[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$f18drhqon2o5vk":3},{"_id":4,"slug":5,"title":6,"subtitle":7,"kind":8,"cards":9,"tags":47,"categories":49,"source":51,"lang":54,"author":55,"audioState":58,"stats":59,"publishedAt":62,"renderer":63},"6abce992ca21c797c7ea153d","gitocx-51205249","GitOcx","AI-powered GitHub documentation and knowledge analysis for development teams.","news",[10,12,17,22,27,32,37,42],{"headline":6,"body":7,"imageUrl":11,"sourceImageUrl":11},"https:\u002F\u002Fmedia2.dev.to\u002Fdynamic\u002Fimage\u002Fwidth=1200,height=627,fit=cover,gravity=auto,format=auto\u002Fhttps%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fbyvg5u6qj3l9wxc0d4n4.png",{"headline":13,"body":14,"imageUrl":15,"images":16},"As our projects grow, we often face a","As our projects grow, we often face a problem: one developer builds a feature, but other developers need to spend a lot of time understanding how it works before they can use or extend it. This becomes even harder when a developer leaves the team. We wanted to build a tool that could automatically understand a codebase and make its knowledge easier to share. GitOcx connects to a GitHub repository and analyzes its commit history. Group related commits into individual features Generate documentation for each feature Explain how features work and how they can be integrated Identify features where knowledge is highly concentrated around one developer Highlight features that may be at risk if a key developer becomes unavailable","\u002Fapi\u002Fmedia\u002Fposts\u002Fgitocx-51205249\u002F1.webp",{"local":15},{"headline":18,"body":19,"imageUrl":20,"images":21},"For example, GitOcx can turn multiple commits into","For example, GitOcx can turn multiple commits into a \"Payment Integration\" feature, then generate documentation that helps another developer understand and use it. We built GitOcx with React.js and FastAPI. PyGithub is used to retrieve GitHub repository data. LangChain and Gemini power the AI analysis. We use SQLite for storing project data and deployed the application using a VM and Vultr.","\u002Fapi\u002Fmedia\u002Fposts\u002Fgitocx-51205249\u002F2.webp",{"local":20},{"headline":23,"body":24,"imageUrl":25,"images":26},"Because AI analysis can be expensive and difficult","Because AI analysis can be expensive and difficult to scale, we also added repository caching to reduce repeated AI processing. One of our biggest challenges was the cost of repeated AI calls.","\u002Fapi\u002Fmedia\u002Fposts\u002Fgitocx-51205249\u002F3.webp",{"local":25},{"headline":28,"body":29,"imageUrl":30,"images":31},"Large repositories can contain a lot of commits","Large repositories can contain a lot of commits and information, so sending the same data to an AI model again and again is expensive. We solved part of this problem by caching analyzed repository data.","\u002Fapi\u002Fmedia\u002Fposts\u002Fgitocx-51205249\u002F4.webp",{"local":30},{"headline":33,"body":34,"imageUrl":35,"images":36},"We learned that understanding a large codebase is","We learned that understanding a large codebase is not only about reading code. A project also contains knowledge about how its features work and how those features connect.","\u002Fapi\u002Fmedia\u002Fposts\u002Fgitocx-51205249\u002F5.webp",{"local":35},{"headline":38,"body":39,"imageUrl":40,"images":41},"We also learned the importance of planning before","We also learned the importance of planning before execution, proper research, documentation, and teamwork during a 36-hour hackathon.","\u002Fapi\u002Fmedia\u002Fposts\u002Fgitocx-51205249\u002F6.webp",{"local":40},{"headline":43,"body":44,"imageUrl":45,"images":46},"We want to improve the quality of the","We want to improve the quality of the generated documentation and explore job sequencing to help identify suitable developers who could take over a feature when a core team member is unavailable. React.js, FastAPI, SQLite, PyGithub, LangChain, Gemini, VM, Vultr For further actions, you may consider blocking this person and\u002For reporting abuse","\u002Fapi\u002Fmedia\u002Fposts\u002Fgitocx-51205249\u002F7.webp",{"local":45},[48],"dev",[50],"Technology",{"name":52,"url":53},"Dev.to","https:\u002F\u002Fdev.to\u002Fdev-saurabh-k\u002Fgitocx-33oh","en",{"handle":56,"displayName":57},"spots","Spots","queued",{"views":60,"likes":61,"saves":61,"shares":61,"completions":61,"opens":61,"skips":61,"depthSum":61},1,0,"2026-09-30T10:50:58.040Z","local"]