Keep your engineering team ahead of its codebase.
Unvibe turns meaningful code changes into shared knowledge, then shows where understanding is missing, stale, or concentrated.
Code changes fast. Shared understanding should keep up.
Connect GitHub, turn meaningful changes into shared context, and see where knowledge is missing, stale, or concentrated—without ranking engineers.
- Understand changesPR walkthroughs and project-grounded explanations.
- Preserve knowledgeVerified context linked to repositories, systems, and concepts.
- See knowledge riskTransparent coverage, freshness, and concentration signals.
Illustrative preview. A score appears only when enough source evidence exists, with a visible “Why?” explanation.
One useful layer at a time.
The personal product remains the developer wedge. Teams turns verified understanding events into shared engineering intelligence.
Understand meaningful changes
GitHub-connected repository and PR context, project-grounded explanations, and explicit walkthrough evidence.
- Organization and repository connection
- PR understanding
- Shared, verified context
Make understanding visible
Simple percentages, bars, trends, and evidence counts—each with a visible explanation of what moved the number.
- Team and repository coverage
- Knowledge matrix and freshness
- Concentration, risk, and Understanding Gap
Act on the next gap
Project-native recommendations that point to a real PR, architecture path, concept, or repository walkthrough.
- Engineering onboarding
- Weekly knowledge brief
- Ask Engineering and architecture context
Understanding coverage is not employee performance.
Commit activity can establish familiarity, but it never proves comprehension. Unvibe uses explicit evidence, shows why a score changed, and says “Not enough data” when the evidence is thin.
- Expose its contributing evidence and weights.
- Separate source evidence from AI inference.
- Avoid leaderboards and “good/bad engineer” labels.
- Handle loading, missing-data, error, and insufficient-evidence states.
Governance comes after the useful foundation.
Organization intelligence, policies, permissions, audit events, and retention controls are planned. SSO/SAML, SCIM, BYOK, VPC deployment, data residency, and SLA support are later-stage capabilities—not current claims.