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

  • MCP Atlassian

    sooperset
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    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.
    5,740
    MIT

  • Atlassian MCP Server

    varunkumar
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    A read-only MCP server that enables querying and searching Atlassian Confluence pages and Jira issues through their REST APIs. Supports retrieving content by ID or URL, searching using CQL/JQL, and listing spaces and projects.
    1
    MIT

  • Jira MCP Server

    brianstone
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    An MCP server that enables communication with Jira, allowing users to perform operations like getting, searching, creating, and editing issues through natural language interaction.
    1
    65
    MIT

  • Atlassian MCP Server

    jaigouk
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    quality
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    Enables AI assistants to search and retrieve data from Jira and Confluence directly within MCP-compatible IDEs. It provides tools for managing Jira tickets and Confluence pages using OAuth 2.0 authentication and Hexagonal Architecture.

  • Jira Stories MCP Server

    garimiddisuman
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    Connects Jira projects to AI assistants, enabling natural language queries to view, search, and filter stories with real-time access to descriptions, comments, status, and metadata without leaving your development environment.
    65
    Apache 2.0

  • Jira MCP Server

    Positronic-AI
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    A clean, reliable Model Context Protocol server for Jira integration, enabling issue management, search, and more via natural language.
    MIT

  • Pick an Agency

    Natden444
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    Search 47,000+ marketing agencies and get AI-matched with fitted agencies, from Pick an Agency.
    3
    2
    MIT

  • Docs-to-AI

    dorianmeric
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    quality
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    maintenance
    Enables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and provides advanced search features like phrase matching and date filtering.
    1
    MIT

  • JIRA MCP Server

    wunderfrucht
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    quality
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    maintenance
    An AI-friendly JIRA integration server using the Model Context Protocol, providing semantic tools for searching and interacting with JIRA issues without requiring JQL knowledge.
    1
    MIT

  • MCP RAG with ChromaDB

    CyprianFusi
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    quality
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    maintenance
    Provides retrieval-augmented generation (RAG) capabilities by ingesting various document formats into a persistent ChromaDB vector store. It enables semantic search and retrieval using either OpenAI or Ollama embeddings for processing local files, directories, and URLs.
    1
    MIT

  • Remote PostgreSQL MCP Server

    NETWORK101
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    quality
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    Enables users to interact with PostgreSQL databases through natural language, with GitHub OAuth authentication and role-based access control.
    MIT

  • Text-to-SQL MCP Server

    tmstack
    F
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    quality
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    maintenance
    A secure database query service built on FastMCP framework that allows users to query MySQL databases using natural language, with comprehensive permission management and security controls.
    15

  • docs-to-mcp

    fayazara
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    quality
    D
    maintenance
    A Cloudflare Worker that transforms Cloudflare AI Search (AutoRAG) instances into an MCP server for querying documentation. It enables AI models to search and retrieve relevant information from custom document sets stored in R2 buckets.
    17

  • Text-to-GraphQL MCP Server

    Arize-ai
    F
    license
    A
    quality
    D
    maintenance
    Converts natural language queries into valid GraphQL queries and executes them against GraphQL APIs. Includes schema introspection, query validation, execution with authentication, and query history tracking.
    5
    24