21st.dev Magic MCP — AI-powered UI component generation via natural language. Access to 21st.dev component library, SVGL brand logos, and real-time preview. Generate React/Tailwind components with /ui command.
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Reduce container attack surface by building application images on Google distroless base images that contain only the application runtime with no shell, package manager, or unnecessary OS utilities.
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
Google distroless images contain only your application and its runtime dependencies, without package managers, shells, or other programs found in standard Linux distributions. By eliminating unnecessary OS components, distroless images achieve up to 95% reduction in attack surface compared to traditional base images like ubuntu or debian. Major projects including Kubernetes itself, Knative, and Tekton use distroless images in production. As of 2025, Docker also offers Hardened Images (DHI) as an open-source alternative for minimal container bases.
| Image | Use Case | Size |
|---|---|---|
gcr.io/distroless/static-debian12 | Statically compiled binaries (Go, Rust) | ~2MB |
gcr.io/distroless/base-debian12 | Dynamically linked binaries needing glibc | ~20MB |
gcr.io/distroless/cc-debian12 | C/C++ applications needing libstdc++ | ~25MB |
gcr.io/distroless/java21-debian12 | Java 21 applications | ~220MB |
gcr.io/distroless/python3-debian12 | Python 3 applications | ~50MB |
gcr.io/distroless/nodejs22-debian12 | Node.js 22 applications | ~130MB |
FROM golang:1.22-bookworm AS builder
WORKDIR /app
COPY go.mod go.sum ./
RUN go mod download
COPY . .
RUN CGO_ENABLED=0 GOOS=linux go build -ldflags="-s -w" -o /server ./cmd/server
FROM gcr.io/distroless/static-debian12:nonroot
COPY --from=builder /server /server
USER nonroot:nonroot
ENTRYPOINT ["/server"]
FROM maven:3.9-eclipse-temurin-21 AS builder
WORKDIR /app
COPY pom.xml .
RUN mvn dependency:go-offline
COPY src ./src
RUN mvn package -DskipTests
FROM gcr.io/distroless/java21-debian12:nonroot
COPY --from=builder /app/target/app.jar /app.jar
USER nonroot:nonroot
ENTRYPOINT ["java", "-jar", "/app.jar"]
FROM python:3.12-bookworm AS builder
WORKDIR /app
COPY requirements.txt .
RUN pip install --no-cache-dir --target=/deps -r requirements.txt
COPY . .
FROM gcr.io/distroless/python3-debian12:nonroot
WORKDIR /app
COPY --from=builder /deps /deps
COPY --from=builder /app /app
ENV PYTHONPATH=/deps
USER nonroot:nonroot
ENTRYPOINT ["python3", "/app/main.py"]
FROM node:22-bookworm AS builder
WORKDIR /app
COPY package*.json ./
RUN npm ci --production
COPY . .
FROM gcr.io/distroless/nodejs22-debian12:nonroot
WORKDIR /app
COPY --from=builder /app .
USER nonroot:nonroot
CMD ["server.js"]
| Component | Ubuntu | Alpine | Distroless |
|---|---|---|---|
| Shell (bash/sh) | Yes | Yes | No |
| Package manager | apt | apk | No |
| coreutils | Full | BusyBox | No |
| curl/wget | Yes | Yes | No |
| User management | Yes | Yes | No |
| Known CVEs (typical) | 50-200+ | 5-20 | 0-5 |
| Image size (base) | ~77MB | ~7MB | ~2-20MB |
cat, ls, Bul:, curl for reconnaissance:nonroot tag runs as UID 65534Since distroless has no shell, use these techniques for debugging:
FROM gcr.io/distroless/base-debian12:debug
kubectl exec -it pod-name -- /busybox/sh
kubectl debug -it pod-name --image=busybox:1.36 --target=app-container
crane export gcr.io/distroless/static-debian12 - | tar -tf - | head -50
dive gcr.io/distroless/static-debian12
Typical vulnerability comparison using Trivy:
trivy image myapp:ubuntu
trivy image myapp:distroless
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21st.dev Magic MCP — AI-powered UI component generation via natural language. Access to 21st.dev component library, SVGL brand logos, and real-time preview. Generate React/Tailwind components with /ui command.
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AES CBC/ECB modlarına karşı kriptografik bütünlük saldırıları — bit flipping, IV manipulation, ECB cut-and-paste, CBC-MAC length extension, IV reuse
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AES-GCM ve ChaCha20-Poly1305 nonce yeniden kullanımı saldırısı — GF(2^128) polinom kök bulma ile Hash Key kurtarma ve MAC sahteciliği.
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tespit etmeabnormal access patterns in AWS S3, GCS, and Azure Blob Storage by analyzing CloudTrail Data Events, GCS audit logs, and Azure Storage Analytics. Identifies after-hours bulk downloads, access from new IP addresses, unusual API calls (GetObject spikes), and potential data exfiltration using statistical baselines and time-series anomaly Tespit.
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Perform static and symbolic analysis of Solidity smart contracts using Slither and Mythril to tespit etmereentrancy, integer overflow, access control, and other vulnerability classes before Dağıt:ment to Ethereum mainnet.
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Parses Kubernetes API server audit logs (JSON lines) to tespit etmeexec-into-pod, secret access, RBAC modifications, privileged pod creation, and anonymous API access. Builds threat Tespit rules from audit event patterns. Use investigating yaparken Kubernetes cluster compromise or building k8s-specific SIEM Tespit rules.
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