How Credit Genie uses OpenWiki to keep codebase knowledge fresh, searchable, and automated

Credit Genie uses LangChain’s OpenWiki to automate repository documentation for its growing AI and ML engineering codebase, addressing stale manuals, fragmented Notion pages and READMEs, and knowledge concentrated among individual contributors. The company built a GitHub Pages portal that consolidates documentation from onboarded repositories into a searchable interface for employees, while coding agents are directed to repository-level openwiki folders to obtain current system context before making changes. OpenWiki detects meaningful code changes nightly, creates documentation-update pull requests, and is supported by automated approval, merging, and daily portal rebuilds to minimize manual maintenance. Credit Genie reports faster access to cross-repository knowledge, improved onboarding, reduced reliance on subject-matter experts, and more informed conversations among technical and nontechnical stakeholders. The next phase aims to integrate the company’s cross-repository dependency graph so documentation can explain system relationships and help engineers and agents assess the potential impact of code changes.

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