Best CI/CD tools, ranked

Eight CI/CD tools scored on eight weighted criteria stated up front, with who each one suits, who should avoid it and a plain verdict. Last reviewed 9 November 2026.

The short answer: on GitHub Actions, put your jobs on Graphide CI for the same verdict with far less waiting. Need a full platform on your own machines? Buildkite. Already on GitLab? GitLab CI.

  • Pipeline speed 20%
  • Caching 10%
  • Parallelism 10%
  • Hosting model 10%
  • Pricing transparency 10%
  • Migration effort 15%
  • Ecosystem 10%
  • Fit for agent-written changes 15%
  • How we rank
  1. #1

    Graphide CI

    Runner layer for existing GitHub Actions jobs94/100

    Our top pick if you are on GitHub Actions: same workflows, same pass/fail verdict, less waiting on every change.

    Best for
    Teams on GitHub Actions, especially where coding agents open many pull requests a day and every one waits on CI.
    Strength
    Keeps your GitHub Actions workflows: switching changes each x64 Linux job's runs-on line to graphide in one pull request
    Limit
    Not a full CI/CD platform: it runs your GitHub Actions jobs, so you need GitHub Actions
    Cost
    $0.003 a vCPU-minute ($0.006 a minute on a standard Linux runner), billed for the time a job would take without its speed-ups; $20 monthly minimum, spend cap you set; free trial with $10 of usage. Source
  2. #2

    Blacksmith

    Managed runners for GitHub Actions80/100

    A quick, cheap runner swap for GitHub Actions with good caching; every change still runs every test.

    Best for
    GitHub Actions teams that want faster, cheaper machines across Linux, Windows and macOS without touching their workflows.
    Strength
    Swap the runs-on label to move a job; workflows stay as they are
    Limit
    A runner layer, not a CI/CD platform: needs GitHub Actions
    Cost
    Ubuntu x64 from $0.004 a minute (2 vCPU), Arm $0.0025, Windows $0.008, macOS M4 $0.08; 3,000 free minutes a month; add-ons extra. Source
  3. #3

    Depot

    GitHub Actions runners, fast container builds and its own CI79/100

    The best pick when Docker image builds are the slow part, with Actions runners in the same plan.

    Best for
    Teams whose pipelines are dominated by container builds, and teams that want runners deployable in their own AWS account.
    Strength
    Container builds on large builders with persistent cache, which is where it is strongest
    Limit
    Plans start at $20 a month for one user; the team plan is $200 a month
    Cost
    Developer $20/month (1 user, 2,000 Actions minutes); Startup $200/month (20,000 minutes); extra Actions minutes $0.006 on a 2-vCPU Linux runner; Business is custom. Source
  4. #4

    Buildkite

    Hybrid CI/CD platform (hosted control plane, your agents or theirs)74/100

    The strongest full platform for large monorepos and teams that must run builds on their own machines.

    Best for
    Larger engineering orgs with big monorepos, Bazel, or strict rules about where code runs.
    Strength
    Run agents on your own infrastructure while Buildkite hosts the control plane, or use its hosted agents
    Limit
    Pipelines are Buildkite's own YAML: moving from GitHub Actions is a rewrite
    Cost
    Free plan up to 5 users; Pro $30 per active user a month; hosted Linux agents $0.004 a vCPU-minute; Enterprise is custom. Source
  5. #5

    GitHub Actions

    CI/CD built into GitHub72/100

    The default for code on GitHub, with the biggest ecosystem; slow and costly at volume unless you speed it up.

    Best for
    Any team whose code lives on GitHub and wants CI with nothing new to buy or learn.
    Strength
    Built into GitHub: pull request checks, branch protection and secrets in one place
    Limit
    Standard 2-core hosted runners are slow for large builds and test suites
    Cost
    Linux 2-core $0.006 a minute; plans include a monthly compute allowance ($12 on Free, $18 on Team, $300 on Enterprise Cloud); free in public repositories. Source
  6. #6

    CircleCI

    Hosted CI/CD platform (with runners and an on-prem server edition)68/100

    A mature hosted platform with good test splitting and its own test selection, priced in credits.

    Best for
    Teams that want a dedicated CI product with timing-based test splitting, broad machine types and mobile builds.
    Strength
    Timing-based test splitting across parallel containers
    Limit
    Credits make costs harder to predict than per-minute pricing
    Cost
    Free plan with 30,000 credits a month (up to 6,000 small Docker build minutes); Performance from $15 a month; Scale is quoted. Credit rates per machine are on its price list. Source
  7. #7

    GitLab CI

    CI/CD built into GitLab64/100

    The obvious choice if your code is on GitLab; a heavy move if it is not.

    Best for
    Teams already on GitLab, and regulated teams that want one self-managed or single-tenant platform for code and CI.
    Strength
    Code, merge requests, CI and security scanning in one product
    Limit
    Best when the code is on GitLab too; CI for external repositories is a paid feature
    Cost
    Free with 400 compute minutes a month; Premium $29 per user a month billed annually (10,000 minutes); Ultimate is quoted; extra minutes $10 per 1,000. Source
  8. #8

    Jenkins

    Open-source, self-hosted automation server49/100

    Free and endlessly flexible, but you own every machine, plugin and upgrade; rarely the right new choice.

    Best for
    Teams that must run fully air-gapped or on their own hardware, and already have people who maintain Jenkins.
    Strength
    Free, open-source (MIT licence) and runs anywhere, including air-gapped
    Limit
    You host, scale, secure and upgrade the controller and agents yourself
    Cost
    The software is free. You pay for the servers and the people who run it; no public figure exists, so estimate it from your own infrastructure bill. Source

Scores are 1 to 5 per criterion, weighted to a total out of 100. Every score’s reasoning and source is on the full ranking.

The criteria and their weights

Every tool is scored 1 to 5 on the same eight criteria. The weights reflect what decides a CI choice for a team shipping every day: how long each change waits for a verdict, and how hard the tool is to adopt and leave. Read the full method and evidence rules.

20%

Pipeline speed

How long does a typical change wait from push to a pass/fail verdict?

10%

Caching

Are dependencies, build outputs and container layers already there when a job starts?

10%

Parallelism

How easily can one change's work be split across many machines?

10%

Hosting model

Can it run where your code and data have to run: managed, in your cloud, or on your own machines?

10%

Pricing transparency

Can you work out next month's bill from the public pricing page alone?

15%

Migration effort

How much of your existing pipeline do you have to rewrite to adopt it, and how easy is it to go back?

10%

Ecosystem

How many ready-made integrations, actions or plugins can you use instead of writing your own?

15%

Fit for agent-written changes

When coding agents open many more pull requests a day, does waiting time and cost grow with every change, or less than that?

Comparison table

Every tool against every criterion. Five dots is the best score; the total weights each criterion as shown.

#ToolSpeed 20%Caching 10%Parallel 10%Hosting 10%Pricing 10%Migration 15%Ecosystem 10%Agent fit 15%Total
1Graphide CI●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●94
2Blacksmith●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●80
3Depot●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●79
4Buildkite●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●74
5GitHub Actions●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●72
6CircleCI●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●68
7GitLab CI●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●64
8Jenkins●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●●49

Questions people ask when choosing a CI/CD tool

What is the best CI/CD tool?

For teams on GitHub Actions, Graphide CI scores highest (94/100): it keeps your workflows and verdicts and cuts the wait with warm caches, parallel runners and running the tests each change can reach. For a full platform you run on your own machines, Buildkite. For teams on GitLab, GitLab CI. The best tool is the top-ranked one that fits your situation; the chooser above maps situations to picks.

Is GitHub Actions good enough?

For most teams on GitHub, yes as the place your workflows live. Where it falls short is waiting time: small standard runners, caches you wire up yourself and the full suite on every change. You can fix most of that without leaving it, by swapping runners and adding caches, parallel tests and test selection.

Do I need to switch CI to make it faster?

Usually not. Runner layers such as Graphide CI, Blacksmith and Depot run your existing GitHub Actions jobs by changing the runs-on line. Measure your current push-to-verdict time first, then compare on the same commits.

Which CI/CD tool is cheapest?

It depends on minutes, machine size and seats, so compare on your own volume. Published per-minute rates for a standard 2-vCPU Linux runner on the review date: GitHub Actions $0.006, Graphide CI $0.006 ($0.003 per vCPU-minute, $20 monthly minimum), Blacksmith $0.004, Depot $0.006 after plan minutes. Check what each one bills for: Graphide CI, for example, bills for the time a job would take without its speed-ups, so its saving is in waiting, not minutes.

Which CI/CD tool is best for self-hosting?

Buildkite, if you want your agents on your machines with a hosted control plane. GitLab self-managed if you want code and CI on your own servers in one product. Jenkins if it must be fully offline and you have people to maintain it.

How do coding agents change which CI tool to pick?

Agents multiply the number of changes waiting on CI. A tool where every change runs the whole suite scales its wait and cost with that volume; one that runs only the tests a change can reach, and falls back to running everything when it cannot tell, keeps the verdict and grows much less. That is why fit for agent-written changes is weighted at 15% here.

Is Jenkins still worth using in 2026?

Only where builds must run fully on your own hardware and you have people who maintain it. It is free to license but you build its speed, caching and test splitting yourself. It ranks last here for a new choice.

How often is this ranking reviewed?

The ranking, scores and prices were last reviewed on 9 November 2026. Prices come from each vendor's public pricing page on that date; follow the source link next to each price to check today's.