repo-knowledge-base-builder

To generate operational documentation for coding agents, you need to parse existing READMEs, manifests, and CI/CD pipelines. This process extracts architecture, commands, and testing details into a structured knowledge base that agents can act on.

The best way to build a knowledge base for agent interaction is to inspect source code and environment setups systematically. This structures operational knowledge, covering development, testing, quality, observability, security, and release processes.

Repository analysis extracts architecture and commands by parsing documentation, manifests, and CI/CD pipelines. It organizes this information into a comprehensive, actionable base covering product intent and operational details for coding agents.

Yes, you can document CI/CD pipelines and environment setups by inspecting manifests and configuration files. This captures operational details and quality gates, making them actionable for coding agents working within the repository.

You do not strictly need existing documentation to build an operational knowledge base. The process inspects source code and environment setups directly to extract product intent, architecture, and specifications when documentation is missing or incomplete.

A limitation when parsing source code for repository documentation is the reliance on explicit manifests and CI/CD configurations. Implicit operational knowledge or undocumented environment quirks may be missed during automated extraction.