You could use System prompts or SKILLs in your Pipeline to automate tasks.
name: Run Cursor Agent on Demand
on:
workflow_dispatch:
jobs:
agent-on-demand:
runs-on: ubuntu-latest
timeout-minutes: 5
permissions:
contents: write
pull-requests: write
steps:
- name: Checkout repository
uses: actions/checkout@v6
with:
token: ${{ secrets.GITHUB_TOKEN }}
fetch-depth: 0
- name: Setup Java 25 with GraalVM
uses: actions/setup-java@v5
with:
distribution: 'graalvm'
java-version: '25'
- name: Setup jbang
run: |
curl --proto '=https' -Ls https://sh.jbang.dev | bash -s - app setup
echo "$HOME/.jbang/bin" >> $GITHUB_PATH
- name: Install Cursor CLI
run: |
curl https://cursor.com/install -fsS | bash
echo "$HOME/.cursor/bin" >> $GITHUB_PATH
- name: Run Cursor Agent
env:
CURSOR_API_KEY: ${{ secrets.CURSOR_API_KEY }}
run: |
echo "=== User Prompt:===";
jbang trust add https://github.com/jabrena/
PROMPT=$(jbang pml-to-md@jabrena convert pml-hello-world-java.xml)
echo "$PROMPT";
echo "=== Cursor Agent Execution:===";
echo "";
cursor-agent -p "$PROMPT" --model auto
- name: Create PR with changes
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
PAT_TOKEN: ${{ secrets.PAT_TOKEN }}
GITHUB_REPOSITORY: ${{ github.repository }}
GITHUB_ACTOR: ${{ github.actor }}
run: |
chmod +x .github/scripts/create-pr.sh
.github/scripts/create-pr.shExample: cursor-agent-cli-demo
name: Run Claude Code on Demand
on:
workflow_dispatch:
jobs:
agent-on-demand:
runs-on: ubuntu-latest
timeout-minutes: 5
permissions:
contents: write
pull-requests: write
steps:
- name: Checkout repository
uses: actions/checkout@v6
with:
token: ${{ secrets.GITHUB_TOKEN }}
fetch-depth: 0
- name: Setup Java 25 with GraalVM
uses: actions/setup-java@v5
with:
distribution: 'graalvm'
java-version: '25'
- name: Setup jbang
run: |
curl --proto '=https' -Ls https://sh.jbang.dev | bash -s - app setup
echo "$HOME/.jbang/bin" >> $GITHUB_PATH
- name: Install Claude Code
run: |
curl -fsSL https://claude.ai/install.sh | sh
echo "$HOME/.local/bin" >> $GITHUB_PATH
- name: Run Claude Agent
env:
ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }}
run: |
echo "=== User Prompt:===";
jbang trust add https://github.com/jabrena/
PROMPT=$(jbang pml-to-md@jabrena convert pml-hello-world-java.xml)
echo "$PROMPT";
echo "=== Cursor Agent Execution:===";
echo "";
$HOME/.local/bin/claude --permission-mode=acceptEdits --verbose "$PROMPT"
- name: Create PR with changes
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
PAT_TOKEN: ${{ secrets.PAT_TOKEN }}
GITHUB_REPOSITORY: ${{ github.repository }}
GITHUB_ACTOR: ${{ github.actor }}
run: |
chmod +x .github/scripts/create-pr.sh
.github/scripts/create-pr.sh