Show HN: Jira Project Health Auditor (MCP Server)

Avtandil Labs released Jira AI Auditor, a Model Context Protocol (MCP) server that connects to Claude Desktop and audits Jira projects for overdue, unassigned, and reopened tickets, assigning a proportional 0–100 project health score. The tool offers 5 free audits per day and a Premium Sprint Auditor tier with exact 0–100 per-ticket risk scores and unlimited audits, and requires Claude Desktop, Node.js v18 or higher, and a Jira Cloud account with API access. Status detection relies on Jira's language-independent status categories rather than English text matching, which the developer says makes it work with workflows named in any language, including English and Russian.

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 1. Clone the repository: git clone https://github.com/Avtandil-abu/jira-ai-auditor https://github.com/Avtandil-abu/jira-ai-auditor cd jira-ai-auditor 1. Install dependencies: npm install 1. Get your Jira API Token: Go to Atlassian Account Settings Click Create API token Copy the token 1. 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 https://your-domain.atlassian.net ", "JIRA EMAIL": " your-email@company.com mailto:your-email@company.com ", "JIRA API TOKEN": "your-api-token-here" } } } } 1. 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 https://ko-fi.com/avtandilabuashvili44 License Proprietary — © 2026 Avtandil Labs. All rights reserved. See LICENSE.txt.