Paperclip Integration with Claude Code

We design and deploy artificial intelligence systems: from prototype to production-ready solutions. Our team combines expertise in machine learning, data engineering and MLOps to make AI work not in the lab, but in real business.
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Paperclip Integration with Claude Code
Medium
~3-5 business days
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Paperclip integration with Claude Code

Claude Code is an AI development assistant from Anthropic with direct access to the file system, the ability to execute commands, and edit code. When paired with Paperclip, it becomes a managed AI developer: Paperclip sets tasks, manages budgets, and accepts results.

Integration architecture

Paperclip Tech Lead Agent → GitHub Issue / Jira ticket → Claude Code Agent (via Claude Code SDK/API) → work with code (edit files, run tests, commit) → pull request → Paperclip Code Review Agent → merge or return for fixes.

Setting up

Claude Code is configured in a sandbox environment: a Docker container with a repository, a CI environment, and permissions for git operations. Paperclip receives an endpoint for running Claude Code tasks and a webhook for receiving results.

Guardrails:

  • Directory restrictions (only /src, prohibition of /config, /infra)
  • Disable direct push to main (feature branches only)
  • Automatically run tests after each change
  • Budget for the number of files/commits per task

What is automated?

Routine development tasks: adding typing, writing unit tests, fixing lint errors, refactoring according to a template, documenting code, updating dependencies.

Terms: 2-3 weeks