The CI Brain

The company brain — for the system that decides whether code ships. Drape ingests every test run, every failure, every coverage and dependency change across your repos, and decides which red builds are real bugs vs. flakes vs. infra — so your team and your AI agents act on the right thing.

New to Drape? See the problem first.

Knows. Decides. Acts.

One brain. Three jobs. Today means it runs without anyone typing a command.

Knows

Today

  • Every test run, every failure, every flake — indexed by repo, branch, commit, and job.
  • Coverage deltas line-by-line. Dependency and CVE changes per build.
  • Failure clusters grouped by log similarity, with occurrences across jobs and branches.
  • Per-job specificity for Release Confidence so your CI signal isn't averaged into mush.

Next

  • Cross-repo memory: pattern recognition for flakes that appear in similar codebases.

Decides

Today

  • Triages every red build — real bug, flake, or CI infrastructure.
  • Scores Release Confidence on every PR, with the limiting factor named.
  • Decides which flakes are safe to suppress, with SLAs and expiration dates.
  • Ranks failure clusters by impact so the next fix is the right one.

Next

  • Conversational triage in chat: ask the brain why a build failed, get the answer with evidence.

Acts

Today (autonomous)

  • Suppresses false-red flakes automatically — pipelines stop blocking on noise.
  • Blocks merges that drop coverage or introduce CVEs.
  • Posts rich PR comments with classifications and the next step named.

On request

  • Runs Burn-in from chat, PR comment, or API.
  • Bisects regressions across commit history.

Next

  • Drafts fix PRs for known flake patterns.

These are the capabilities of the brain that powers Discover, Fix, and Prevent on the features page.

See all capabilities →

What changes the day you turn on the brain

Red builds

Before: every red build is a 20-minute investigation.

After: red builds arrive pre-classified — bug, flake, or infra — with the next step named.

Flaky tests

Before: flaky tests waste 4+ hours per engineer per week.

After: flakes are auto-suppressed; you see only the reds that matter.

Release decisions

Before: release decisions are gut calls.

After: every PR has a Release Confidence Score grounded in your repo's history.

Built for humans and agents

Two audiences read the brain. The same signal feeds both.

Humans

  • Dashboards that surface what matters, not everything.
  • Rich PR comments with classifications and Release Confidence.
  • Weekly digest for VPEs and EMs — trends, not tickets.
  • Chat assistant (next): ask the brain anything about your CI.

AI agents

  • MCP server: agents query the brain like a tool.
  • Structured API: schema'd failure context, flakiness scores, coverage gaps.
  • Skip known flakes. Diagnose real failures. Fix what matters.
  • Burn-in and bisect callable from agent workflows.

What the CI Brain is not

Not a CI runner. Not an APM. Not a coverage report. The brain sits across your CI — independent of which runner, language, or test framework — and decides.

Why CI is the highest-leverage AI surface

CI generates more structured signal per day than anywhere else in the SDLC. Every test run, every failure, every coverage delta, every dependency change — schema'd, repeatable, attributable to a commit and an author. That signal is the substrate every AI agent in software development needs to do useful work.

Every PR is a decision: ship, hold, or fix. Reliability is the gate. A brain that lives at the gate compounds value with every PR that passes through — and stays load-bearing as the codebase grows.

Agent-readable context is a defensible primitive. Without it, agents retry blindly or punt back to a human. Drape exposes the brain to agents via MCP and a structured API, so an AI coding agent that hits a red build gets the classification, the history, and the suggested next step — not a stack trace and a shrug.

Your org's signal stays in your org's brain — never pooled across customers. The moat is the per-org structured signal Drape uniquely captures from your CI, indexed and decided over time.

Turn on the brain.

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