SKILL.md
Jira Integration Skill
Retrieve, analyze, and update Jira tickets directly from your AI coding workflow. Supports both MCP-based (recommended) and direct REST API approaches.
When to Activate
- Fetching a Jira ticket to understand requirements
- Extracting testable acceptance criteria from a ticket
- Adding progress comments to a Jira issue
- Transitioning a ticket status (To Do → In Progress → Done)
- Linking merge requests or branches to a Jira issue
- Searching for issues by JQL query
Prerequisites
Option A: MCP Server (Recommended)
Install the mcp-atlassian MCP server. This exposes Jira tools directly to your AI agent.
Requirements:
- Python 3.10+
uvx(fromuv), installed via your package manager or the officialuvinstallation documentation
Add to your MCP config (e.g., ~/.claude.json → mcpServers):
{
"jira": {
"command": "uvx",
"args": ["mcp-atlassian==0.21.0"],
"env": {
"JIRA_URL": "https://YOUR_ORG.atlassian.net",
"JIRA_EMAIL": "your.email@example.com",
"JIRA_API_TOKEN": "your-api-token"
},
"description": "Jira issue tracking — search, create, update, comment, transition"
}
}
Security: Never hardcode secrets. Prefer setting JIRA_URL, JIRA_EMAIL, and JIRA_API_TOKEN in your system environment (or a secrets manager). Only use the MCP env block for local, uncommitted config files.
To get a Jira API token:
- Click Create API token
- Copy the token — store it in your environment, never in source code
Option B: Direct REST API
If MCP is not available, use the Jira REST API v3 directly via curl or a helper script.
Required environment variables:
Variable
Description
JIRA_URL
Your Jira instance URL (e.g., https://yourorg.atlassian.net)
JIRA_EMAIL
Your Atlassian account email
JIRA_API_TOKEN
API token from id.atlassian.com
Store these in your shell environment, secrets manager, or an untracked local env file. Do not commit them to the repo.
MCP Tools Reference
When the mcp-atlassian MCP server is configured, these tools are available:
Tool
Purpose
Example
jira_search
JQL queries
project = PROJ AND status = "In Progress"
jira_get_issue
Fetch full issue details by key
PROJ-1234
jira_create_issue
Create issues (Task, Bug, Story, Epic)
New bug report
jira_update_issue
Update fields (summary, description, assignee)
Change assignee
jira_transition_issue
Change status
Move to "In Review"
jira_add_comment
Add comments
Progress update
jira_get_sprint_issues
List issues in a sprint
Active sprint review
jira_create_issue_link
Link issues (Blocks, Relates to)
Dependency tracking
jira_get_issue_development_info
See linked PRs, branches, commits
Dev context
Tip: Always call jira_get_transitions before transitioning — transition IDs vary per project workflow.
Direct REST API Reference
Fetch a Ticket
curl -s -u "$JIRA_EMAIL:$JIRA_API_TOKEN" \
-H "Content-Type: application/json" \
"$JIRA_URL/rest/api/3/issue/PROJ-1234" | jq '{
key: .key,
summary: .fields.summary,
status: .fields.status.name,
priority: .fields.priority.name,
type: .fields.issuetype.name,
assignee: .fields.assignee.displayName,
labels: .fields.labels,
description: .fields.description
}'
Fetch Comments
curl -s -u "$JIRA_EMAIL:$JIRA_API_TOKEN" \
-H "Content-Type: application/json" \
"$JIRA_URL/rest/api/3/issue/PROJ-1234?fields=comment" | jq '.fields.comment.comments[] | {
author: .author.displayName,
created: .created[:10],
body: .body
}'
Add a Comment
curl -s -X POST -u "$JIRA_EMAIL:$JIRA_API_TOKEN" \
-H "Content-Type: application/json" \
-d '{
"body": {
"version": 1,
"type": "doc",
"content": [{
"type": "paragraph",
"content": [{"type": "text", "text": "Your comment here"}]
}]
}
}' \
"$JIRA_URL/rest/api/3/issue/PROJ-1234/comment"
Transition a Ticket
# 1. Get available transitions
curl -s -u "$JIRA_EMAIL:$JIRA_API_TOKEN" \
"$JIRA_URL/rest/api/3/issue/PROJ-1234/transitions" | jq '.transitions[] | {id, name: .name}'
# 2. Execute transition (replace TRANSITION_ID)
curl -s -X POST -u "$JIRA_EMAIL:$JIRA_API_TOKEN" \
-H "Content-Type: application/json" \
-d '{"transition": {"id": "TRANSITION_ID"}}' \
"$JIRA_URL/rest/api/3/issue/PROJ-1234/transitions"
Search with JQL
curl -s -G -u "$JIRA_EMAIL:$JIRA_API_TOKEN" \
--data-urlencode "jql=project = PROJ AND status = 'In Progress'" \
"$JIRA_URL/rest/api/3/search"
Analyzing a Ticket
When retrieving a ticket for development or test automation, extract:
1. Testable Requirements
- Functional requirements — What the feature does
- Acceptance criteria — Conditions that must be met
- Testable behaviors — Specific actions and expected outcomes
- User roles — Who uses this feature and their permissions
- Data requirements — What data is needed
- Integration points — APIs, services, or systems involved
2. Test Types Needed
- Unit tests — Individual functions and utilities
- Integration tests — API endpoints and service interactions
- E2E tests — User-facing UI flows
- API tests — Endpoint contracts and error handling
3. Edge Cases & Error Scenarios
- Invalid inputs (empty, too long, special characters)
- Unauthorized access
- Network failures or timeouts
- Concurrent users or race conditions
- Boundary conditions
- Missing or null data
- State transitions (back navigation, refresh, etc.)
4. Structured Analysis Output
Ticket: PROJ-1234
Summary: [ticket title]
Status: [current status]
Priority: [High/Medium/Low]
Test Types: Unit, Integration, E2E
Requirements:
1. [requirement 1]
2. [requirement 2]
Acceptance Criteria:
- [ ] [criterion 1]
- [ ] [criterion 2]
Test Scenarios:
- Happy Path: [description]
- Error Case: [description]
- Edge Case: [description]
Test Data Needed:
- [data item 1]
- [data item 2]
Dependencies:
- [dependency 1]
- [dependency 2]
Updating Tickets
When to Update
Workflow Step
Jira Update
Start work
Transition to "In Progress"
Tests written
Comment with test coverage summary
Branch created
Comment with branch name
PR/MR created
Comment with link, link issue
Tests passing
Comment with results summary
PR/MR merged
Transition to "Done" or "In Review"
Comment Templates
Starting Work:
Starting implementation for this ticket.
Branch: feat/PROJ-1234-feature-name
Tests Implemented:
Automated tests implemented:
Unit Tests:
- [test file 1] — [what it covers]
- [test file 2] — [what it covers]
Integration Tests:
- [test file] — [endpoints/flows covered]
All tests passing locally. Coverage: XX%
PR Created:
Pull request created:
[PR Title](https://github.com/org/repo/pull/XXX)
Ready for review.
Work Complete:
Implementation complete.
PR merged: [link]
Test results: All passing (X/Y)
Coverage: XX%
Security Guidelines
- Never hardcode Jira API tokens in source code or skill files
- Always use environment variables or a secrets manager
- **Add
.env** to.gitignorein every project
- Rotate tokens immediately if exposed in git history
- Use least-privilege API tokens scoped to required projects
- Validate that credentials are set before making API calls — fail fast with a clear message
Troubleshooting
Error
Cause
Fix
401 Unauthorized
Invalid or expired API token
Regenerate at id.atlassian.com
403 Forbidden
Token lacks project permissions
Check token scopes and project access
404 Not Found
Wrong ticket key or base URL
Verify JIRA_URL and ticket key
spawn uvx ENOENT
IDE cannot find uvx on PATH
Use full path (e.g., ~/.local/bin/uvx) or set PATH in ~/.zprofile
Connection timeout
Network/VPN issue
Check VPN connection and firewall rules
Best Practices
- Update Jira as you go, not all at once at the end
- Keep comments concise but informative
- Link rather than copy — point to PRs, test reports, and dashboards
- Use @mentions if you need input from others
- Check linked issues to understand full feature scope before starting
- If acceptance criteria are vague, ask for clarification before writing code