Provides project health auditing for Jira, including health scores, risk detection for overdue, unassigned, and reopened issues, and team workload analysis.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@jira-ai-auditor Audit project KAN"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
Jira AI Auditor
Find the problems your Jira dashboard doesn't show you.
An MCP (Model Context Protocol) server that brings advanced project and sprint health auditing directly into Claude Desktop. Instantly detect overdue tasks, unassigned work, and reopened issues — with a proportional health score, risk scoring, and sprint-level analysis.
Why this tool
Most Jira integrations either give you full read/write access with no analysis, or a dashboard full of charts you still have to interpret yourself. This tool is different: it reads your project and tells you, in plain language, what's actually wrong — overdue tickets, unowned work, tasks that were marked done and quietly reopened.
It's also one of the few Jira tools that works correctly regardless of what language your team's workflow uses. Status detection is based on Jira's own language-independent status categories, not English text matching — so it works the same whether your statuses are named "Done", "Готово", or anything else.
Features 🆓 Free Project Health Score — proportional 0–100 score based on overdue, unassigned, and reopened work Overdue & Unassigned Detection — see exactly which tickets need attention Reopened Issue Detection — catches tickets marked Done and later reopened, using changelog history (not just current status) Risk Tags — each ticket flagged Low / Medium / High risk Team Workload View — how tasks are distributed across your team Works with any Jira language — tested with English and Russian workflows 5 free audits per day 💎 Premium Sprint Auditor (audit_sprint) — story points, completion rate, sprint-level risk assessment Exact Risk Scores — precise 0–100 score per ticket instead of a Low/Medium/High tag, factoring in priority, overdue duration, blocked status, and more Unlimited audits — no daily limit More advanced auditing features are on the roadmap Requirements Claude Desktop Node.js v18 or higher A Jira Cloud account with API access Installation
Clone the repository:
git clone https://github.com/Avtandil-abu/jira-ai-auditor cd jira-ai-auditor
Install dependencies:
npm install
Get your Jira API Token:
Go to Atlassian Account Settings Click Create API token Copy the token
Configure Claude Desktop:
Open your claude_desktop_config.json and add:
json { "mcpServers": { "jira-ai-auditor": { "command": "node", "args": ["/full/path/to/jira-ai-auditor/index.js"], "env": { "JIRA_DOMAIN": "https://your-domain.atlassian.net", "JIRA_EMAIL": "your-email@company.com", "JIRA_API_TOKEN": "your-api-token-here" } } } }
Restart Claude Desktop and start auditing:
Audit my Jira project KAN Usage
Once connected, simply ask Claude:
Audit project KAN What's the health score of my project? Find all overdue tasks in KAN Which tickets were reopened in KAN?
Sprint auditing (Premium only):
Audit the sprint for project KAN Upgrading to Premium
Premium unlocks unlimited audits, sprint auditing, and exact risk scores.
After checkout, you'll receive your Premium activation instructions by email within 24 hours.
Beta Program
We're looking for engineering managers and PMs to test this tool on real projects.
Support this project
If this tool is useful to you, a ⭐ on this repo genuinely helps — it's how other people find it.
👉 Support the development on Ko-fi
License
Proprietary — © 2026 Avtandil Labs. All rights reserved. See LICENSE.txt.
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