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108,273 servers. Updated
20 Best Jira MCP Servers: compared and ranked, October 2026Ranked from 597 matching servers on stars, growth, downloads and maintenance. Updated .

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"Using an MCP server with Atlassian JIRA to extract ticket descriptions" matching MCP servers:

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  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP clients to extract validated typed records from unstructured text using named schemas, with schema listing and extraction tools. It returns validated JSON or tool errors, optionally using an offline parser or an OpenAI-compatible model with retries on validation failures.
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Model Context Protocol (MCP) server for Atlassian Cloud products (Confluence and Jira). This integration is designed specifically for Atlassian Cloud instances and does not support Atlassian Server or Data Center deployments.
    6,011
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables an AI assistant to reliably read and chunk PDF/text documents, validate extracted JSON against a schema with full error paths, and save structured output—all confined to a single allowed directory.
    6
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP clients to extract tables and text from digital PDF invoices, bank statements, and bills into CSV, JSON, or Excel, with automatic PII redaction by default.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server that enables accessing Jira and Confluence using browser cookies captured via a Chrome extension, avoiding the need for API tokens or browser automation. It wraps the mcp-atlassian toolset and works with Atlassian Cloud and Server/Data Center behind SSO.
    1
    GPL 3.0
  • A
    license
    A
    quality
    C
    maintenance
    Provides deterministic, schema-driven structured data extraction from PDF documents via regex/heuristic matching, enabling repeatable, inspectable, and cost-free field extraction without LLM API calls.
    3
    MIT
  • F
    license
    B
    quality
    C
    maintenance
    Publishes a spending-summary tool alongside an interactive HTML view, letting people click a category in the answer to fetch the individual expense records behind that total. Keeps calculations and their supporting evidence together in a single inspectable flow.
    2
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server for Atlassian Jira and Confluence that supports both Cloud and On-Prem/Data Center deployments. It enables AI assistants to search, create, and manage issues and pages using secure authentication methods like PAT and OAuth.
    5
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    An async MCP server for JIRA integration, enabling AI assistants to search, create, and manage JIRA issues via JQL and other operations.
    6
    2
    -
  • F
    license
    A
    quality
    B
    maintenance
    Provides read-only access to Jira, enabling users to retrieve issue details, comment threads, linked-issue context, epic children, and JQL search results as compact Markdown.
    6
    2
    -