By team

Best CI/CD tool by team type

The overall ranking says which tool scores best across the board. Your situation decides which one is best for you. Find yours below. Last reviewed 9 November 2026.

Agents write most of the code

Pick: Graphide CI

94/100

Runner-up: CircleCI (68/100)

When Claude Code, Codex or Cursor open dozens of pull requests a day, every one waits on CI and every minute is multiplied. Graphide CI keeps your GitHub Actions workflows and verdicts while each change runs only the tests it can reach, on warm runners, and agents can switch a repository and read runs through its MCP server. If you are not on GitHub Actions, CircleCI's Smarter Testing is the closest equivalent on a full platform.

Watch out: Graphide CI runs x64 Linux jobs from GitHub organizations; macOS, Windows and Arm jobs stay where they are.

Small startup on GitHub

Pick: Graphide CI

94/100

Runner-up: GitHub Actions (72/100)

Stay on GitHub Actions: it is already wired into your pull requests and costs nothing new to learn. When waits start to bite, move the slow Linux jobs to Graphide CI in one pull request: pay-as-you-go from a $20 monthly minimum, with a cap you set. Plain GitHub Actions is the right call until CI waits are something people mention.

Watch out: Repositories under a personal GitHub account need moving to a (free) GitHub organization first.

Large monorepo

Pick: Graphide CI

94/100

Runner-up: Buildkite (74/100)

In a monorepo most changes touch a small part of the code but trigger the whole suite. Graphide CI traces which tests can reach a change and runs those, falling back to whole packages when it cannot be sure, without you maintaining path filters. If you need a full platform with your own agents, or you build with Bazel, Buildkite's dynamic pipelines are the strongest option.

Watch out: Graphide CI narrows go test, vitest, jest and node --test; tests of other runners run whole. Check its docs against your stack.

Builds must run on your own machines

Pick: Buildkite

74/100

Runner-up: GitLab CI (64/100)

Buildkite runs its agents on your infrastructure while it hosts only the control plane, which is the cleanest split for teams that cannot send code to a vendor's machines. GitLab self-managed puts code and CI on your own servers in one product. Jenkins also runs fully offline, but you maintain everything.

Watch out: Self-hosting moves speed, caching and security patching onto your team; budget the people, not only the machines.

Compliance-heavy or regulated

Pick: GitLab CI

64/100

Runner-up: Buildkite (74/100)

GitLab Ultimate and GitLab Dedicated put code, CI, security scanning, audit events and compliance frameworks in one place, with single-tenant and FedRAMP-oriented options. Buildkite Enterprise suits teams that need private log and artifact storage and audit exports while keeping builds on their own agents.

Watch out: Certifications and controls change; confirm the ones your auditors need on the vendor's trust or security page, not from a ranking.

Docker image builds are the slow part

Pick: Depot

79/100

Runner-up: Blacksmith (80/100)

Depot's builders keep a persistent layer cache between builds, which is where image-heavy pipelines lose most time, and its plans include GitHub Actions runners too. Blacksmith's Docker layer caching add-on is a cheaper start if you only need a faster runner with layer caching.

Watch out: Depot's plans carry a monthly fee and included minutes; check your expected volume against the allowance.

macOS or Windows builds

Pick: Blacksmith

80/100

Runner-up: CircleCI (68/100)

Blacksmith lists Windows and macOS M4 runners at published per-minute prices behind the same runs-on swap as its Linux runners. CircleCI covers macOS, Windows and GPU resource classes on a full platform.

Watch out: macOS minutes cost many times Linux minutes everywhere; move only the jobs that need macOS.

Replacing an old Jenkins setup

Pick: GitHub Actions

72/100

Runner-up: Buildkite (74/100)

If your code is on GitHub, move pipelines to GitHub Actions (GitHub Actions Importer can convert Jenkinsfiles as a starting point) and put the heavy Linux jobs on Graphide CI for speed. If you must keep builds on your own machines, Buildkite keeps that model with far less upkeep than Jenkins.

Watch out: Run old and new side by side and compare verdicts before cutting over; our migration checklist shows how.

Not sure which situation fits? Start from the ranking and read the “who should avoid it” line for the top three.