Catch it in review, or remember it while writing.

Different moments in the same pipeline

Credit where due: CodeRabbit found a real gap and filled it well. It's a hosted AI reviewer— connect your GitHub or GitLab repos and it comments on pull requests with summaries and line-level feedback, no infrastructure on your side. If "an automated reviewer on every PR, managed for us" is the job description, CodeRabbit does that job. Graphify sits at a different moment. It's an MIT-licensed CLI that builds a knowledge graph of your codebase on your own machine, so the assistant writingthe code — Cursor, Claude Code, Copilot, whichever you already use — knows what a change touches, what depends on it, and why the surrounding code exists. A review bot catches problems after they're written; code memory means fewer of them get written.

A comment to judge, or a path to check

Every AI review comment poses the same quiet question: is this right? A hosted reviewer hands you well-written prose and leaves the judging to you. Graphify's answers are built differently: each one is a traversal through a typed graph, and every relationship on the path carries a confidence tag — EXTRACTED straight from the AST via tree-sitter, INFERRED by your own model from docs and prose, or AMBIGUOUSand flagged rather than asserted. When your assistant claims "this handler is the only caller," you can see whether that claim was parsed from code or guessed, hop by hop. For the general version of this argument, see Graphify vs RAG.

Where your code goes

A hosted reviewer, by definition, processes your code on its service — an acceptable deal for many teams, a non-starter for others. Graphify makes the opposite deal: parsing runs locally, the graph lives on disk next to your repo, and there is no telemetry and no account. For teams that want graph-aware reviewtoo — verification, review, and digest workflows across a team — that's Graphify Enterprise, currently in early access, and it runs self-hosted in your own VPC. Same principle at team scale: the review happens where the code already lives.

When CodeRabbit is the better fit

Choose CodeRabbit when you want automated review comments on every pull request starting today, with nothing to run and nothing to maintain; when your team's quality workflow lives in GitHub or GitLab and a bot in the PR thread is exactly the ergonomics you want; or when a managed service fits your security posture and you'd rather pay than operate. Graphify's enterprise review is in early access and self-hosted — if "works this afternoon, hosted, on every PR" is the requirement, the hosted bot is the honest answer.

Which fits you

Solo developers:you likely don't need a review bot for your own PRs — you need your assistant to stop re-learning your codebase every session. uv tool install graphifyy and start with the docs.

Team leads: these tools compose. Memory while writing plus review after writing attack the same defect from both sides. Graphify plugs into the assistants your team already runs.

Enterprises with strict data boundaries:if code can't leave your infrastructure, a hosted reviewer is off the table regardless of quality. Graphify is on-device for individuals and VPC-self-hosted for teams.