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  <url>
    <loc>https://langchain-zh.cn/api-reference/agent-connections-v2/create-connection</loc>
    <lastmod>2026-04-12T11:53:41.072Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/agent-connections-v2/list-connections</loc>
    <lastmod>2026-04-12T11:53:41.033Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/agent-connections-v2/remove-connection</loc>
    <lastmod>2026-04-12T11:53:41.092Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/authenticate</loc>
    <lastmod>2026-04-12T10:58:45.330Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/check-oauth-token-exists</loc>
    <lastmod>2026-04-12T10:58:45.448Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/check-workspace-slack-tokens-exist</loc>
    <lastmod>2026-04-12T10:58:45.459Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/create-mcp-oauth-provider</loc>
    <lastmod>2026-04-12T10:58:45.354Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/create-oauth-provider</loc>
    <lastmod>2026-04-12T10:58:45.286Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/delete-oauth-provider</loc>
    <lastmod>2026-04-12T10:58:45.376Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/delete-oauth-tokens-for-user</loc>
    <lastmod>2026-04-12T10:58:45.409Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/delete-single-oauth-token</loc>
    <lastmod>2026-04-12T10:58:45.435Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/get-oauth-provider</loc>
    <lastmod>2026-04-12T10:58:45.365Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/list-oauth-providers</loc>
    <lastmod>2026-04-12T10:58:45.275Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/list-oauth-tokens-for-user</loc>
    <lastmod>2026-04-12T10:58:45.398Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/oauth-callback</loc>
    <lastmod>2026-04-12T11:53:40.437Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/oauth-callback-get</loc>
    <lastmod>2026-04-12T10:58:45.308Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/oauth-setup-callback</loc>
    <lastmod>2026-04-12T10:58:45.297Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/revoke-all-slack-tokens-for-workspace</loc>
    <lastmod>2026-04-12T10:58:45.470Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/update-oauth-provider</loc>
    <lastmod>2026-04-12T10:58:45.387Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/update-token-label</loc>
    <lastmod>2026-04-12T10:58:45.420Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/auth-service-v2/wait-for-auth-completion</loc>
    <lastmod>2026-04-12T10:58:45.342Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/deployments-v2/create-deployment</loc>
    <lastmod>2026-04-12T10:58:45.127Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/deployments-v2/delete-deployment</loc>
    <lastmod>2026-04-12T10:58:45.161Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/deployments-v2/delete-deployments</loc>
    <lastmod>2026-04-12T10:58:45.138Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/deployments-v2/get-deployment</loc>
    <lastmod>2026-04-12T10:58:45.149Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/deployments-v2/get-revision</loc>
    <lastmod>2026-04-12T10:58:45.194Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/deployments-v2/list-deployments</loc>
    <lastmod>2026-04-12T10:58:45.116Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/deployments-v2/list-revisions</loc>
    <lastmod>2026-04-12T10:58:45.182Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/deployments-v2/patch-deployment</loc>
    <lastmod>2026-04-12T10:58:45.172Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/deployments-v2/redeploy-revision</loc>
    <lastmod>2026-04-12T10:58:45.206Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/integrations-v1/list-forge-github-integrations</loc>
    <lastmod>2026-04-12T10:58:45.093Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/integrations-v1/list-forge-github-repositories</loc>
    <lastmod>2026-04-12T10:58:45.104Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/integrations-v1/list-github-integrations</loc>
    <lastmod>2026-04-12T10:58:45.071Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/integrations-v1/list-github-repositories</loc>
    <lastmod>2026-04-12T10:58:45.082Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/listeners-v2/create-listener</loc>
    <lastmod>2026-04-12T10:58:45.230Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/listeners-v2/delete-listener</loc>
    <lastmod>2026-04-12T10:58:45.253Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/listeners-v2/get-listener</loc>
    <lastmod>2026-04-12T10:58:45.242Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/listeners-v2/list-listeners</loc>
    <lastmod>2026-04-12T10:58:45.217Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/api-reference/listeners-v2/patch-listener</loc>
    <lastmod>2026-04-12T10:58:45.264Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn</loc>
    <lastmod>2026-04-12T11:55:40.788Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/abac</loc>
    <lastmod>2026-04-12T11:55:40.791Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/access-current-span</loc>
    <lastmod>2026-04-12T11:55:40.790Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/add-auth-server</loc>
    <lastmod>2026-04-12T11:55:40.784Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/add-human-in-the-loop</loc>
    <lastmod>2026-04-12T11:55:40.789Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/add-metadata-tags</loc>
    <lastmod>2026-04-12T11:55:40.792Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/administration-overview</loc>
    <lastmod>2026-04-12T11:55:40.786Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-auth</loc>
    <lastmod>2026-04-12T11:11:25.012Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server</loc>
    <lastmod>2026-04-12T11:55:40.852Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/a2a/a2a-json-rpc</loc>
    <lastmod>2026-04-12T10:58:44.971Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/count-assistants</loc>
    <lastmod>2026-04-12T10:58:44.400Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/create-assistant</loc>
    <lastmod>2026-04-12T10:58:44.375Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/delete-assistant</loc>
    <lastmod>2026-04-12T10:58:44.425Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/get-assistant</loc>
    <lastmod>2026-04-12T10:58:44.414Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/get-assistant-graph</loc>
    <lastmod>2026-04-12T10:58:44.447Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/get-assistant-schemas</loc>
    <lastmod>2026-04-12T10:58:44.480Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/get-assistant-subgraphs</loc>
    <lastmod>2026-04-12T10:58:44.458Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/get-assistant-subgraphs-by-namespace</loc>
    <lastmod>2026-04-12T10:58:44.469Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/get-assistant-versions</loc>
    <lastmod>2026-04-12T10:58:44.491Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/patch-assistant</loc>
    <lastmod>2026-04-12T10:58:44.436Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/search-assistants</loc>
    <lastmod>2026-04-12T10:58:44.389Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/assistants/set-latest-assistant-version</loc>
    <lastmod>2026-04-12T10:58:44.502Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/crons/count-crons</loc>
    <lastmod>2026-04-12T10:58:44.827Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/crons/create-cron</loc>
    <lastmod>2026-04-12T10:58:44.804Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/crons/create-thread-cron</loc>
    <lastmod>2026-04-12T10:58:44.714Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/crons/delete-cron</loc>
    <lastmod>2026-04-12T10:58:44.893Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/crons/search-crons</loc>
    <lastmod>2026-04-12T10:58:44.815Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/crons/update-cron</loc>
    <lastmod>2026-04-12T10:58:44.904Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/mcp/mcp-get</loc>
    <lastmod>2026-04-12T10:58:44.982Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/mcp/mcp-post</loc>
    <lastmod>2026-04-12T10:58:44.993Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/mcp/terminate-session</loc>
    <lastmod>2026-04-12T10:58:45.004Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/stateless-runs/create-background-run</loc>
    <lastmod>2026-04-12T10:58:44.871Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/stateless-runs/create-run-batch</loc>
    <lastmod>2026-04-12T10:58:44.882Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/stateless-runs/create-run-stream-output</loc>
    <lastmod>2026-04-12T10:58:44.838Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/stateless-runs/create-run-wait-for-output</loc>
    <lastmod>2026-04-12T10:58:44.860Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/store/delete-an-item</loc>
    <lastmod>2026-04-12T11:53:40.207Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/store/list-namespaces-with-optional-match-conditions</loc>
    <lastmod>2026-04-12T11:53:40.227Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/store/retrieve-a-single-item</loc>
    <lastmod>2026-04-12T11:53:40.177Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/store/search-or-list-items-within-a-namespace-prefix</loc>
    <lastmod>2026-04-12T10:58:44.949Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/store/store-or-update-an-item</loc>
    <lastmod>2026-04-12T11:53:40.189Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/system/api-documentation</loc>
    <lastmod>2026-04-12T10:58:45.049Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/system/health-check</loc>
    <lastmod>2026-04-12T10:58:45.060Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/system/server-information</loc>
    <lastmod>2026-04-12T10:58:45.015Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/system/system-metrics</loc>
    <lastmod>2026-04-12T10:58:45.038Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/thread-runs/cancel-run</loc>
    <lastmod>2026-04-12T11:53:40.096Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/thread-runs/cancel-runs</loc>
    <lastmod>2026-04-12T10:58:44.849Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/thread-runs/create-background-run</loc>
    <lastmod>2026-04-12T10:58:44.703Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/thread-runs/create-run-stream-output</loc>
    <lastmod>2026-04-12T10:58:44.725Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/thread-runs/create-run-wait-for-output</loc>
    <lastmod>2026-04-12T10:58:44.736Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/thread-runs/delete-run</loc>
    <lastmod>2026-04-12T10:58:44.758Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/thread-runs/get-run</loc>
    <lastmod>2026-04-12T10:58:44.747Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/thread-runs/join-run</loc>
    <lastmod>2026-04-12T10:58:44.769Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/thread-runs/join-run-stream</loc>
    <lastmod>2026-04-12T10:58:44.782Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/thread-runs/list-runs</loc>
    <lastmod>2026-04-12T10:58:44.692Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/copy-thread</loc>
    <lastmod>2026-04-12T10:58:44.626Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/count-threads</loc>
    <lastmod>2026-04-12T10:58:44.535Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/create-thread</loc>
    <lastmod>2026-04-12T10:58:44.513Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/delete-thread</loc>
    <lastmod>2026-04-12T10:58:44.657Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/get-thread</loc>
    <lastmod>2026-04-12T10:58:44.638Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/get-thread-history</loc>
    <lastmod>2026-04-12T10:58:44.604Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/get-thread-history-post</loc>
    <lastmod>2026-04-12T10:58:44.615Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/get-thread-state</loc>
    <lastmod>2026-04-12T10:58:44.558Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/get-thread-state-at-checkpoint</loc>
    <lastmod>2026-04-12T10:58:44.582Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/get-thread-state-at-checkpoint-1</loc>
    <lastmod>2026-04-12T10:58:44.593Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/join-thread-stream</loc>
    <lastmod>2026-04-12T10:58:44.679Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/patch-thread</loc>
    <lastmod>2026-04-12T10:58:44.668Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/prune-threads</loc>
    <lastmod>2026-04-12T10:58:44.547Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/search-threads</loc>
    <lastmod>2026-04-12T10:58:44.524Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-api/threads/update-thread-state</loc>
    <lastmod>2026-04-12T10:58:44.570Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-changelog</loc>
    <lastmod>2026-04-12T11:55:40.797Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-distributed-tracing</loc>
    <lastmod>2026-04-12T11:11:25.025Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-feedback</loc>
    <lastmod>2026-04-12T11:55:40.850Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/agent-server-scale</loc>
    <lastmod>2026-04-12T11:55:40.857Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/alerts</loc>
    <lastmod>2026-04-12T11:55:40.847Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/analyze-an-experiment</loc>
    <lastmod>2026-04-12T11:55:40.855Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/annotate-code</loc>
    <lastmod>2026-04-12T11:55:40.852Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/annotate-traces-inline</loc>
    <lastmod>2026-04-12T11:55:40.851Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/annotation-queues</loc>
    <lastmod>2026-04-12T11:55:40.835Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/annotation-queues-sdk</loc>
    <lastmod>2026-04-12T11:55:40.853Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/api-ref-control-plane</loc>
    <lastmod>2026-04-12T11:55:40.833Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/application-structure</loc>
    <lastmod>2026-04-12T11:55:40.904Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/assistants</loc>
    <lastmod>2026-04-12T11:55:40.891Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/attach-user-feedback</loc>
    <lastmod>2026-04-12T11:55:40.905Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/audit-evaluator-scores</loc>
    <lastmod>2026-04-12T11:55:40.879Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/audit-logs</loc>
    <lastmod>2026-04-12T11:11:25.142Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/auth</loc>
    <lastmod>2026-04-12T11:55:40.916Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/authentication-methods</loc>
    <lastmod>2026-04-12T11:55:40.912Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/aws-self-hosted</loc>
    <lastmod>2026-04-12T11:55:40.890Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/azure-self-hosted</loc>
    <lastmod>2026-04-12T11:55:40.877Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/background-run</loc>
    <lastmod>2026-04-12T11:55:40.909Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/billing</loc>
    <lastmod>2026-04-12T11:55:40.948Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/bind-evaluator-to-dataset</loc>
    <lastmod>2026-04-12T11:55:40.949Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/caching</loc>
    <lastmod>2026-04-12T11:11:25.203Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/cancel-run</loc>
    <lastmod>2026-04-12T11:11:25.204Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/cicd-pipeline-example</loc>
    <lastmod>2026-04-12T11:55:40.956Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/cli</loc>
    <lastmod>2026-04-12T11:55:40.962Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/cloud</loc>
    <lastmod>2026-04-12T11:55:40.950Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/code-evaluator-sdk</loc>
    <lastmod>2026-04-12T11:55:40.947Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/code-evaluator-ui</loc>
    <lastmod>2026-04-12T11:55:40.945Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/compare-experiment-results</loc>
    <lastmod>2026-04-12T11:55:40.951Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/components</loc>
    <lastmod>2026-04-12T11:11:25.258Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/composite-evaluators-sdk</loc>
    <lastmod>2026-04-12T11:55:40.996Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/composite-evaluators-ui</loc>
    <lastmod>2026-04-12T11:55:40.997Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/conditional-tracing</loc>
    <lastmod>2026-04-12T11:55:40.994Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/configurable-headers</loc>
    <lastmod>2026-04-12T11:55:41.000Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/configurable-logs</loc>
    <lastmod>2026-04-12T11:55:40.995Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/configuration-cloud</loc>
    <lastmod>2026-04-12T11:55:40.993Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/configure-checkpointer</loc>
    <lastmod>2026-04-12T11:11:25.260Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/configure-input-output-preview</loc>
    <lastmod>2026-04-12T11:11:25.264Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/configure-ttl</loc>
    <lastmod>2026-04-12T11:55:40.991Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/control-plane</loc>
    <lastmod>2026-04-12T11:55:41.052Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/core-capabilities</loc>
    <lastmod>2026-04-12T11:11:25.319Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/cost-tracking</loc>
    <lastmod>2026-04-12T11:55:41.054Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/create-a-prompt</loc>
    <lastmod>2026-04-12T11:55:41.053Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/create-account-api-key</loc>
    <lastmod>2026-04-12T11:55:41.050Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/create-few-shot-evaluators</loc>
    <lastmod>2026-04-12T11:55:41.055Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/cron-jobs</loc>
    <lastmod>2026-04-12T11:55:41.049Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/custom-auth</loc>
    <lastmod>2026-04-12T11:55:41.046Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/custom-checkpointer</loc>
    <lastmod>2026-04-12T11:11:25.318Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/custom-docker</loc>
    <lastmod>2026-04-12T11:55:41.048Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/custom-endpoint</loc>
    <lastmod>2026-04-12T11:55:41.092Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/custom-lifespan</loc>
    <lastmod>2026-04-12T11:55:41.094Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/custom-middleware</loc>
    <lastmod>2026-04-12T11:55:41.093Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/custom-openai-compliant-model</loc>
    <lastmod>2026-04-12T11:55:41.097Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/custom-output-rendering</loc>
    <lastmod>2026-04-12T11:55:41.098Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/custom-routes</loc>
    <lastmod>2026-04-12T11:55:41.095Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/custom-run-id</loc>
    <lastmod>2026-04-12T11:11:25.370Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/custom-store</loc>
    <lastmod>2026-04-12T11:11:25.371Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/dashboards</loc>
    <lastmod>2026-04-12T11:55:41.080Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/data-export</loc>
    <lastmod>2026-04-12T11:11:25.412Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/data-export-destinations</loc>
    <lastmod>2026-04-12T11:11:25.356Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/data-export-downstream</loc>
    <lastmod>2026-04-12T11:11:25.414Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/data-export-monitor</loc>
    <lastmod>2026-04-12T11:11:25.414Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/data-plane</loc>
    <lastmod>2026-04-12T11:55:41.158Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/data-purging-compliance</loc>
    <lastmod>2026-04-12T11:55:41.157Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/data-storage-and-privacy</loc>
    <lastmod>2026-04-12T11:55:41.153Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/dataset-json-types</loc>
    <lastmod>2026-04-12T11:55:41.150Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/dataset-transformations</loc>
    <lastmod>2026-04-12T11:55:41.149Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/define-target-function</loc>
    <lastmod>2026-04-12T11:55:41.154Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/deploy-hybrid</loc>
    <lastmod>2026-04-12T11:11:25.418Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/deploy-other-frameworks</loc>
    <lastmod>2026-04-12T11:11:25.451Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/deploy-self-hosted-full-platform</loc>
    <lastmod>2026-04-12T11:11:25.470Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/deploy-standalone-server</loc>
    <lastmod>2026-04-12T11:11:25.450Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/deploy-to-cloud</loc>
    <lastmod>2026-04-12T11:11:25.469Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/deploy-with-control-plane</loc>
    <lastmod>2026-04-12T11:11:25.453Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/deployment</loc>
    <lastmod>2026-04-12T11:11:25.452Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/deployment-quickstart</loc>
    <lastmod>2026-04-12T11:11:25.470Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/diagnostics-self-hosted</loc>
    <lastmod>2026-04-12T11:11:25.468Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/distributed-tracing</loc>
    <lastmod>2026-04-12T11:55:41.186Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/docker</loc>
    <lastmod>2026-04-12T11:11:25.454Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/double-texting</loc>
    <lastmod>2026-04-12T11:55:41.236Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/encryption</loc>
    <lastmod>2026-04-12T11:55:41.239Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/enqueue-concurrent</loc>
    <lastmod>2026-04-12T11:55:41.237Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/enterprise</loc>
    <lastmod>2026-04-12T11:11:25.544Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/env-var</loc>
    <lastmod>2026-04-12T11:55:41.237Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluate-chatbot-tutorial</loc>
    <lastmod>2026-04-12T11:55:41.238Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluate-complex-agent</loc>
    <lastmod>2026-04-12T11:55:41.244Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluate-existing-experiment</loc>
    <lastmod>2026-04-12T11:55:41.235Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluate-graph</loc>
    <lastmod>2026-04-12T11:55:41.234Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluate-llm-application</loc>
    <lastmod>2026-04-12T11:55:41.233Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluate-on-intermediate-steps</loc>
    <lastmod>2026-04-12T11:55:41.295Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluate-pairwise</loc>
    <lastmod>2026-04-12T11:55:41.302Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluate-rag-tutorial</loc>
    <lastmod>2026-04-12T11:55:41.295Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluate-with-attachments</loc>
    <lastmod>2026-04-12T11:11:25.596Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluate-with-opentelemetry</loc>
    <lastmod>2026-04-12T11:55:41.296Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluate-with-retry</loc>
    <lastmod>2026-04-12T11:55:41.293Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluation</loc>
    <lastmod>2026-04-12T11:55:41.355Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluation-approaches</loc>
    <lastmod>2026-04-12T11:55:41.292Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluation-async</loc>
    <lastmod>2026-04-12T11:55:41.288Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluation-concepts</loc>
    <lastmod>2026-04-12T11:55:41.291Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluation-quickstart</loc>
    <lastmod>2026-04-12T11:55:41.289Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/evaluation-types</loc>
    <lastmod>2026-04-12T11:55:41.346Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/example-data-format</loc>
    <lastmod>2026-04-12T11:55:41.347Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/experiment-configuration</loc>
    <lastmod>2026-04-12T11:55:41.345Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/export-backend</loc>
    <lastmod>2026-04-12T11:55:41.349Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/export-traces</loc>
    <lastmod>2026-04-12T11:55:41.348Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/faq</loc>
    <lastmod>2026-04-12T11:55:41.343Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/feedback-data-format</loc>
    <lastmod>2026-04-12T11:55:41.340Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fetch-perf-metrics-experiment</loc>
    <lastmod>2026-04-12T11:55:41.351Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/filter-experiments-ui</loc>
    <lastmod>2026-04-12T11:55:41.342Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/filter-traces-in-application</loc>
    <lastmod>2026-04-12T11:55:41.398Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/access-and-oversight</loc>
    <lastmod>2026-04-12T11:11:25.702Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/agent-identity</loc>
    <lastmod>2026-04-12T11:11:25.699Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/auth-format</loc>
    <lastmod>2026-04-12T11:11:25.704Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/channels</loc>
    <lastmod>2026-04-12T11:11:25.701Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/code</loc>
    <lastmod>2026-04-12T11:11:25.706Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/essentials</loc>
    <lastmod>2026-04-12T11:11:25.700Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet</loc>
    <lastmod>2026-04-12T11:11:25.705Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/manage-agent-settings</loc>
    <lastmod>2026-04-12T11:11:25.705Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/mcp-framework</loc>
    <lastmod>2026-04-12T11:55:41.395Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/pricing-faq</loc>
    <lastmod>2026-04-12T11:55:41.503Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/quickstart</loc>
    <lastmod>2026-04-12T11:11:25.749Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/remote-mcp-servers</loc>
    <lastmod>2026-04-12T11:11:25.753Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/schedules</loc>
    <lastmod>2026-04-12T11:11:25.754Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/self-hosted</loc>
    <lastmod>2026-04-12T11:55:41.510Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/setup</loc>
    <lastmod>2026-04-12T11:11:25.772Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/skills</loc>
    <lastmod>2026-04-12T11:11:25.751Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/slack-app</loc>
    <lastmod>2026-04-12T11:11:25.774Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/teams-app</loc>
    <lastmod>2026-04-12T11:11:25.747Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/templates</loc>
    <lastmod>2026-04-12T11:11:25.810Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/tools</loc>
    <lastmod>2026-04-12T11:11:25.812Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/fleet/webhooks</loc>
    <lastmod>2026-04-12T11:11:25.811Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/gcp-self-hosted</loc>
    <lastmod>2026-04-12T11:55:41.544Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/generative-ui-react</loc>
    <lastmod>2026-04-12T11:55:41.544Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/granular-usage</loc>
    <lastmod>2026-04-12T11:11:25.808Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/graph-rebuild</loc>
    <lastmod>2026-04-12T11:11:25.813Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/home</loc>
    <lastmod>2026-04-12T11:55:41.540Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/human-in-the-loop-time-travel</loc>
    <lastmod>2026-04-12T11:55:41.540Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/hybrid</loc>
    <lastmod>2026-04-12T11:55:41.574Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/improve-judge-evaluator-feedback</loc>
    <lastmod>2026-04-12T11:55:41.573Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/insights</loc>
    <lastmod>2026-04-12T11:55:41.574Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/insights-self-hosted</loc>
    <lastmod>2026-04-12T11:55:41.572Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/integrations</loc>
    <lastmod>2026-04-12T11:55:41.584Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/interrupt-concurrent</loc>
    <lastmod>2026-04-12T11:55:41.570Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/jit-invite-sso</loc>
    <lastmod>2026-04-12T11:55:41.569Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/kubernetes</loc>
    <lastmod>2026-04-12T11:55:41.586Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/langchain-runnable</loc>
    <lastmod>2026-04-12T11:55:41.575Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/langsmith-cli</loc>
    <lastmod>2026-04-12T11:11:25.905Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/langsmith-collector</loc>
    <lastmod>2026-04-12T11:55:41.618Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/langsmith-managed-clickhouse</loc>
    <lastmod>2026-04-12T11:55:41.616Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/langsmith-mcp-server</loc>
    <lastmod>2026-04-12T11:11:25.900Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/llm-as-judge</loc>
    <lastmod>2026-04-12T11:55:41.603Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/llm-as-judge-sdk</loc>
    <lastmod>2026-04-12T11:55:41.614Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/llm-auth-proxy-self-hosted</loc>
    <lastmod>2026-04-12T11:11:25.906Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/local</loc>
    <lastmod>2026-04-12T11:55:41.659Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/local-dev-testing</loc>
    <lastmod>2026-04-12T11:11:25.904Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/log-llm-trace</loc>
    <lastmod>2026-04-12T11:55:41.664Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/log-multimodal-traces</loc>
    <lastmod>2026-04-12T11:55:41.660Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/log-retriever-trace</loc>
    <lastmod>2026-04-12T11:55:41.658Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/log-traces-to-project</loc>
    <lastmod>2026-04-12T11:55:41.665Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/ls-metadata-parameters</loc>
    <lastmod>2026-04-12T11:55:41.661Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/manage-datasets</loc>
    <lastmod>2026-04-12T11:55:41.657Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/manage-datasets-in-application</loc>
    <lastmod>2026-04-12T11:55:41.657Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/manage-datasets-programmatically</loc>
    <lastmod>2026-04-12T11:55:41.662Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/manage-organization-by-api</loc>
    <lastmod>2026-04-12T11:55:41.644Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/manage-prompts</loc>
    <lastmod>2026-04-12T11:11:25.997Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/manage-prompts-programmatically</loc>
    <lastmod>2026-04-12T11:55:41.699Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/manage-trace</loc>
    <lastmod>2026-04-12T11:11:25.996Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/managing-model-configurations</loc>
    <lastmod>2026-04-12T11:55:41.704Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/mask-inputs-outputs</loc>
    <lastmod>2026-04-12T11:55:41.708Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/metric-type</loc>
    <lastmod>2026-04-12T11:55:41.701Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/model-configurations</loc>
    <lastmod>2026-04-12T11:11:26.001Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/monorepo-support</loc>
    <lastmod>2026-04-12T11:55:41.698Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/multi-turn-simulation</loc>
    <lastmod>2026-04-12T11:55:41.697Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/multimodal-content</loc>
    <lastmod>2026-04-12T11:55:41.695Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/multiple-messages</loc>
    <lastmod>2026-04-12T11:55:41.748Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/multiple-scores</loc>
    <lastmod>2026-04-12T11:55:41.751Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/nest-traces</loc>
    <lastmod>2026-04-12T11:55:41.749Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/observability</loc>
    <lastmod>2026-04-12T11:55:41.754Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/observability-concepts</loc>
    <lastmod>2026-04-12T11:55:41.748Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/observability-llm-tutorial</loc>
    <lastmod>2026-04-12T11:55:41.746Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/observability-quickstart</loc>
    <lastmod>2026-04-12T11:55:41.745Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/observability-stack</loc>
    <lastmod>2026-04-12T11:55:41.744Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/observability-studio</loc>
    <lastmod>2026-04-12T11:55:41.753Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/online-evaluations-code</loc>
    <lastmod>2026-04-12T11:55:41.750Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/online-evaluations-composite</loc>
    <lastmod>2026-04-12T11:55:41.786Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/online-evaluations-llm-as-judge</loc>
    <lastmod>2026-04-12T11:55:41.791Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/online-evaluations-multi-turn</loc>
    <lastmod>2026-04-12T11:55:41.788Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/openapi-security</loc>
    <lastmod>2026-04-12T11:55:41.784Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/optimize-classifier</loc>
    <lastmod>2026-04-12T11:55:41.790Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/organization-workspace-operations</loc>
    <lastmod>2026-04-12T11:55:41.785Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/platform-setup</loc>
    <lastmod>2026-04-12T11:55:41.787Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/playground-model-providers</loc>
    <lastmod>2026-04-12T11:55:41.783Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/polly</loc>
    <lastmod>2026-04-12T11:55:41.834Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/polly-self-hosted</loc>
    <lastmod>2026-04-12T11:55:41.836Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/prebuilt-evaluators</loc>
    <lastmod>2026-04-12T11:55:41.806Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/pricing-faq</loc>
    <lastmod>2026-04-12T11:55:41.837Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/prompt-commit</loc>
    <lastmod>2026-04-12T11:55:41.835Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/prompt-engineering</loc>
    <lastmod>2026-04-12T11:55:41.838Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/prompt-engineering-concepts</loc>
    <lastmod>2026-04-12T11:55:41.832Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/prompt-engineering-quickstart</loc>
    <lastmod>2026-04-12T11:55:41.830Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/prompt-template-format</loc>
    <lastmod>2026-04-12T11:55:41.874Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/pytest</loc>
    <lastmod>2026-04-12T11:55:41.877Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/query-threads</loc>
    <lastmod>2026-04-12T11:11:26.199Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/quick-start-studio</loc>
    <lastmod>2026-04-12T11:55:41.873Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/rate-limiting</loc>
    <lastmod>2026-04-12T11:55:41.875Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/rbac</loc>
    <lastmod>2026-04-12T11:55:41.880Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/read-local-experiment-results</loc>
    <lastmod>2026-04-12T11:55:41.876Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/reference</loc>
    <lastmod>2026-04-12T11:55:41.872Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/regions-faq</loc>
    <lastmod>2026-04-12T11:55:41.871Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/reject-concurrent</loc>
    <lastmod>2026-04-12T11:55:41.870Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/release-versions</loc>
    <lastmod>2026-04-12T11:55:41.915Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/repetition</loc>
    <lastmod>2026-04-12T11:55:41.918Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/resource-auth</loc>
    <lastmod>2026-04-12T11:55:41.916Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/rollback-concurrent</loc>
    <lastmod>2026-04-12T11:55:41.924Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/rules</loc>
    <lastmod>2026-04-12T11:55:41.914Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/run-backtests-new-agent</loc>
    <lastmod>2026-04-12T11:55:41.912Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/run-data-format</loc>
    <lastmod>2026-04-12T11:55:41.910Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/run-evals-api-only</loc>
    <lastmod>2026-04-12T11:55:41.909Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/run-evaluation-from-playground</loc>
    <lastmod>2026-04-12T11:55:41.923Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/runs</loc>
    <lastmod>2026-04-12T11:11:26.300Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/same-thread</loc>
    <lastmod>2026-04-12T11:55:41.965Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/sample-traces</loc>
    <lastmod>2026-04-12T11:55:41.967Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/sandbox-auth-proxy</loc>
    <lastmod>2026-04-12T11:11:26.302Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/sandbox-sdk</loc>
    <lastmod>2026-04-12T11:11:26.306Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/sandbox-templates</loc>
    <lastmod>2026-04-12T11:11:26.305Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/sandbox-warm-pools</loc>
    <lastmod>2026-04-12T11:11:26.300Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/sandboxes</loc>
    <lastmod>2026-04-12T11:11:26.303Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/scalability-and-resilience</loc>
    <lastmod>2026-04-12T11:55:41.963Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/script-delete-a-workspace</loc>
    <lastmod>2026-04-12T11:55:41.963Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/script-delete-an-organization</loc>
    <lastmod>2026-04-12T11:55:42.005Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/script-delete-traces</loc>
    <lastmod>2026-04-12T11:55:42.000Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/script-generate-clickhouse-stats</loc>
    <lastmod>2026-04-12T11:55:42.008Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/script-generate-query-stats</loc>
    <lastmod>2026-04-12T11:55:42.002Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/script-running-ch-support-queries</loc>
    <lastmod>2026-04-12T11:55:41.995Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/script-running-pg-support-queries</loc>
    <lastmod>2026-04-12T11:55:41.997Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-basic-auth</loc>
    <lastmod>2026-04-12T11:55:42.009Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-blob-storage</loc>
    <lastmod>2026-04-12T11:55:42.004Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-custom-tls-certificates</loc>
    <lastmod>2026-04-12T11:55:42.001Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-egress</loc>
    <lastmod>2026-04-12T11:55:41.999Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-external-clickhouse</loc>
    <lastmod>2026-04-12T11:55:42.073Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-external-postgres</loc>
    <lastmod>2026-04-12T11:55:42.052Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-external-redis</loc>
    <lastmod>2026-04-12T11:55:42.047Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-ingress</loc>
    <lastmod>2026-04-12T11:55:42.053Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-mirroring-images</loc>
    <lastmod>2026-04-12T11:55:42.046Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-organization-charts</loc>
    <lastmod>2026-04-12T11:55:42.051Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-playground-environment-settings</loc>
    <lastmod>2026-04-12T11:55:42.071Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-scale</loc>
    <lastmod>2026-04-12T11:55:42.050Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-sso</loc>
    <lastmod>2026-04-12T11:55:42.048Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-ttl</loc>
    <lastmod>2026-04-12T11:55:42.049Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-ui-customization</loc>
    <lastmod>2026-04-12T11:11:26.463Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-upgrades</loc>
    <lastmod>2026-04-12T11:55:42.111Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-usage</loc>
    <lastmod>2026-04-12T11:55:42.110Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-user-management</loc>
    <lastmod>2026-04-12T11:55:42.115Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-host-using-an-existing-secret</loc>
    <lastmod>2026-04-12T11:55:42.109Z</lastmod>
  </url>

  <url>
    <loc>https://langchain-zh.cn/langsmith/self-hosted</loc>
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