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111,034 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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  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to securely connect to and manage remote servers via SSH, with tools for running commands, file operations, log inspection, service management, and system monitoring under configurable access controls and audit logging.
    12
    11 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A personal AI assistant server that provides MCP tools for notes, files, reminders, memory, shell, browser, and 30+ SaaS integrations, enabling AI clients to access and manage your data across sessions.
    3,967
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Serves plain-text notes that an Obsidian user has explicitly published for AI over streamable HTTP, with full-text and embedding-based search. MCP clients can read and search those notes and queue suggested edits that the user's own client applies only if the AI rules allow it.
    GPL 3.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    A plugin-oriented Jira capability kernel for AI models, providing 24+ tools for Jira operations including issue search, comments, transitions, and project analysis via a dispatcher and HTTP service.
    -
  • F
    license
    A
    quality
    D
    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
    -
  • A
    license
    B
    quality
    A
    maintenance
    MCP server for coding-os, a cognitive operating system that gives AI agents memory, structure, and discipline. It exposes tools for project management, task tracking, knowledge graphs, and cognition traces to Claude Code and Codex.
    89
    41 PyPI
    7
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Converts any Python Click or Typer CLI into an MCP server automatically — zero-code transformation that introspects CLI commands and exposes them as MCP tools.
    8
    Apache 2.0
  • 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
    license
    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
    B
    maintenance
    Enables AI agents to read Microsoft Fabric lakehouse or warehouse tables, infer keys and relationships, and create or update a GraphQL API item — returning a ready endpoint for Lovable, Cursor, or Claude Code. It also plans and validates schemas and drafts companion artifacts such as semantic models, dbt sources, join paths, and data dictionaries, with dry-run defaults.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    MCP server that exposes an email verification tool, returning verdicts of valid, invalid, or risky with reasons.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    Enables managing personal expenses through MCP tools for registering and listing gastos, reusing the backend's service layer.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A FastMCP-powered server for accessing curated travel spot data from a PostgreSQL database. It provides tools to retrieve major attractions, supporting sites, and the top ten most popular destinations.
    1
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables structured dynamic analysis of authorized Windows processes via Cheat Engine 7.7, exposing bounded tools for process inspection and debugging without arbitrary code execution or memory writes.
    -