const hasTrend = trend?.dates?.length > 0 &&
     Object.keys(trendSeriesMap || {}).length > 0;
+  const tokenTrendSeriesMap = useMemo(() => ({
+    Input: trend?.inputTokens || [],
+    Output: trend?.outputTokens || [],
+  }), [trend]);
+  const hasTokenTrend = trend?.dates?.length > 0 && ((trend?.inputTokens || []).length > 0 || (trend?.outputTokens || []).length > 0);
 
   const sinceLabel = formatSinceDate(data?.sinceAt);
 
@@ -853,6 +858,10 @@ export function TelemetryTab() {
           value=${formatCount(lifetimeTotals?.attemptsCount || 0)} />
         <${AnalyticsStat} icon="#" label="Total tokens across all attempts"
           value=${formatCount(lifetimeTotals?.tokenCount || 0)} />
+        <${AnalyticsStat} icon="↘" label="Input tokens across all attempts"
+          value=${formatCount(lifetimeTotals?.inputTokens || 0)} />
+        <${AnalyticsStat} icon="↗" label="Output tokens across all attempts"
+          value=${formatCount(lifetimeTotals?.outputTokens || 0)} />
         <${AnalyticsStat} icon="⏱" label="Total runtime across all attempts"
           value=${formatDurationMs(lifetimeTotals?.durationMs || 0)} />
       <//>
@@ -898,6 +907,23 @@ export function TelemetryTab() {
         `}
       <//>
 
+      <${Paper} elevation=${1} sx=${{ p: 2, mb: 2 }}>
+        <${Typography} variant="h6" gutterBottom>Token Split Trend<//>
+        ${hasTokenTrend ? html`
+          <${ChartLegend}
+            label=${"TOKENS"}
+            seriesMap=${tokenTrendSeriesMap}
+            palette=${["#42a5f5", "#ab47bc"]}
+          />
+          <${Paper} variant="outlined" sx=${{ p: 1 }}>
+            <${TrendLines} dates=${trend.dates} seriesMap=${tokenTrendSeriesMap} palette=${["#42a5f5", "#ab47bc"]} />
+          <//>
+        ` : html`
+          <${EmptyState} title="No token split data"
+            description="Input and output token trends appear once sessions record usage." />
+        `}
+      <//>
+
       <!-- Top-N bar charts row -->
       <${Stack} direction=${{ xs: "column", md: "row" }} spacing=${2} sx=${{ mb: 2 }}>
         <${Paper} elevation=${1} sx=${{ p: 2, flex: 1 }}>