VibeOps MCP

Give every agent on your team the judgment of your best senior engineer.

Cursor, Claude Code, Codex (whatever your team runs) plug into one shared brain that already knows your conventions, the decisions you made weeks ago, and what breaks if you touch the wrong file. Enforced at the moment of writing. No Claude.md to babysit, no rule to repeat.

Watch the same prompt run with and without it. Pick who you are:

What changes across the whole org when every agent shares one senior brain.

40 engineers, ~600 AI-authored PRs / month·One month of AI-authored PRs, reviewed the old way, then with VibeOps in the loop.
cursor
Live scoreboard
Regressions caught
Plain
0%
VibeOps
0%
Review signal
Plain
100%
VibeOps
100%
Manual review load· lower is better
Plain
100%
VibeOps
100%
cursor + vibeops

Scripted reel. Figures extrapolated from a measured eval on a live customer codebase (2,242-PR Groovy/Java monorepo); the wins shown track the real diff-audit results, scaled for the tuning gains shipped since.

What the agent gains

Four senior-engineer instincts, exposed as tools

Your IDE agent already reads files and greps. VibeOps adds the four things only a senior who's lived in your codebase would know to do.

“I remember how we decided this.”
search_org_knowledge

Semantic recall over thousands of mined senior review comments, tagged by reviewer tier and how hard the rule is (mandate → taste).

“That breaks a convention we hold.”
check_against_rules

Pattern-matches a diff against the promoted Best-Practice Rules, the team's conventions, enforced at author time, not at review.

“This already exists. Reuse it.”
find_callers_in_project

Walks the indexed call graph to surface prior art and existing helpers, so the agent stops re-implementing what the codebase already has.

“Touching this ripples three systems out.”
get_blast_radius

Transitive reach of a change across the call graph, the senior's reflexive “what else does this break?” before a line is written.

What's behind the answers

Not a generic model. Your org's judgment, distilled, and compounding.

1,776
senior review comments mined
86
team rules promoted & editable
78,720
code-graph nodes indexed
Every PR
makes the brain sharper
VibeOps · MCP usage

Your org brain, on tap in every editor

Every time an engineer's AI tool asks VibeOps a question (conventions, blast radius, prior art), it lands here. Last 90 days.

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