Software engineering
Developers want AI help with their codebase without uploading proprietary code.
The challenge
Section titled “The challenge”- Finding “where do we validate tokens?” by keyword is slow.
- Internal docs and code drift apart.
- Many companies forbid sending source code to external services.
Why SrvDB fits
Section titled “Why SrvDB fits”- Code search by meaning with a code embedding model.
- Keep the index current with
upsertanddeleteas files change. - Everything local, including in CI.
Five projects, five levels
Section titled “Five projects, five levels”Each project has its own page: the problem, how SrvDB powers it, what changes, architecture, use cases, core code and limits.
| Level | Project | What it does |
|---|---|---|
| 1 · Beginner | Code Search | Find code by what it does. |
| 2 · Intermediate | Codebase Q&A | Ask how the system works and get answers citing files. |
| 3 · Advanced | Bug Dedup Engine | Links duplicate bug reports and similar stack traces. |
| 4 · Expert | Coding Agent Memory | Long-term, crash-safe memory for autonomous coding agents. |
| 5 · Frontier | Air-gapped Dev Copilot | A self-hosted developer assistant for isolated environments. |