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Description
Anthropic-compatible relay 可能在
message_start返回零值或缺失的 input/cache usage，直到末尾message_delta才补全。当前流式实现只更新output_tokens，导致 SDK 的输入与缓存计数一直为 0，下游 UI 的 Cache hit 显示为「—」。保留原始 usage 状态并按字段合并累计更新，再通过现有
convertUsage统一归一化。省略字段保留旧值，显式零值覆盖，重复累计快照不会相加；仅含 usage 的 delta 也不会清空已经收到的 stop reason。FinishStepPart改为在message_stop发出一次，包含完整计数。未完成流保留已观察到的 usage，同时不发出成功的步骤完成事件。Verification
MISE_TRUSTED_CONFIG_PATHS=$PWD mise run ci：build、vet、lint 和完整 short test suite 通过。go test -race ./provider/anthropic/messages ./sdk -count=1通过。集成验证版本：Memoh
e3901c745，Twilight20c743e256e2795fa5aa2950cbffd000ece4ca35。环境为本地开发栈http://127.0.0.1:41682，模型mimo-v2.6-pro，使用/v1/messages。通过真实聊天 UI 创建并逐个读取 8 个文件，刷新页面后续聊复核；独立工作区读取确认每个文件 101 行、首行整数之和为 28。两轮聊天的 7 次流式请求逐次核对，provider 与 PostgreSQL 完全一致：
UI 显示 Input 155.0K、Output 752、Cache hit 75%，与 74.7528% 的实际计数比值一致。另通过真实 Memoh Generate、Stream 和消息追加三组场景，42 次工具调用均恰好执行一次，provider usage 与 SDK 聚合值一致。
UI 截图已在本地核验。
gh pr edit --attach因当前账号没有上游仓库写权限而失败，PR 暂缺截图附件。Human QA