>> CodeGraph
Most of the value in a local coding assistant does not come from the model alone. It comes from how quickly the system can find the relevant place in the codebase, identify the right edge, and avoid wandering through the wrong abstractions.
That is where CodeGraph helps. It is not a replacement for testing, docs, or human judgment. It is a faster way to answer questions about structure: where a symbol is used, which paths are affected by a change, what the likely blast radius is before you touch anything.
In the MQ stack, this is especially useful because the workflow is already built around explicit boundaries. The agent selects context, the tools do the work, and the system keeps the model from becoming the center of gravity. CodeGraph fits that model well when it behaves like a bounded source-intelligence hint: quick, local, focused, and easy to verify.
The best version of this pattern is deliberately narrow. A task like
trace callers, find impact, or refactor this path
benefits from CodeGraph. A task like write release notes or
summarize the roadmap does not need it.
The tool should be present where structure matters, and silent where it does not.
The important lesson is not that CodeGraph makes the agent smarter in some abstract way. The important lesson is that it makes the agent faster to orient. Once the right file, symbol, and dependency path are known, the real work can begin with much less noise.