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314 changes: 314 additions & 0 deletions examples/codex/jira-github.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"vscode": {
"languageId": "raw"
}
},
"source": [
"# Automate Jira ↔ GitHub with `codex-cli`\n",
"\n",
"## What you'll build\n",
"\n",
"By the end of this walkthrough, you'll have an end-to-end automation that turns a **labelled Jira issue** into a\n",
"fully-fledged **GitHub pull request**, keeps the Jira ticket updated throughout the review process, and finally merges\n",
"the code once checks pass – all driven by the\n",
"[`codex-cli`](https://github.com/openai/openai-codex) agent working inside a GitHub Action.\n",
"\n",
"# <img src=\"./images/codex_action.png\" alt=\"Full data-flow diagram\" width=\"500\"/>\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"vscode": {
"languageId": "raw"
}
},
"source": [
"The flow is:\n",
"1. Label a Jira issue \n",
"2. Jira Automation calls the GitHub Action \n",
"3. The action spins up `codex-cli` to implement the change \n",
"4. A PR is opened\n",
"5. Jira is transitioned & annotated – creating a neat, zero-click loop\n",
"\n",
"## Prerequisites\n",
"\n",
"* Jira: project admin rights + ability to create automation rules \n",
"* GitHub: write access, permission to add repository secrets, and a protected `main` branch \n",
"* API keys & secrets placed as repository secrets:\n",
" * `OPENAI_API_KEY` – your OpenAI key for `codex-cli` \n",
" * `JIRA_BASE_URL`, `JIRA_EMAIL`, `JIRA_API_TOKEN` – for REST calls from the action \n",
"* `codex-cli` installed locally (`pnpm add -g @openai/codex`) for ad-hoc testing \n",
"* A repository that already contains a `.github/workflows/` folder (any Node project is fine)\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"vscode": {
"languageId": "raw"
}
},
"source": [
"## Create the Jira Automation Rule\n",
"\n",
"<img src=\"./images/jira_rule.png\" alt=\"Automation Rule\" width=\"500\"/>\n",
"\n",
"* **Trigger – Issue updated**: fires whenever labels change \n",
"* **Condition – `labels` contains `autocodex`**: limits noise to explicitly opted-in issues \n",
"* **Action – Send web request**: POSTs the issue key/summary/description to your GitHub Action's `workflow_dispatch` endpoint\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"vscode": {
"languageId": "raw"
}
},
"source": [
"## Add the GitHub Action\n",
"\n",
"Create a workflow file in your `.github/workflows/` directory with the following YAML (Modify it as needed):\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```yaml\n",
"name: Codex Automated PR\n",
"on:\n",
" workflow_dispatch:\n",
" inputs:\n",
" issue_key:\n",
" description: 'JIRA issue key (e.g., PROJ-123)'\n",
" required: true\n",
" issue_summary:\n",
" description: 'Brief summary of the issue'\n",
" required: true\n",
" issue_description:\n",
" description: 'Detailed issue description'\n",
" required: true\n",
"\n",
"permissions:\n",
" contents: write # allow the action to push code & open the PR\n",
" pull-requests: write # allow the action to create and update PRs\n",
"\n",
"jobs:\n",
" codex_auto_pr:\n",
" runs-on: ubuntu-latest\n",
"\n",
" steps:\n",
" # 0 – Checkout repository\n",
" - uses: actions/checkout@v4\n",
" with:\n",
" fetch-depth: 0 # full history → lets Codex run tests / git blame if needed\n",
"\n",
" # 1 – Set up Node.js and Codex\n",
" - uses: actions/setup-node@v4\n",
" with:\n",
" node-version: 22\n",
" - run: pnpm add -g @openai/codex\n",
"\n",
" # 2 – Export / clean inputs (available via $GITHUB_ENV)\n",
" - id: vars\n",
" run: |\n",
" echo \"ISSUE_KEY=${{ github.event.inputs.issue_key }}\" >> $GITHUB_ENV\n",
" echo \"TITLE=${{ github.event.inputs.issue_summary }}\" >> $GITHUB_ENV\n",
" echo \"RAW_DESC=${{ github.event.inputs.issue_description }}\" >> $GITHUB_ENV\n",
" DESC_CLEANED=$(echo \"${{ github.event.inputs.issue_description }}\" | tr '\\n' ' ' | sed 's/\"/'\\''/g')\n",
" echo \"DESC=$DESC_CLEANED\" >> $GITHUB_ENV\n",
" echo \"BRANCH=codex/${{ github.event.inputs.issue_key }}\" >> $GITHUB_ENV\n",
"\n",
" # 3 – Transition Jira issue to \"In Progress\"\n",
" - name: Jira – Transition to In Progress\n",
" env:\n",
" ISSUE_KEY: ${{ env.ISSUE_KEY }}\n",
" JIRA_BASE_URL: ${{ secrets.JIRA_BASE_URL }}\n",
" JIRA_EMAIL: ${{ secrets.JIRA_EMAIL }}\n",
" JIRA_API_TOKEN: ${{ secrets.JIRA_API_TOKEN }}\n",
" run: |\n",
" curl -sS -X POST \\\n",
" --url \"$JIRA_BASE_URL/rest/api/3/issue/$ISSUE_KEY/transitions\" \\\n",
" --user \"$JIRA_EMAIL:$JIRA_API_TOKEN\" \\\n",
" --header 'Content-Type: application/json' \\\n",
" --data '{\"transition\":{\"id\":\"21\"}}'\n",
"\n",
" # 4 – Set Git author for CI commits\n",
" - run: |\n",
" git config user.email \"github-actions[bot]@users.noreply.github.com\"\n",
" git config user.name \"github-actions[bot]\"\n",
"\n",
" # 5 – Let Codex implement & commit (no push yet)\n",
" - name: Codex implement & commit\n",
" env:\n",
" OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}\n",
" CODEX_QUIET_MODE: \"1\" # suppress chatty logs\n",
" run: |\n",
" set -e\n",
" codex --approval-mode full-auto --no-terminal --quiet \\\n",
" \"Implement JIRA ticket $ISSUE_KEY: $TITLE. $DESC\"\n",
"\n",
" git add -A\n",
" git commit -m \"feat($ISSUE_KEY): $TITLE\"\n",
"\n",
" # 6 – Open (and push) the PR in one go\n",
" - id: cpr\n",
" uses: peter-evans/create-pull-request@v6\n",
" with:\n",
" token: ${{ secrets.GITHUB_TOKEN }}\n",
" base: main\n",
" branch: ${{ env.BRANCH }}\n",
" title: \"${{ env.TITLE }} (${{ env.ISSUE_KEY }})\"\n",
" body: |\n",
" Auto-generated by Codex for JIRA **${{ env.ISSUE_KEY }}**.\n",
" ---\n",
" ${{ env.DESC }}\n",
"\n",
" # 7 – Transition Jira to \"In Review\" & drop the PR link\n",
" - name: Jira – Transition to In Review & Comment PR link\n",
" env:\n",
" ISSUE_KEY: ${{ env.ISSUE_KEY }}\n",
" JIRA_BASE_URL: ${{ secrets.JIRA_BASE_URL }}\n",
" JIRA_EMAIL: ${{ secrets.JIRA_EMAIL }}\n",
" JIRA_API_TOKEN: ${{ secrets.JIRA_API_TOKEN }}\n",
" PR_URL: ${{ steps.cpr.outputs.pull-request-url }}\n",
" run: |\n",
" # Status transition\n",
" curl -sS -X POST \\\n",
" --url \"$JIRA_BASE_URL/rest/api/3/issue/$ISSUE_KEY/transitions\" \\\n",
" --user \"$JIRA_EMAIL:$JIRA_API_TOKEN\" \\\n",
" --header 'Content-Type: application/json' \\\n",
" --data '{\"transition\":{\"id\":\"31\"}}'\n",
"\n",
" # Comment with PR link\n",
" curl -sS -X POST \\\n",
" --url \"$JIRA_BASE_URL/rest/api/3/issue/$ISSUE_KEY/comment\" \\\n",
" --user \"$JIRA_EMAIL:$JIRA_API_TOKEN\" \\\n",
" --header 'Content-Type: application/json' \\\n",
" --data \"{\\\"body\\\":{\\\"type\\\":\\\"doc\\\",\\\"version\\\":1,\\\"content\\\":[{\\\"type\\\":\\\"paragraph\\\",\\\"content\\\":[{\\\"type\\\":\\\"text\\\",\\\"text\\\":\\\"PR created: $PR_URL\\\"}]}]}}\"\n",
"```\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"vscode": {
"languageId": "raw"
}
},
"source": [
"## Key Steps in the Workflow\n",
"\n",
"1. **Codex Implementation & Commit** (Step 5)\n",
" - Uses OpenAI API to implement the JIRA ticket requirements\n",
" - Runs codex CLI in full-auto mode without terminal interaction\n",
" - Commits all changes with standardized commit message\n",
"\n",
"2. **Create Pull Request** (Step 6) \n",
" - Uses peter-evans/create-pull-request action\n",
" - Creates PR against main branch\n",
" - Sets PR title and description from JIRA ticket info\n",
" - Returns PR URL for later use\n",
"\n",
"3. **JIRA Updates** (Step 7)\n",
" - Transitions ticket to \"In Review\" status via JIRA API\n",
" - Posts comment with PR URL on the JIRA ticket\n",
" - Uses curl commands to interact with JIRA REST API\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"vscode": {
"languageId": "raw"
}
},
"source": [
"## Label an Issue\n",
"\n",
"Attach the special `autocodex` label to any bug/feature ticket:\n",
"\n",
"1. **During creation** – add it in the \"Labels\" field before hitting *Create* \n",
"2. **Existing issue** – hover the label area → click the pencil icon → type `autocodex`\n",
"\n",
"<img src=\"./images/add_label.png\" alt=\"Adding a label\" width=\"500\"/>\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"vscode": {
"languageId": "raw"
}
},
"source": [
"## End-to-end Flow in Action\n",
"\n",
"1. Jira label added → Automation triggers\n",
"2. `workflow_dispatch` fires; action spins up on GitHub\n",
"3. `codex-cli` edits the codebase & commits\n",
"4. PR is opened on the generated branch\n",
"5. Jira is moved to **In Review** and a comment with the PR URL is posted\n",
"6. Reviewers are notified per your normal branch protection settings\n",
"\n",
"<img src=\"./images/jira_comment.png\" alt=\"Jira comment with PR link\" width=\"300\"/>\n",
"<img src=\"./images/jira_status_change.png\" alt=\"Jira status transition to In Review\" width=\"300\"/>\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"vscode": {
"languageId": "raw"
}
},
"source": [
"## Review & Merge the PR\n",
"\n",
"* Confirm CI passes – tests, lint, build\n",
"* Approve & squash-merge\n",
"* The default branch protection will auto-close the Jira ticket once the PR merges if your *Smart Commits* integration is enabled\n",
"\n",
"## Conclusion\n",
"\n",
"This automation streamlines your development workflow by creating a seamless integration between Jira and GitHub:\n",
"\n",
"* **Zero-click implementation** - AI handles the code changes based on ticket descriptions\n",
"* **Automatic status tracking** - Tickets progress through your workflow without manual updates\n",
"* **Improved developer experience** - Focus on reviewing quality code instead of writing boilerplate\n",
"* **Reduced handoff friction** - The PR is ready for review as soon as the ticket is labeled\n",
"\n",
"The `codex-cli` tool is a powerful AI coding assistant that automates repetitive programming tasks. You can explore more about it at:\n",
"\n",
"* [OpenAI Codex-CLI GitHub Repository](https://github.com/openai/codex/)"
]
}
],
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"display_name": ".venv",
"language": "python",
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},
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"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
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"version": "3.12.10"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
9 changes: 9 additions & 0 deletions registry.yaml
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# This file is used to generate cookbook.openai.com. It specifies which paths we
# should build pages for, and indicates metadata such as tags, creation date and
# authors for each page.
- title: Automate Jira ↔ GitHub with Codex
path: examples/codex/jira-github.ipynb
date: 2025-06-21
authors:
- alwell-kevin
- narenoai
tags:
- codex
- automation

- title: Fine-Tuning Techniques - Choosing Between SFT, DPO, and RFT (With a Guide to DPO)
path: examples/Fine_tuning_direct_preference_optimization_guide.ipynb
Expand Down