GitHub · 2 categories · RankedGitHub Actions
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| CI/CD platforms | Developer platform | 65% | 1 of 45 | 8% | 63 | endorsed leader |
| Infrastructure as code | Cloud and infrastructure | 0% | 26 of 46 | 0% | 1 | under 10 labels · led by Terraform at 46% |
Movement
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 3 | 1 | 0 | 0 | 4 |
| GPT-5.4 mini | 3 | 0 | 1 | 0 | 4 |
| Gemini 3.5 Flash | 6 | 0 | 0 | 0 | 6 |
| Perplexity Sonar | 3 | 1 | 0 | 0 | 4 |
| Grok 4.1 Fast | 5 | 0 | 0 | 1 | 6 |
| Mistral Small | 2 | 2 | 2 | 0 | 6 |
| DeepSeek V4 Flash | 4 | 2 | 0 | 1 | 7 |
| Llama 4 Maverick | 1 | 0 | 2 | 1 | 4 |
| Qwen 3.7 Flash | 4 | 0 | 1 | 1 | 6 |
| Kimi K2 | 6 | 0 | 0 | 0 | 6 |
| GLM 4.7 FlashX | 3 | 0 | 2 | 1 | 6 |
| MiniMax M2.5 | 2 | 2 | 1 | 0 | 5 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“If your code is on GitHub and you want something fast and simple: Go with GitHub Actions. It requires no setup, has a massive marketplace, and is highly cost-effective.” Gemini 3.5 Flash · CI/CD · comparative prompt · first choice
“Most mid-market B2B companies find GitHub Actions or GitLab CI/CD to be the sweet spot between ease of use, feature completeness, and cost.” Claude Haiku 4.5 · CI/CD · direct prompt · first choice
“Code on GitHub? GitHub Actions is the default, but evaluate GitHub Actions + required third-party security tools vs. GitLab (all-in-one)” Kimi K2 · CI/CD · scale prompt · first choice
“GitHub Actions offers the best balance of free tier generosity, ease of use, and integration if you're using GitHub” Claude Haiku 4.5 · CI/CD · budget prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Issues: Frequent outages—e.g., 57 incidents... Supply-chain attacks via unvetted third-party actions are common” Grok 4.1 Fast · CI/CD · negative prompt · soft negative
“simple solutions (like basic GitHub Actions with limited runners) often break down due to scaling issues” Qwen 3.7 Flash · CI/CD · scale prompt · soft negative
“its pricing model is based on per-minute usage on hosted runners” Llama 4 Maverick · CI/CD · negative prompt · soft negative
“Don't avoid it—but never use unpinned third-party actions.” DeepSeek V4 Flash · CI/CD · negative prompt · soft negative
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 145 of the 180 answers that named GitHub Actions and are not a share of its labels.
Domains cited
503 of the 503 domain citations in answers naming GitHub Actions came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
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