I came to the same conclusion and ended up wiring a custom pipeline with LangGraph and Celery. The markup on the SaaS options is hard to justify given the raw API costs. The main benefit of rolling it yourself seems to be the control over context retrieval—I can force it to look at specific Postgres schemas or related service definitions that a generic CI integration usually misses.