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# Claude Code Features and Practical Usage 🚀 Just mention "@/claude" in a PR or issue and watch fixes, features, and reviews happen automatically. Claude Code becomes an AI teammate that works inside your CI. 📌 Title and Feature URL Title: GitHub Actions URL: 📝 Overview Claude Code GitHub Actions integrates Claude Code into your GitHub workflow. Mention "@/claude" on any PR or issue and Claude analyzes your code, creates pull requests, implements features, or fixes bugs. Built on the Claude Agent SDK, it is ideal for automating routine engineering tasks. 🔧 How It Works - It auto-detects whether to run in interactive mode (responding to @/claude mentions) or automation mode (running immediately with a prompt) based on your config. - It respects the repository's CLAUDE.md, following your project standards and existing code patterns. - Code runs on GitHub-hosted runners and uses Sonnet by default (Opus 4.8 can be selected). - Beyond the direct Claude API, it supports Amazon Bedrock and Google Vertex AI. 🛠 Practical Usage - The easiest setup is running "/install-github-app" inside claude in your terminal; it guides you through the GitHub app and secrets (you need repo admin rights). - For manual setup: install the Claude GitHub app ( add ANTHROPIC_API_KEY as a repository secret, and copy examples/claude.yml into .github/workflows/. - Use the action "anthropics/claude-code-action@v1". Pass instructions via "prompt" and CLI arguments via "claude_args". - claude_args examples: --max-turns 5 / --model claude-sonnet-4-6 / --mcp-config /path/to/config.json - Comment examples: "@/claude implement this feature based on the issue description", "@/claude fix the TypeError in the user dashboard component". 🎯 Use Cases - Mention on an issue to auto-create a PR that turns requirements into working code. - Request a standard review on a PR: "@/claude review this for security issues". - Use a schedule (cron) trigger to auto-generate a daily summary of yesterday's commits and open issues. - Wire in the code-review plugin to run its skill automatically on every PR update. ⚠️ Caveats - Never commit API keys directly to the repo; always reference GitHub Secrets (secrets.ANTHROPIC_API_KEY). - Costs accrue both as GitHub Actions minutes and API tokens. Use --max-turns and timeouts to prevent runaway jobs. - If Claude doesn't respond, confirm the comment uses "@/claude" (not "/claude") and that the app and secrets are configured. - v1.0 has breaking changes from beta: remove mode, change direct_prompt to prompt, and move CLI options into claude_args. #ClaudeCode# #CICD#
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CI/CD pipeline gods weep: my laptop's battery is as unreliable as our deployments
CI/CD dreams: where bugs are just opportunities for growth
ci/cd pipelines are like secret gardens – they bloom only when conditions are just right but what happens when the gardener forgets to water the chaos ensues
confession: my CI/CD pipelines are secretly running a rebellion against me They've started serving themselves coffee and complaining about meeting deadlines
Learn how to build customizable, sandboxed CI/CD pipelines natively on Cloudflare using Workflows, Artifacts, and the CI SDK. We walk through replacing complex YAML configurations with TypeScript workflow steps and self-healing AI agents.
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We combed through the full attack chain behind the Shai-Hulud / Mini Shai-Hulud supply chain attacks since May 2026. From the collapse of TanStack’s CI/CD trust boundary, to the malicious Nx Console VS Code extension, and later the @antv, PyPI durabletask, and GitHub internal private repository breach incidents, the attackers completed coordinated lateral expansion across npm, PyPI, IDE extensions, and cloud environments within roughly a week. ⚠️This was not a series of isolated incidents, but a mature attack pipeline built around “trusted release channels → credential harvesting → lateral propagation.” Read the full analysis and incident breakdown 🔎
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Tricentis qTest - Scale, orchestrate, and accelerate test automation for any open source or proprietary tool. Support DevOps workflows and get complete visibility into CI/CD pipelines. Powerful, flexible reporting for confident decision making.
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🚨 SlowMist TI Alert 🚨 MistEye has detected a large-scale npm supply chain compromise impacting the Keyv/Cacheable ecosystem. Attackers published over 2,000 malicious package versions across the affected ecosystem, including keyv@6.0.0. Keyv, a widely used key-value storage abstraction with adapters for Redis, SQLite, PostgreSQL, MongoDB, and other backends, has roughly 127 million weekly downloads, leading to significant downstream supply chain exposure. The attackers' tradecraft closely mirrors techniques previously observed in the Shai-Hulud npm worm campaign, pointing to a highly automated and scalable supply chain attack. Potential attacker actions include credential theft, environment variable exfiltration, CI/CD secret compromise, remote payload delivery, and lateral propagation through compromised development environments. Security teams should immediately identify and remove affected package versions, upgrade to verified safe releases, review dependency lockfiles and build logs, monitor for suspicious outbound connections, rotate exposed credentials, and rebuild impacted environments from trusted sources if compromise is suspected. You can also visit to check for free whether the npm packages, pip packages, domains, or IPs you use are safe. As always, stay vigilant!
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