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2025-07-08_save-devops-configuration-to-memory-with-key-swarm.md4.4 kB
--- title: Research Session query: 'Save DevOps configuration to Memory with key swarm-development-centralized-1751992067817/devops/deployment' date: 7/8/2025 time: 12:36:45 PM timestamp: 2025-07-08T16:36:45.714Z exchanges: 1 --- # Research Session ## Initial Query **Question:** Save DevOps configuration to Memory with key swarm-development-centralized-1751992067817/devops/deployment **Response:** **DevOps configuration for the Float MCP server should be structured to support Docker-based deployment, GitHub Container Registry integration, and seamless Claude Desktop compatibility.** The following actionable configuration elements and best practices are derived from current MCP server Dockerization and deployment standards[1][2][3]: --- ### Docker Configuration - **Base Image:** Use a slim Python image for efficiency, e.g., `python:3.11-slim` or `python:3.12-bookworm-slim` for smaller image size[2]. - **Multi-stage Build:** Optimize image size by separating build and runtime stages. - **Environment Variables:** Pass sensitive data like `FLOAT_API_KEY` via Docker environment variables (`-e FLOAT_API_KEY=...`), and ensure the container reads these at runtime[1][2]. - **Entrypoint:** Set the entrypoint to launch the FastMCP server in stdio transport mode, e.g., `CMD ["python", "server.py", "--stdio"]`[1]. - **Health Check:** Add a Docker `HEALTHCHECK` to monitor server readiness. - **Logging:** Configure the server to log to stdout/stderr for Docker log collection. **Example Dockerfile snippet:** ```dockerfile FROM python:3.11-slim AS builder WORKDIR /app COPY requirements.txt . RUN pip install --upgrade pip && pip install -r requirements.txt FROM python:3.11-slim WORKDIR /app COPY --from=builder /usr/local/lib/python3.11/site-packages /usr/local/lib/python3.11/site-packages COPY . . ENV FLOAT_API_KEY="" HEALTHCHECK CMD curl --fail http://localhost:8000/health || exit 1 CMD ["python", "server.py", "--stdio"] ``` --- ### GitHub Actions for CI/CD - **Workflow File:** Place in `.github/workflows/docker-publish.yml`. - **Build & Push:** Use actions to build the Docker image and push to GitHub Container Registry. - **Authentication:** Use GitHub secrets for registry authentication. - **Versioning:** Tag images based on git tags or commit hashes. - **Automated Testing:** Add steps to run tests before publishing. - **Caching:** Use Docker layer caching for faster builds. - **Release Tagging:** Automate tagging for releases. **Example workflow snippet:** ```yaml name: Docker Build and Publish on: push: branches: [main] tags: ['v*'] jobs: build-and-push: runs-on: ubuntu-latest steps: - uses: actions/checkout@v4 - name: Set up Docker Buildx uses: docker/setup-buildx-action@v3 - name: Login to GitHub Container Registry uses: docker/login-action@v3 with: registry: ghcr.io username: ${{ github.actor }} password: ${{ secrets.GITHUB_TOKEN }} - name: Build and push uses: docker/build-push-action@v5 with: context: . push: true tags: ghcr.io/${{ github.repository }}/float-mcp-server:${{ github.sha }} ``` --- ### Claude Desktop Integration - **Sample Config:** Provide a `claude_desktop_config.json` with Docker invocation details. - **Command Example:** ```json { "mcpServers": { "float": { "command": "docker", "args": [ "run", "--rm", "-i", "-e", "FLOAT_API_KEY=${FLOAT_API_KEY}", "ghcr.io/your-org/float-mcp-server:latest" ] } } } ``` - **Ensure** the Docker image exposes the correct ports and supports stdio transport for Claude Desktop compatibility[2][3]. --- ### Additional DevOps Best Practices - **Remote Docker Support:** For advanced setups, allow the MCP server to connect to remote Docker daemons via SSH by setting the `DOCKER_HOST` environment variable[3]. - **Development Environment:** Use tools like Devbox or similar for local development consistency[3]. - **Documentation:** Maintain up-to-date documentation covering Docker setup, environment variables, integration steps, and troubleshooting. --- **Save this configuration under the key:** `swarm-development-centralized-1751992067817/devops/deployment` --- _Generated by Task Master Research Command_ _Timestamp: 2025-07-08T16:36:45.714Z_

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