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    Home»Machine Learning & Research»Automating GitHub Workflows with Claude 4
    Machine Learning & Research

    Automating GitHub Workflows with Claude 4

    Oliver ChambersBy Oliver ChambersJune 14, 2025No Comments4 Mins Read
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    Automating GitHub Workflows with Claude 4
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    Picture by Writer

     

    Claude Opus 4 is Anthropic’s most superior and highly effective AI mannequin thus far, setting a brand new benchmark for coding, reasoning, and long-running duties. It could actually autonomously deal with advanced, multi-hour duties, sustaining focus and delivering distinctive outcomes over 1000’s of steps.

    On this tutorial, we’ll learn to use Claude Opus 4 to automate GitHub workflows, which can be utilized for resolving GitHub points, performing code evaluations, and managing pull requests (PRs). We’ll learn to arrange the Claude App in your GitHub repository and invoke it instantly by feedback.

     

    Setting Up Claude Code

     

    1. Run the next command in your terminal to put in Claude Code globally:
      npm set up -g @anthropic-ai/claude-code
    2. Go to the Anthropic Console and create an account.
    3. Add at the very least $10 in credit to your account utilizing a credit score or debit card. 
    4. Launch Claude Code by navigating to your undertaking listing and working:
    5. Comply with the prompts to connect with the Anthropic Console:
    • A browser window will open, prompting you to log in to your Anthropic account.
    • Copy the authentication code generated by the console and paste it into the Claude Code terminal.

    As soon as authenticated, Claude Code shall be prepared to make use of.

     

    Organising GitHub App Utilizing Claude Code

     

    1. Open your terminal and kind claude to launch Claude Code.
    2. As soon as inside Claude Code, sort /install-github-app to start organising the Claude App for GitHub Actions.
      Automate GitHub Workflows with Claude 4
    3. Navigate to your GitHub repository and create a pull request. Merge the pull request to make sure the repository is prepared for Claude integration.
      Automate GitHub Workflows with Claude 4
      Screenshot from kingabzpro/bbc-news-class-mlops
    4. Open your GitHub Motion workflow file (github/workflows/claude.yml) and add the next configuration:
      mannequin: 'claude-sonnet-4-20250514'

      Automate GitHub Workflows with Claude 4
      Screenshot from .github/workflows/claude.yml

      This ensures that the most recent Claude 4 mannequin is used inside the Claude App.

    5. Go to the Claude GitHub App web page: https://github.com/apps/claude.
    6. Set up the app and grant it entry to your repository.

     

    Creating the Pull Request Utilizing the GitHub Points

     
    For this tutorial, we’ve got chosen the Problem #9 from the kingabzpro/bbc-news-class-mlops github repository. 

    1. Go to Problem #9 within the repository.
    2. Within the remark part of the problem, sort the next command:
      @claude add the docker compose file primarily based on the problem description

      The @claude point out triggers the GitHub Motion, permitting Claude to investigate the problem description and use it as context to generate the required code. 

      Automate GitHub Workflows with Claude 4
      Screenshot from kingabzpro/bbc-news-class-mlops
    3. As soon as Claude completes the duty, it is going to create all the mandatory recordsdata and supply an choice to instantly create a pull request.
      Automate GitHub Workflows with Claude 4
      Screenshot from kingabzpro/bbc-news-class-mlops
    4. Click on on the Create PR hyperlink offered by Claude and merge the modifications into your repository.

    Automate GitHub Workflows with Claude 4
    Screenshot from kingabzpro/bbc-news-class-mlops

    The modifications shall be applied, and most often, Claude resolves the problem with 90% accuracy primarily based on the offered context.

     

    Different Use Circumstances of Github Claude App

     
    We’ve used the GitHub concern description to make edits and create the pull request. You may attempt the next use case too utilizing the identical workflow:

    1. Automated Code Overview: Analyze pull requests (PRs) for code high quality, potential bugs, and adherence to requirements.
    2. PR Administration: Create, replace, and handle pull requests robotically.
    3. Problem Triage: Analyze points, categorize them, and recommend or implement fixes.
    4. Debugging and Bug Fixing: Find bugs, implement fixes, and create PRs for evaluation.
    5. Documentation Updates: Robotically replace documentation primarily based on code modifications.
    6. Refactoring Code: Enhance code readability, efficiency, or maintainability.

     

    Last Ideas

     
    Anthropic is rapidly rising because the go-to AI mannequin supplier for coding and software program engineering duties. The corporate affords a complete ecosystem that automates the complete improvement course of, together with constructing, testing, debugging, deploying, and monitoring purposes. With Claude Code and its extensions, builders can seamlessly automate all these steps, making it a strong instrument for streamlining workflows.
     
     

    Abid Ali Awan (@1abidaliawan) is a licensed knowledge scientist skilled who loves constructing machine studying fashions. At the moment, he’s specializing in content material creation and writing technical blogs on machine studying and knowledge science applied sciences. Abid holds a Grasp’s diploma in know-how administration and a bachelor’s diploma in telecommunication engineering. His imaginative and prescient is to construct an AI product utilizing a graph neural community for college students scuffling with psychological sickness.

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    Oliver Chambers
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