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113,733 servers. Updated
20 Best Jira MCP Servers: compared and ranked, October 2026Ranked from 618 matching servers on stars, growth, downloads and maintenance. Updated .

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"Tool to analyze backend code, connect with Jira, and automate coding tasks" matching MCP servers:

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  • F
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    A
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    maintenance
    An MCP server that converts Markdown files containing Mermaid diagrams into PDF documents by rendering diagrams as SVG images. It provides a specialized tool to automate document conversion while ensuring all visual charts are correctly embedded in the final output.
    1
    -
  • A
    license
    B
    quality
    C
    maintenance
    MCP server providing backend access to PostgreSQL, Storage (Supabase/S3), Iceberg data lake, and SQL seeds. It offers 32 tools for database queries, storage operations, seed management, and more.
    31
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables coding agents to load backend anti-slop rules and deterministically audit TypeScript/backend files for violations like SELECT *, SQL interpolation, N+1 calls, silent catches, stack leaks, type escapes, and TODOs, plus verify TypeScript compilation. Returns PASS/FAIL findings so agents can fix issues before shipping.
    653 npm
    MIT
  • F
    license
    A
    quality
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    maintenance
    Enables control and management of smart home devices across multiple rooms through specialized MCP servers. Supports lights, thermostats, fans, and ovens with room-specific rules and automatic persistence.
    5
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  • A
    license
    A
    quality
    A
    maintenance
    An MCP server that exposes outputty's task tracker as typed tools backed by GitHub Issues, allowing coding agents to manage tasks with two-way sync.
    21
    8 npm
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Local-first MCP server and Chromium extension for AI-assisted Microsoft Power Automate work, enabling users to inspect, validate, edit, run, review, and revert cloud flows using a browser session.
    24
    47 npm
    27
    MIT
  • A
    license
    C
    quality
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    maintenance
    Enables AI assistants to edit Power Automate cloud flows live, including reading/writing flow definitions, managing connectors, and syncing changes, with no admin rights or app registration required.
    18
    1
    MIT
  • A
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    Not graded
    quality
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    maintenance
    Enables AI assistants to control iOS Simulators and automate browsers by combining xcrun simctl, fb-idb, and Puppeteer for screenshot capture, device management, gestures, navigation, and DOM interaction.
    6 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Provides AI coding assistants with code search, impact analysis, task chaining, and persistent memory to turn AI demos into deliverable code.
    17
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Codex and Claude Code to search and browse Google Drive and read, create, and edit Google Docs through a shared local Google OAuth login, with authentication and tool-discovery checks.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI harnesses to maintain a persistent memory layer backed by a local SQLite file, providing MCP tools to add, search, deprecate, and synchronize facts without deleting history.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    A Docker-based local RAG backend that provides advanced document search capabilities using vector, graph, and full-text retrieval via the Model Context Protocol. It supports over 28 file formats and tracks evolving relationships between concepts using a Neo4j-backed graphiti implementation.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Standalone MCP server for code structure analysis using tree-sitter. Directory trees, symbol definitions, and call graphs without reading raw source files. Supports Rust, Python, Go, Java, TypeScript, Fortran, JavaScript, C/C++, and C#. Benchmarked up to 68% fewer tokens vs native tools.
    6
    Apache 2.0