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  • mcp-devops-onpremise

    zwitbaum
    A
    license
    B
    quality
    A
    maintenance
    MCP server for on-premises Azure DevOps that lets AI assistants browse repositories, review pull requests, manage work items, and interact with wikis, with NTLM authentication support.
    35
    Apache 2.0

  • mcp-feedback-ultra

    YangHang0210
    F
    license
    A
    quality
    B
    maintenance
    Interactive feedback server for AI-assisted development with Web UI and desktop app support, enabling user feedback collection after AI tasks.
    2

  • obox-mcp

    vinhgiga
    A
    license
    A
    quality
    D
    maintenance
    Obox MCP is a development toolkit that enables AI agents to autonomously execute system commands, manage files, and navigate projects within the IDE.
    3
    MIT
  • KumoRFM MCP Server by kumo-ai

    KumoRFM MCP Serverofficial

    kumo-ai
    A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to query KumoRFM for predictive analytics on relational data, including graph management, natural language to PQL conversion, and training-free predictions.
    12
    33
    MIT

  • kubeaid-mcp

    1Shubham7
    A
    license
    A
    quality
    C
    maintenance
    Exposes a Kubernetes cluster to MCP-compatible AI clients, enabling read-only and optional write operations on cluster resources like pods, deployments, and namespaces through natural language.
    9
    1
    MIT

  • utm-helper-mcp

    ArcadeAI
    F
    license
    A
    quality
    C
    maintenance
    MCP server for generating consistent UTM-tagged links based on an authoritative, version-controlled UTM specification.
    1

  • Globus MCP Server

    PurdueRCAC
    A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to perform federated data transfers and remote code execution on HPC endpoints via Globus, wrapping the Globus CLI and Globus Compute SDK.
    26
    1
    MIT

  • gitea-mcp

    werebear73
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that enables AI assistants to read, create, and manage issues, repositories, and releases on Gitea, Forgejo, or Codeberg instances via personal access tokens.
    21
    MIT

  • mcp-feedback-enhanced

    EarthChen
    F
    license
    A
    quality
    B
    maintenance
    MCP server that establishes feedback-oriented development workflows with dual Web UI and desktop application interfaces, enabling AI to confirm with users via prompts and real-time feedback to reduce speculative operations and improve efficiency.
    2

  • SentinelMCP

    AnanthanarayanKV
    F
    license
    A
    quality
    C
    maintenance
    Enables LLM-driven agents to autonomously detect, diagnose, repair, verify, and prevent software and hardware failures on local and remote systems. Includes built-in safety checks and automatic rollbacks.
    15

  • QPanda3 Runtime MCP Server

    OriginQ
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to interact with Origin Quantum computing services through QPanda3 Runtime. Supports quantum computing tasks like circuit sampling, expectation estimation, device management, and batch operations on quantum processing units.
    19
    2
    Apache 2.0

  • mcp-jp-fts

    syaryn
    A
    license
    A
    quality
    C
    maintenance
    Enables Japanese full-text search on local text files using SQLite FTS5 and SudachiPy. Supports indexing directories, searching with morphological analysis, and retrieving ranked results with snippets.
    7
    MIT

  • jlab-mcp

    kdkyum
    F
    license
    A
    quality
    B
    maintenance
    An MCP server that enables LLMs to execute Python code on GPU-accelerated compute nodes within SLURM-managed HPC environments. It bridges local clients to remote clusters by launching JupyterLab sessions via SLURM jobs to facilitate high-performance notebook-based computation.
    7

  • CampusMind-AI

    Maheshdayyala
    A
    license
    A
    quality
    B
    maintenance
    A calculator-focused MCP server template with tools, resources, and prompts built on NitroStack.
    22
    MIT

  • Scantool - File Scanner MCP

    mariusei
    A
    license
    A
    quality
    A
    maintenance
    Analyzes source code structure across multiple languages using tree-sitter, extracting classes, functions, methods, and metadata with precise line numbers for efficient codebase exploration and AI-assisted development.
    8
    3
    MIT

  • colab-mcp (enhanced fork)

    SebastianGilPinzon
    A
    license
    A
    quality
    A
    maintenance
    Enhanced fork of Google's Colab MCP, pre-registers all 7 notebook tools at startup (get_cells, add/run/update/delete/move_cell, add_text_cell), adds programmatic GPU control (T4/L4/A100) via OAuth, and fixes the "Disconnected from local server" issue with IPv4-only bind, PNA CORS headers, and stale-tab dedup. Works on Chrome, Edge, Windows, macOS, Linux.
    9
    14
    Apache 2.0

  • DevEnv Doctor MCP

    Madiocre
    A
    license
    A
    quality
    C
    maintenance
    Enables LLM clients to inspect local development environment, including Docker container health, pnpm workspace integrity, and stuck process diagnosis.
    4
    MIT