Fingerprint CI Gate
liarjsdev/liarjs-skills
Gate a build on browser fingerprint regressions with liarjs - save a baseline scan as JSON, diff later runs against it, and fail the job when the consistency score falls below a floor.
Build GitLab CI/CD pipelines with multi-stage workflows, caching, and distributed runners for scalable automation.
$ npx skills add wshobson/agents --skill gitlab-ci-patterns -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install wshobson/agents gitlab-ci-patterns --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/wshobson/agents.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/cicd-automation/skills/gitlab-ci-patterns .claude/skills/gitlab-ci-patterns && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "gitlab-ci-patterns" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cicd-automation/skills/gitlab-ci-patterns into .claude/skills/gitlab-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gitlab-ci-patterns", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/wshobson/agents/tree/main/plugins/cicd-automation/skills/gitlab-ci-patternsType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add wshobson/agents --skill gitlab-ci-patterns -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install wshobson/agents gitlab-ci-patterns --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wshobson/agents.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/cicd-automation/skills/gitlab-ci-patterns .agents/skills/gitlab-ci-patterns && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "gitlab-ci-patterns" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cicd-automation/skills/gitlab-ci-patterns into .agents/skills/gitlab-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gitlab-ci-patterns", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add wshobson/agents --skill gitlab-ci-patterns -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install wshobson/agents gitlab-ci-patterns --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wshobson/agents.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/cicd-automation/skills/gitlab-ci-patterns .cursor/skills/gitlab-ci-patterns && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "gitlab-ci-patterns" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cicd-automation/skills/gitlab-ci-patterns into .cursor/skills/gitlab-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gitlab-ci-patterns", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/wshobson/agents.git --path plugins/cicd-automation/skills/gitlab-ci-patterns--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add wshobson/agents --skill gitlab-ci-patterns -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install wshobson/agents gitlab-ci-patterns --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wshobson/agents.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/cicd-automation/skills/gitlab-ci-patterns .gemini/skills/gitlab-ci-patterns && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "gitlab-ci-patterns" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cicd-automation/skills/gitlab-ci-patterns into .gemini/skills/gitlab-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gitlab-ci-patterns", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install wshobson/agents gitlab-ci-patternsInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add wshobson/agents --skill gitlab-ci-patterns -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/wshobson/agents.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/cicd-automation/skills/gitlab-ci-patterns .github/skills/gitlab-ci-patterns && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "gitlab-ci-patterns" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cicd-automation/skills/gitlab-ci-patterns into .github/skills/gitlab-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gitlab-ci-patterns", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add wshobson/agents --skill gitlab-ci-patterns -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install wshobson/agents gitlab-ci-patterns --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/wshobson/agents.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/cicd-automation/skills/gitlab-ci-patterns .opencode/skills/gitlab-ci-patterns && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "gitlab-ci-patterns" agent skill from https://github.com/wshobson/agents/tree/main/plugins/cicd-automation/skills/gitlab-ci-patterns into .opencode/skills/gitlab-ci-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "gitlab-ci-patterns", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
gitlab-ci-patternsBuild GitLab CI/CD pipelines with multi-stage workflows, caching, and distributed runners for scalable automation.
GitLab CI Patterns is an agent skill from wshobson/agents. Build GitLab CI/CD pipelines with multi-stage workflows, caching, and distributed runners for scalable automation. Use when implementing GitLab CI/CD, optimizing pipeline performance, or setting up automated testing and deployment.
Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in DevOps & Cloud, covering CI/CD and Caching. It works with GitLab. The repository describes itself as: Multi-harness agentic plugin marketplace for Claude Code, Codex, Cursor, OpenCode, GitHub Copilot, Google Antigravity, and Pi. The licence is MIT.
10 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 46891e7. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are yaml).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
KUBE_TOKENCI_REGISTRY_PASSWORDFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
GitLab CI Patterns loads about 1.4k tokens when it runs. Until then it costs about 63 tokens; SKILL.md has 187 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from wshobson/agents at commit 46891e7, republished under its MIT licence (© wshobson). 187 words, ~1,448 tokens.
.claude/skills/gitlab-ci-patterns/SKILL.md (or your agent's skills folder).Comprehensive GitLab CI/CD pipeline patterns for automated testing, building, and deployment.
Create efficient GitLab CI pipelines with proper stage organization, caching, and deployment strategies.
stages:
- build
- test
- deploy
variables:
DOCKER_DRIVER: overlay2
DOCKER_TLS_CERTDIR: "/certs"
build:
stage: build
image: node:20
script:
- npm ci
- npm run build
artifacts:
paths:
- dist/
expire_in: 1 hour
cache:
key: ${CI_COMMIT_REF_SLUG}
paths:
- node_modules/
test:
stage: test
image: node:20
script:
- npm ci
- npm run lint
- npm test
coverage: '/Lines\s*:\s*(\d+\.\d+)%/'
artifacts:
reports:
coverage_report:
coverage_format: cobertura
path: coverage/cobertura-coverage.xml
deploy:
stage: deploy
image: bitnami/kubectl:1.31
script:
- kubectl apply -f k8s/
- kubectl rollout status deployment/my-app
only:
- main
environment:
name: production
url: https://app.example.combuild-docker:
stage: build
image: docker:24
services:
- docker:24-dind
before_script:
- docker login -u $CI_REGISTRY_USER -p $CI_REGISTRY_PASSWORD $CI_REGISTRY
script:
- docker build -t $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA .
- docker build -t $CI_REGISTRY_IMAGE:latest .
- docker push $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA
- docker push $CI_REGISTRY_IMAGE:latest
only:
- main
- tagsSet KUBE_CA_CERT_FILE as a GitLab file variable containing the cluster CA certificate,
and provide KUBE_TOKEN through a protected, masked CI variable. The file variable
contains a path that kubectl uses to verify the API server certificate. Protect both
develop and main so the deployment jobs can read the protected token.
.deploy_template: &deploy_template
image: bitnami/kubectl:1.31
before_script:
- kubectl config set-cluster k8s --server="$KUBE_URL" --certificate-authority="$KUBE_CA_CERT_FILE" --embed-certs=true
- kubectl config set-credentials admin --token="$KUBE_TOKEN"
- kubectl config set-context default --cluster=k8s --user=admin
- kubectl config use-context default
deploy:staging:
<<: *deploy_template
stage: deploy
script:
- kubectl apply -f k8s/ -n staging
- kubectl rollout status deployment/my-app -n staging
environment:
name: staging
url: https://staging.example.com
only:
- develop
deploy:production:
<<: *deploy_template
stage: deploy
script:
- kubectl apply -f k8s/ -n production
- kubectl rollout status deployment/my-app -n production
environment:
name: production
url: https://app.example.com
when: manual
only:
- mainstages:
- validate
- plan
- apply
variables:
TF_ROOT: ${CI_PROJECT_DIR}/terraform
TF_VERSION: "1.6.0"
before_script:
- cd ${TF_ROOT}
- terraform --version
validate:
stage: validate
image: hashicorp/terraform:${TF_VERSION}
script:
- terraform init -backend=false
- terraform validate
- terraform fmt -check
plan:
stage: plan
image: hashicorp/terraform:${TF_VERSION}
script:
- terraform init
- terraform plan -out=tfplan
artifacts:
paths:
- ${TF_ROOT}/tfplan
expire_in: 1 day
apply:
stage: apply
image: hashicorp/terraform:${TF_VERSION}
script:
- terraform init
- terraform apply -auto-approve tfplan
dependencies:
- plan
when: manual
only:
- maininclude:
- template: Security/SAST.gitlab-ci.yml
- template: Security/Dependency-Scanning.gitlab-ci.yml
- template: Security/Container-Scanning.gitlab-ci.yml
trivy-scan:
stage: test
image: aquasec/trivy:0.58.0
script:
- trivy image --exit-code 1 --severity HIGH,CRITICAL $CI_REGISTRY_IMAGE:$CI_COMMIT_SHA
allow_failure: true# Cache node_modules
build:
cache:
key: ${CI_COMMIT_REF_SLUG}
paths:
- node_modules/
policy: pull-push
# Global cache
cache:
key: ${CI_COMMIT_REF_SLUG}
paths:
- .cache/
- vendor/
# Separate cache per job
job1:
cache:
key: job1-cache
paths:
- build/
job2:
cache:
key: job2-cache
paths:
- dist/generate-pipeline:
stage: build
script:
- python generate_pipeline.py > child-pipeline.yml
artifacts:
paths:
- child-pipeline.yml
trigger-child:
stage: deploy
trigger:
include:
- artifact: child-pipeline.yml
job: generate-pipeline
strategy: dependgithub-actions-templates - For GitHub Actionsdeployment-pipeline-design - For architecturesecrets-management - For secrets handling© wshobson, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in plugins/cicd-automation/skills/gitlab-ci-patterns of wshobson/agents.
Open the folder on GitHubat commit 46891e7
We found 31 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 10 other GitHub owners. This page covers the copy in wshobson/agents, which our catalogue first saw on October 7, 2026.
GitLab CI Patterns next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| GitLab CI Patterns this skillwshobson/agents | 40k | 10 repos | ~1.4k | Automated safety check: Pass | MIT | |
| Fingerprint CI Gateliarjsdev/liarjs-skills | 518 | 1 repos | ~986 | Automated safety check: Notes | MIT | |
| CI Pipeline Synthesizerkajisho5/ffmpeg-skill | 1.9k | 1 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Megatron-LM Base Image BumpNVIDIA/Megatron-LM | 18k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | |
| Megatron-LM CI/CD GuideNVIDIA/Megatron-LM | 18k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | |
| Megalinter Checknvuillam/npm-groovy-lint | 248 | 1 repos | ~3.9k | Automated safety check: Notes | MIT |
liarjsdev/liarjs-skills
Gate a build on browser fingerprint regressions with liarjs - save a baseline scan as JSON, diff later runs against it, and fail the job when the consistency score falls below a floor.
kajisho5/ffmpeg-skill
Generate GitHub Actions CI/CD pipeline configurations for automated building and testing of library and package projects.
NVIDIA/Megatron-LM
Moves Megatron-LM CI to a newer NVIDIA PyTorch base image, updating both the GitHub and GitLab pins together and handling the CI follow-up.
NVIDIA/Megatron-LM
Explains Megatron-LM's CI pipeline, PR scope labels, triggering the internal GitLab CI with a dry run first, and investigating CI failures.
nvuillam/npm-groovy-lint
Collect MegaLinter lint errors for the current repository. An agent skill from nvuillam/npm-groovy-lint.
gnomeria/usbtree
GitHub Actions CI pipeline conventions — job shape, caching, permissions, and action pinning.
wshobson/agents
Cuts cloud spend across AWS, Azure, GCP and OCI with cost tagging, rightsizing, commitment and spot pricing models, and architecture changes.
wshobson/agents
Covers building subscription billing: billing cycles, subscription states, invoice generation, proration, tax handling and dunning for failed payments.
wshobson/agents
Profiles slow Python code with cProfile and memory profilers, then applies targeted fixes for CPU, memory, I/O and query bottlenecks.
wshobson/agents
Covers portfolio risk measurement with VaR, CVaR, Sharpe, Sortino and drawdown, plus guidance on limits, stress tests and tail risk.
wshobson/agents
Plans memory headroom, works through out-of-memory failures and watches temperature and power during long ML training jobs on NVIDIA DGX Spark.
wshobson/agents
Writes unit tests for shell scripts with Bats: error-condition tests, fixtures and mocks, cross-shell checks, parallel runs, helper files and CI integration.
Works with
Categories
Build GitLab CI/CD pipelines with multi-stage workflows, caching, and distributed runners for scalable automation. GitLab CI Patterns is an agent skill from wshobson/agents. Build GitLab CI/CD pipelines with multi-stage workflows, caching, and distributed runners for scalable automation.
GitLab CI Patterns fits situations like: implementing GitLab CI/CD; optimizing pipeline performance; setting up automated testing and deployment.
Run `npx skills add wshobson/agents --skill gitlab-ci-patterns -a claude-code`. Or copy the skill folder (plugins/cicd-automation/skills/gitlab-ci-patterns in wshobson/agents) into .claude/skills/gitlab-ci-patterns in your project. Claude Code loads it when a task matches its description.
Run `npx skills add wshobson/agents --skill gitlab-ci-patterns -a codex`. Or copy the skill folder (plugins/cicd-automation/skills/gitlab-ci-patterns in wshobson/agents) into .agents/skills/gitlab-ci-patterns in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add wshobson/agents --skill gitlab-ci-patterns -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/gitlab-ci-patterns, .gemini/skills/gitlab-ci-patterns, .github/skills/gitlab-ci-patterns and .opencode/skills/gitlab-ci-patterns in your project.
Going by SKILL.md and its folder, GitLab CI Patterns needs credentials named KUBE_TOKEN and CI_REGISTRY_PASSWORD. Our summary lists: Python 3; Docker; A credential in KUBE_TOKEN.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
GitLab CI Patterns is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.4k tokens (SKILL.md is roughly 5.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with GitLab CI Patterns: Fingerprint CI Gate (liarjsdev/liarjs-skills, 518 stars), CI Pipeline Synthesizer (kajisho5/ffmpeg-skill, 1.9k stars), Megatron-LM Base Image Bump (NVIDIA/Megatron-LM, 18k stars) and Megatron-LM CI/CD Guide (NVIDIA/Megatron-LM, 18k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
wshobson (a GitHub user) maintains it in wshobson/agents, which has 40,254 GitHub stars. The repository holds 142 skills in this directory. The repository was last updated on October 5, 2026.
Source: wshobson/agents on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.