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jira-bug-workflow-runner

Jira Cloud bug workflow runner using the REST API v3: issue creation with an ADF description, runtime transition lookup and apply, JQL search for triage queues and duplicate detection, severity/priority field updates, label-based classification (severity/priority/regression), and idempotent CI-driven filing from JUnit XML test failures. Use when the target tracker is Jira Cloud and the task involves Jira lifecycle states (create, triage, transition, close). Distinct from ci-defect-filer, the platform-agnostic event-driven CI orchestrator, and from linear-bug-workflow-runner / github-issues-bug-workflow for other trackers.

jira-bug-workflow-runner

Overview

Jira's workflow engine maps cleanly to the canonical defect lifecycle (bug-lifecycle-reference) but every project's actual workflow is configurable, so the runner has to look up transition IDs at runtime rather than hard-code them.

This skill wraps the Jira Cloud REST API v3 (per developer.atlassian.com/cloud/jira/platform/rest/v3/api-group-issues/) for the four core operations: create, transition, update, and search.

When to use

  • Filing a bug from a CI test failure (consumed by bug-report-from-failure).
  • Bulk-transitioning bugs after a release (e.g., move all Verified → Closed after deployment).
  • Building a triage script that pulls New defects and applies severity / priority based on labels.
  • Backing the duplicate-defect-finder agent's search backend.

Authoring

Authentication

Per Atlassian docs, Jira Cloud REST API v3 uses HTTP Basic auth with an API token:

export JIRA_BASE="https://your-tenant.atlassian.net"
export JIRA_EMAIL="you@company.com"
export JIRA_TOKEN="<api-token-from-id.atlassian.com>"
export JIRA_AUTH=$(echo -n "$JIRA_EMAIL:$JIRA_TOKEN" | base64)
import requests, base64, os

auth = base64.b64encode(
    f"{os.environ['JIRA_EMAIL']}:{os.environ['JIRA_TOKEN']}".encode()
).decode()
HEADERS = {
    "Authorization": f"Basic {auth}",
    "Accept": "application/json",
    "Content-Type": "application/json",
}
BASE = os.environ["JIRA_BASE"]

Create a bug

POST /rest/api/3/issue per the API group docs. The description must be Atlassian Document Format (ADF), not plain text.

def create_bug(project_key, summary, description_text, severity, priority, labels):
    payload = {
        "fields": {
            "project": {"key": project_key},
            "summary": summary,
            "description": {
                "type": "doc",
                "version": 1,
                "content": [{
                    "type": "paragraph",
                    "content": [{"type": "text", "text": description_text}],
                }],
            },
            "issuetype": {"name": "Bug"},
            "priority": {"name": priority},   # e.g. "High"
            "labels": labels + [f"severity-{severity}"],
        }
    }
    r = requests.post(f"{BASE}/rest/api/3/issue", json=payload, headers=HEADERS)
    r.raise_for_status()
    return r.json()["key"]

Note: severity is typically a custom field - most tenants either define a custom Severity field (customfield_XXXXX) or use labels (severity-critical). The example above uses labels for portability; see "Severity custom field" below.

Severity custom field

Discover the custom-field ID once per tenant:

curl -u "$JIRA_EMAIL:$JIRA_TOKEN" \
     "$JIRA_BASE/rest/api/3/field" \
     | jq '.[] | select(.name=="Severity") | {id, name}'
# {"id": "customfield_10039", "name": "Severity"}

Then submit it in the create payload:

"customfield_10039": {"value": severity},  # "Critical" | "High" | ...

Look up and apply a transition

Workflow transitions are project-specific. Look up the available transitions then apply by transition ID:

def get_transitions(issue_key):
    r = requests.get(f"{BASE}/rest/api/3/issue/{issue_key}/transitions",
                     headers=HEADERS)
    r.raise_for_status()
    return r.json()["transitions"]

def transition(issue_key, target_state_name):
    transitions = get_transitions(issue_key)
    match = next((t for t in transitions if t["name"] == target_state_name), None)
    if not match:
        raise ValueError(f"No transition named {target_state_name}; "
                         f"available: {[t['name'] for t in transitions]}")
    r = requests.post(
        f"{BASE}/rest/api/3/issue/{issue_key}/transitions",
        json={"transition": {"id": match["id"]}},
        headers=HEADERS,
    )
    r.raise_for_status()

The POST /rest/api/3/issue/{key}/transitions body shape is {"transition": {"id": "<id>"}} per the API group docs.

Update fields

PUT /rest/api/3/issue/{key} for arbitrary field updates:

def update_priority(issue_key, priority_name):
    r = requests.put(
        f"{BASE}/rest/api/3/issue/{issue_key}",
        json={"fields": {"priority": {"name": priority_name}}},
        headers=HEADERS,
    )
    r.raise_for_status()

Search via JQL

POST /rest/api/3/search/jql returns issues matching a JQL query. Useful for duplicate detection and triage queues.

def search_jql(jql, max_results=50):
    r = requests.post(
        f"{BASE}/rest/api/3/search/jql",
        json={"jql": jql, "fields": ["summary", "status", "priority"],
              "maxResults": max_results},
        headers=HEADERS,
    )
    r.raise_for_status()
    return r.json()["issues"]

# Triage queue:
triage = search_jql(
    'project = ENG AND issuetype = Bug AND status = "New" ORDER BY created ASC'
)

# Duplicate-candidate search:
dupes = search_jql(
    f'project = ENG AND text ~ "{summary_safe}" AND issuetype = Bug'
)

Running

Idempotent bug creation

CI bug filing must not duplicate if the same failure recurs. Pair with duplicate-defect-finder upstream, but also defensively search before creating:

def create_or_attach(project, summary, body):
    existing = search_jql(
        f'project = {project} AND summary ~ "\\"{summary}\\"" '
        f'AND statusCategory != Done',
        max_results=5,
    )
    if existing:
        # Attach a comment to the existing bug instead of duplicating
        key = existing[0]["key"]
        add_comment(key, f"Recurred at {timestamp()}: {body[:500]}")
        return key
    return create_bug(project, summary, body, "Medium", "Medium",
                      labels=["auto-filed", "ci-failure"])

Bulk transition after release

verified = search_jql(
    'project = ENG AND status = Verified AND fixVersion = "2026.05.20"',
    max_results=1000,
)
for issue in verified:
    transition(issue["key"], "Close Issue")

Parsing results

create_bug returns the new issue key (e.g., ENG-12345). Use it to construct a permalink for downstream consumers:

url = f"{BASE}/browse/{issue_key}"

Search responses include expand, total, startAt, and issues (the array). Always check total against maxResults for pagination.

CI integration

Auto-file a bug from a test failure:

# .github/workflows/test.yml (excerpt)
- name: Run tests
  id: tests
  run: pytest --junitxml=results.xml
  continue-on-error: true

- name: File Jira bug on failure
  if: steps.tests.outcome == 'failure'
  env:
    JIRA_BASE: ${{ secrets.JIRA_BASE }}
    JIRA_EMAIL: ${{ secrets.JIRA_EMAIL }}
    JIRA_TOKEN: ${{ secrets.JIRA_TOKEN }}
  run: python scripts/file-jira-bug.py results.xml

Where file-jira-bug.py parses the JUnit XML, extracts the failure, deduplicates, and creates / comments per the helpers above.

Anti-patterns

Anti-patternWhy it failsFix
Hard-coding transition IDsWorkflow updates break the runner silentlyLook up transitions per call via GET /transitions
Plain-text descriptionAPI returns 400 - Jira v3 requires ADFWrap as {"type": "doc", "version": 1, "content": [...]}
No deduplication before createEach retry of a flaky test creates a new bugSearch by summary first; comment on existing
Severity as built-in priorityConflates two axes (severity-vs-priority-reference)Use custom Severity field or severity-* labels
Storing the API token in codeToken leakUse environment variables / secret stores
Polling /transitions on every callRate-limitedCache per workflow scheme, refresh on 4xx
Bulk transitions without dry-runCannot easily reverse if wrong stateAlways run in dry-run mode first; log all changes

Limitations

  • Workflow is per-project. A transition name in one project may not exist in another - the runner must handle "transition not found" gracefully.
  • Custom fields are tenant-specific. Field IDs (customfield_10039) vary; discover at deploy time.
  • ADF complexity. Rich descriptions (code blocks, tables) need full ADF construction - see Atlassian's ADF reference.
  • Rate limits. Jira Cloud rate limits per minute; bulk operations need throttling.
  • JQL injection. text ~ "user input" accepts JQL operators - always escape quotes and reserved characters.

References