I had built a CLI coding assistant which knows about your codebase. Main motive was to understand how coding assistants like Copilot worked under the hood.
Used ast-grep to chunk source code as classes, functions and structs, computed vector embeddings with OpenAI’s embedding API and stored in Qdrant database.
Due to limitations of plain semantic search, I’ve been experimenting with Go’s internal tooling to generate a codegraph which contains not just code, but also contextual information and relationship such as calls, imports(essentially a callgraph). I’ve made decent progress with Go’s frontend and been able to generate codegraph. For now, I’ve paused working on this project due to lack of time.
License
MIT