diff --git a/.gitea/workflows/build-image.yml b/.gitea/workflows/build-image.yml
index eb75846..02f1092 100644
--- a/.gitea/workflows/build-image.yml
+++ b/.gitea/workflows/build-image.yml
@@ -70,6 +70,10 @@ jobs:
         with:
           context: .
           push: true
+          # buildx 每次 CI 起新的 buildkit 实例，layer cache 默认会丢。用 registry
+          # 当跨 CI run 的缓存。mode=max 把所有中间层（含 NuGet restore 那层）都存。
+          cache-from: type=registry,ref=git.zhengchentao.win/zhengchen.tao/obsidian-mcp:buildcache
+          cache-to: type=registry,ref=git.zhengchentao.win/zhengchen.tao/obsidian-mcp:buildcache,mode=max
           labels: |
             org.opencontainers.image.source=https://git.zhengchentao.win/zhengchen.tao/obsidian-mcp
             org.opencontainers.image.revision=${{ steps.meta.outputs.full_sha }}
diff --git a/Dockerfile b/Dockerfile
index 351c48e..2e15f25 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,3 +1,4 @@
+# syntax=docker/dockerfile:1.6
 # ─── Stage 1: build ───────────────────────────────────────────────────────────
 FROM mcr.microsoft.com/dotnet/sdk:10.0 AS builder
 
@@ -5,11 +6,13 @@ WORKDIR /src
 
 # 先只复制 csproj，利用层缓存加速 restore
 COPY obsidian-mcp.csproj ./
-RUN dotnet restore obsidian-mcp.csproj
+RUN --mount=type=cache,target=/root/.nuget/packages \
+    dotnet restore obsidian-mcp.csproj
 
 # 复制全部源码并 publish
 COPY . .
-RUN dotnet publish obsidian-mcp.csproj \
+RUN --mount=type=cache,target=/root/.nuget/packages \
+    dotnet publish obsidian-mcp.csproj \
     --configuration Release \
     --no-restore \
     --output /app/publish