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ai-doc-gen

by divar-ir

Multi-agent system that auto-generates codebase documentation with GitLab and multi-LLM support

Python
Updated Nov 24, 2025
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Overview

Generates comprehensive codebase documentation by analyzing repositories with a coordinated multi-agent pipeline. Uses specialist agents for tasks like code parsing, dependency analysis, and natural-language summarization, and runs concurrent workers to scale across large projects. Includes GitLab integration and support for multiple LLM backends to improve accuracy and onboarding speed. It also leverages the Agent Registry Pattern to scale tooling and governance coordinated multi-agent pipeline and Agent Registry Pattern.

Why It Matters

As teams adopt multi-agent tooling, automated and auditable documentation helps keep each agent's outputs understandable and reviewable. Providing structured, LLM-backed explanations of code paths and responsibilities reduces trust friction when agents delegate tasks or produce code artifacts. This repo makes it easier to evaluate agent outputs against the codebase and create a traceable record useful for agent-to-agent evaluation and onboarding. For enhanced governance, consider a Human-in-the-Loop approach and agent-to-agent evaluation.

Ideal For

Developer teams wanting automated, reviewable documentation and code summaries for large repositories or CI workflows. This fits well with automation patterns like the Orchestrator-Worker Model to streamline CI pipelines and tooling Orchestrator-Worker Pattern.

Use Cases

  • Generate developer-facing documentation from large or legacy codebases to speed onboarding
  • Integrate documentation generation into GitLab CI to produce up-to-date docs on each PR
  • Automate code summarization and dependency maps for architectural review and audits
Works With
gitlabopenaihuggingface
Topics
agentaiai-documentationcode-analysisdocumentationmulti-agentpydantic-aipython
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Keywords
multi-agentai-documentationagent-evaluationcode-analysis