Jira Weekly Reporter MCP Server

Jira Weekly Reporter MCP Server

The Jira Weekly Reporter MCP server fills a common gap in software delivery pipelines: the need for up‑to‑date, human‑readable insight into issue activity without manual querying or spreadsheet work. By exposing a single tool over the Model Context Protocol, it allows AI assistants—such as Claude—to pull fresh data from a Jira instance (Cloud, Server, or Data Center) and transform it into concise, actionable reports. Developers can embed this capability directly in conversational agents, automating status updates for stakeholders or integrating metrics into continuous‑integration workflows.

At its core, the server authenticates to Jira using secure API tokens stored in a file. Once connected, it can either run a default “issues updated in the last seven days” query or accept a custom JQL string, project key, and result limit from the client. This flexibility lets teams tailor reports to sprint reviews, release summaries, or compliance audits. The resulting dataset is then formatted into a readable table, and optionally passed to the client’s LLM via for a succinct summary—great for executive briefings or chat‑based dashboards.

Key capabilities include:

• Secure, token‑based authentication that works across all Jira deployment models.
• Dynamic query construction, supporting both generic time‑based filters and precise JQL expressions.
• Project scoping to isolate reports to a single project or multiple keys.
• Result limiting to keep payloads small and focused.
• LLM‑powered summarization, enabling the assistant to deliver a narrative overview without additional code.
• Asynchronous integration with FastMCP, ensuring that blocking Jira calls do not stall the server.

Real‑world scenarios abound: a product owner can ask Claude, “What did we close last week?” and receive an instant report; a DevOps engineer can trigger the tool during a nightly build to push status updates into Slack; or an executive assistant can schedule weekly summaries that feed directly into a dashboard. Because the server is built on FastMCP, it can be deployed locally or in the cloud, and can even expose SSE endpoints for remote access.

In summary, the Jira Weekly Reporter MCP server streamlines the extraction and presentation of issue activity data. It removes repetitive manual steps, leverages AI for natural‑language summaries, and integrates seamlessly into existing AI‑centric workflows—making it a valuable addition for any team that relies on Jira to track progress.