Agent4cs: A Multi-agent System for Code Summarization in Large Hierarchical Codebases

📰 ArXiv cs.AI

Learn how Agent4cs, a multi-agent system, improves code summarization in large hierarchical codebases by leveraging interdependencies and hierarchical information.

advanced Published 3 Jul 2026
Action Steps
  1. Build a multi-agent system using Agent4cs to analyze code interdependencies
  2. Run Agent4cs on a large hierarchical codebase to generate summaries
  3. Configure Agent4cs to utilize repository structure and documentation
  4. Test Agent4cs against existing code summarization solutions
  5. Apply Agent4cs to improve code maintenance and development efficiency
  6. Compare Agent4cs summaries with human-generated summaries for accuracy
Who Needs to Know This

Software engineers, developer teams, and DevOps professionals can benefit from Agent4cs to better understand and navigate complex codebases.

Key Insight

💡 Agent4cs leverages interdependencies and hierarchical information to improve code summarization

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🤖 Agent4cs: A multi-agent system for code summarization in large hierarchical codebases 📈

Key Takeaways

Learn how Agent4cs, a multi-agent system, improves code summarization in large hierarchical codebases by leveraging interdependencies and hierarchical information.

Full Article

Title: Agent4cs: A Multi-agent System for Code Summarization in Large Hierarchical Codebases

Abstract:
arXiv:2607.01425v1 Announce Type: new Abstract: Understanding large, complex codebases, especially those with obfuscated structures and incomplete documentation, remains a significant challenge. Existing code summarization solutions often rely on a single language model or coding assistant like Claude Code, and treat source code as flat text, underutilizing the rich interdependencies and hierarchical information within a repository. To address these shortcomings, we propose Agent4cs - a multi-ag
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