fix: load complete paginated run history

backend/app/gateway/pagination.py

@@ -0,0 +1,15 @@
+"""Shared pagination helpers for gateway routers."""
+
+from __future__ import annotations
+
+
+def trim_run_message_page(rows: list[dict], *, limit: int, after_seq: int | None) -> tuple[list[dict], bool]:
+    """Trim a ``limit + 1`` run-message page while preserving page boundaries."""
+    has_more = len(rows) > limit
+    if not has_more:
+        return rows, False
+
+    if after_seq is not None:
+        return rows[:limit], True
+
+    return rows[-limit:], True

backend/app/gateway/routers/runs.py

@@ -15,6 +15,7 @@
 
 from app.gateway.authz import require_permission
 from app.gateway.deps import get_checkpointer, get_feedback_repo, get_run_event_store, get_run_manager, get_run_store, get_stream_bridge
+from app.gateway.pagination import trim_run_message_page
 from app.gateway.routers.thread_runs import RunCreateRequest
 from app.gateway.services import sse_consumer, start_run, wait_for_run_completion
 from deerflow.runtime import serialize_channel_values
@@ -129,8 +130,7 @@ async def run_messages(
         before_seq=before_seq,
         after_seq=after_seq,
     )
-    has_more = len(rows) > limit
-    data = rows[:limit] if has_more else rows
+    data, has_more = trim_run_message_page(rows, limit=limit, after_seq=after_seq)
     return {"data": data, "has_more": has_more}
 
 

backend/app/gateway/routers/thread_runs.py

@@ -21,6 +21,7 @@
 
 from app.gateway.authz import require_permission
 from app.gateway.deps import get_checkpointer, get_current_user, get_feedback_repo, get_run_event_store, get_run_manager, get_run_store, get_stream_bridge
+from app.gateway.pagination import trim_run_message_page
 from app.gateway.services import sse_consumer, start_run, wait_for_run_completion
 from deerflow.runtime import RunRecord, RunStatus, serialize_channel_values
 
@@ -402,8 +403,7 @@ async def list_run_messages(
         before_seq=before_seq,
         after_seq=after_seq,
     )
-    has_more = len(rows) > limit
-    data = rows[:limit] if has_more else rows
+    data, has_more = trim_run_message_page(rows, limit=limit, after_seq=after_seq)
     return {"data": data, "has_more": has_more}
 
 

backend/tests/_run_message_pagination_helpers.py

@@ -0,0 +1,16 @@
+from fastapi.testclient import TestClient
+
+
+def assert_run_message_page(
+    client: TestClient,
+    url: str,
+    *,
+    expected_seq: list[int],
+    has_more: bool = True,
+) -> None:
+    response = client.get(url)
+
+    assert response.status_code == 200
+    body = response.json()
+    assert body["has_more"] is has_more
+    assert [m["seq"] for m in body["data"]] == expected_seq

backend/tests/test_runs_api_endpoints.py

@@ -5,6 +5,7 @@
 from unittest.mock import AsyncMock, MagicMock
 
 from _router_auth_helpers import make_authed_test_app
+from _run_message_pagination_helpers import assert_run_message_page
 from fastapi.testclient import TestClient
 
 from app.gateway.routers import runs
@@ -97,6 +98,51 @@ def test_run_messages_has_more_true_when_extra_row_returned():
     body = response.json()
     assert body["has_more"] is True
     assert len(body["data"]) == 50  # trimmed to limit
+    assert [m["seq"] for m in body["data"]] == list(range(2, 52))
+
+
+def test_run_messages_default_page_keeps_newest_messages_when_extra_row_returned():
+    """Default latest-page trimming drops the older sentinel row, not the newest message."""
+    rows = [_make_message(i) for i in range(16, 67)]
+    run_record = {"run_id": "run-2", "thread_id": "thread-2"}
+    app = _make_app(
+        run_store=_make_run_store(run_record),
+        event_store=_make_event_store(rows),
+    )
+    with TestClient(app) as client:
+        assert_run_message_page(client, "/api/runs/run-2/messages", expected_seq=list(range(17, 67)))
+
+
+def test_run_messages_before_seq_page_keeps_newest_side_when_extra_row_returned():
+    """Backward pagination trims the older sentinel so adjacent pages do not miss the boundary message."""
+    rows = [_make_message(i) for i in range(1, 18)]
+    run_record = {"run_id": "run-2", "thread_id": "thread-2"}
+    app = _make_app(
+        run_store=_make_run_store(run_record),
+        event_store=_make_event_store(rows),
+    )
+    with TestClient(app) as client:
+        assert_run_message_page(
+            client,
+            "/api/runs/run-2/messages?before_seq=18&limit=16",
+            expected_seq=list(range(2, 18)),
+        )
+
+
+def test_run_messages_after_seq_page_keeps_oldest_side_when_extra_row_returned():
+    """Forward pagination still trims the newer sentinel row."""
+    rows = [_make_message(i) for i in range(11, 62)]
+    run_record = {"run_id": "run-2", "thread_id": "thread-2"}
+    app = _make_app(
+        run_store=_make_run_store(run_record),
+        event_store=_make_event_store(rows),
+    )
+    with TestClient(app) as client:
+        assert_run_message_page(
+            client,
+            "/api/runs/run-2/messages?after_seq=10",
+            expected_seq=list(range(11, 61)),
+        )
 
 
 def test_run_messages_passes_after_seq_to_event_store():

backend/tests/test_thread_run_messages_pagination.py

@@ -6,6 +6,7 @@
 from unittest.mock import AsyncMock, MagicMock
 
 from _router_auth_helpers import make_authed_test_app
+from _run_message_pagination_helpers import assert_run_message_page
 from fastapi.testclient import TestClient
 
 from app.gateway.routers import thread_runs
@@ -88,6 +89,43 @@ def test_has_more_true_when_extra_row_returned():
     body = response.json()
     assert body["has_more"] is True
     assert len(body["data"]) == 50  # trimmed to limit
+    assert [m["seq"] for m in body["data"]] == list(range(2, 52))
+
+
+def test_default_page_keeps_newest_messages_when_extra_row_returned():
+    """Default latest-page trimming drops the older sentinel row, not the newest message."""
+    rows = [_make_message(i) for i in range(16, 67)]
+    app = _make_app(event_store=_make_event_store(rows))
+    with TestClient(app) as client:
+        assert_run_message_page(
+            client,
+            "/api/threads/thread-2/runs/run-2/messages",
+            expected_seq=list(range(17, 67)),
+        )
+
+
+def test_before_seq_page_keeps_newest_side_when_extra_row_returned():
+    """Backward pagination trims the older sentinel so adjacent pages do not miss the boundary message."""
+    rows = [_make_message(i) for i in range(1, 18)]
+    app = _make_app(event_store=_make_event_store(rows))
+    with TestClient(app) as client:
+        assert_run_message_page(
+            client,
+            "/api/threads/thread-2/runs/run-2/messages?before_seq=18&limit=16",
+            expected_seq=list(range(2, 18)),
+        )
+
+
+def test_after_seq_page_keeps_oldest_side_when_extra_row_returned():
+    """Forward pagination still trims the newer sentinel row."""
+    rows = [_make_message(i) for i in range(11, 62)]
+    app = _make_app(event_store=_make_event_store(rows))
+    with TestClient(app) as client:
+        assert_run_message_page(
+            client,
+            "/api/threads/thread-2/runs/run-2/messages?after_seq=10",
+            expected_seq=list(range(11, 61)),
+        )
 
 
 def test_after_seq_forwarded_to_event_store():

frontend/src/core/threads/hooks.ts

@@ -97,6 +97,55 @@ function findLatestUnloadedRunIndex(
   return -1;
 }
 
+type RunMessagesPageResponse = {
+  data: RunMessage[];
+  has_more?: boolean;
+  hasMore?: boolean;
+};
+
+export function runMessagesPageHasMore(result: RunMessagesPageResponse) {
+  return result.has_more ?? result.hasMore ?? false;
+}
+
+export function getOldestRunMessageSeq(messages: RunMessage[]) {
+  let oldestSeq: number | null = null;
+  for (const message of messages) {
+    if (typeof message.seq !== "number") {
+      continue;
+    }
+    oldestSeq =
+      oldestSeq === null ? message.seq : Math.min(oldestSeq, message.seq);
+  }
+  return oldestSeq;
+}
+
+export function getNextRunMessagesBeforeSeq(
+  result: RunMessagesPageResponse,
+): number | null | undefined {
+  if (!runMessagesPageHasMore(result)) {
+    return null;
+  }
+  return getOldestRunMessageSeq(result.data) ?? undefined;
+}
+
+export function buildRunMessagesUrl(
+  baseUrl: string,
+  threadId: string,
+  runId: string,
+  beforeSeq?: number,
+) {
+  const normalizedBaseUrl = baseUrl.replace(/\/$/, "");
+  const path = `/api/threads/${encodeURIComponent(threadId)}/runs/${encodeURIComponent(runId)}/messages`;
+  const url = new URL(
+    `${normalizedBaseUrl}${path}`,
+    typeof window !== "undefined" ? window.location.origin : "http://localhost",
+  );
+  if (beforeSeq !== undefined) {
+    url.searchParams.set("before_seq", String(beforeSeq));
+  }
+  return normalizedBaseUrl ? url.toString() : `${url.pathname}${url.search}`;
+}
+
 export function mergeMessages(
   historyMessages: Message[],
   threadMessages: Message[],
@@ -747,6 +796,7 @@ export function useThreadHistory(threadId: string) {
   const pendingLoadRef = useRef(false);
   const loadingRunIdRef = useRef<string | null>(null);
   const loadedRunIdsRef = useRef<Set<string>>(new Set());
+  const runBeforeSeqRef = useRef<Map<string, number>>(new Map());
   const [loading, setLoading] = useState(false);
   const [messages, setMessages] = useState<Message[]>([]);
 
@@ -787,16 +837,20 @@ export function useThreadHistory(threadId: string) {
 
         const requestThreadId = threadIdRef.current;
         loadingRunIdRef.current = run.run_id;
-        const result: { data: RunMessage[]; hasMore: boolean } = await fetch(
-          `${getBackendBaseURL()}/api/threads/${encodeURIComponent(requestThreadId)}/runs/${encodeURIComponent(run.run_id)}/messages`,
-          {
-            method: "GET",
-            headers: {
-              "Content-Type": "application/json",
-            },
-            credentials: "include",
+        const beforeSeq = runBeforeSeqRef.current.get(run.run_id);
+        const url = buildRunMessagesUrl(
+          getBackendBaseURL(),
+          requestThreadId,
+          run.run_id,
+          beforeSeq,
+        );
+        const result: RunMessagesPageResponse = await fetch(url, {
+          method: "GET",
+          headers: {
+            "Content-Type": "application/json",
           },
-        ).then((res) => {
+          credentials: "include",
+        }).then((res) => {
           return res.json();
         });
         const _messages = result.data
@@ -808,7 +862,18 @@ export function useThreadHistory(threadId: string) {
         setMessages((prev) =>
           dedupeMessagesByIdentity([..._messages, ...prev]),
         );
-        loadedRunIdsRef.current.add(run.run_id);
+        const nextBeforeSeq = getNextRunMessagesBeforeSeq(result);
+        if (typeof nextBeforeSeq === "number") {
+          runBeforeSeqRef.current.set(run.run_id, nextBeforeSeq);
+          pendingLoadRef.current = true;
+        } else if (nextBeforeSeq === undefined) {
+          console.warn(
+            `Run ${run.run_id} returned has_more without message seq values; leaving it pending for retry.`,
+          );
+        } else {
+          runBeforeSeqRef.current.delete(run.run_id);
+          loadedRunIdsRef.current.add(run.run_id);
+        }
         indexRef.current = findLatestUnloadedRunIndex(
           runsRef.current,
           loadedRunIdsRef.current,
@@ -832,6 +897,7 @@ export function useThreadHistory(threadId: string) {
       pendingLoadRef.current = false;
       loadingRunIdRef.current = null;
       loadedRunIdsRef.current = new Set();
+      runBeforeSeqRef.current = new Map();
       loadingRef.current = false;
       setLoading(false);
       setMessages([]);

frontend/src/core/threads/types.ts

@@ -25,6 +25,7 @@ export interface AgentThread extends Thread<AgentThreadState> {
 
 export interface RunMessage {
   run_id: string;
+  seq?: number;
   content: Message;
   metadata: {
     caller: string;

frontend/tests/unit/core/threads/message-merge.test.ts

@@ -2,9 +2,24 @@ import type { Message } from "@langchain/langgraph-sdk";
 import { expect, test } from "vitest";
 
 import {
+  buildRunMessagesUrl,
+  getNextRunMessagesBeforeSeq,
+  getOldestRunMessageSeq,
   getVisibleOptimisticMessages,
   mergeMessages,
+  runMessagesPageHasMore,
 } from "@/core/threads/hooks";
+import type { RunMessage } from "@/core/threads/types";
+
+function runMessage(seq?: number): RunMessage {
+  return {
+    run_id: "run-1",
+    ...(seq === undefined ? {} : { seq }),
+    content: {} as Message,
+    metadata: { caller: "" },
+    created_at: "2026-05-22T00:00:00Z",
+  };
+}
 
 test("mergeMessages removes duplicate messages already present in history", () => {
   const human = {
@@ -155,3 +170,59 @@ test("getVisibleOptimisticMessages hides optimistic user input after later serve
     optimisticHuman,
   ]);
 });
+
+test("runMessagesPageHasMore reads backend snake_case pagination field", () => {
+  expect(runMessagesPageHasMore({ data: [], has_more: true })).toBe(true);
+  expect(runMessagesPageHasMore({ data: [], has_more: false })).toBe(false);
+});
+
+test("runMessagesPageHasMore keeps compatibility with camelCase pagination field", () => {
+  expect(runMessagesPageHasMore({ data: [], hasMore: true })).toBe(true);
+});
+
+test("getOldestRunMessageSeq returns the cursor for the next older run page", () => {
+  expect(
+    getOldestRunMessageSeq([runMessage(8), runMessage(9), runMessage(10)]),
+  ).toBe(8);
+});
+
+test("getOldestRunMessageSeq ignores rows without seq", () => {
+  expect(getOldestRunMessageSeq([runMessage()])).toBeNull();
+});
+
+test("getNextRunMessagesBeforeSeq keeps runs pending when has_more lacks seq", () => {
+  expect(
+    getNextRunMessagesBeforeSeq({ data: [runMessage()], has_more: true }),
+  ).toBeUndefined();
+});
+
+test("getNextRunMessagesBeforeSeq marks runs loaded when no more pages exist", () => {
+  expect(
+    getNextRunMessagesBeforeSeq({ data: [runMessage()], has_more: false }),
+  ).toBeNull();
+});
+
+test("buildRunMessagesUrl encodes path segments and optional before_seq", () => {
+  expect(
+    buildRunMessagesUrl(
+      "https://api.example.test/",
+      "thread/with space",
+      "run?one",
+      18,
+    ),
+  ).toBe(
+    "https://api.example.test/api/threads/thread%2Fwith%20space/runs/run%3Fone/messages?before_seq=18",
+  );
+});
+
+test("buildRunMessagesUrl omits before_seq when loading the latest page", () => {
+  expect(
+    buildRunMessagesUrl("https://api.example.test", "thread-1", "run-1"),
+  ).toBe("https://api.example.test/api/threads/thread-1/runs/run-1/messages");
+});
+
+test("buildRunMessagesUrl returns a relative URL when using the nginx proxy", () => {
+  expect(buildRunMessagesUrl("", "thread-1", "run-1", 42)).toBe(
+    "/api/threads/thread-1/runs/run-1/messages?before_seq=42",
+  );
+});