De-risk
Audit first when scope is unclear.
Why it exists
Make engineering context durable and queryable.
Capture sessions
Store structured artifacts from tool-assisted work.
Build a graph
Connect files, concepts, and decisions.
Search fast
Query across architecture and code without rereading everything.
Links
Product and source.
GitHub repo
codeswiftr/code-atlas
Product landing
CodeSwiftr
Need a backend audit or sprint?
If your service needs clearer architecture or faster shipping, start with a call.
Ship
Sprint when it’s clear.
Scale
Retainer after trust is built.