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"Tools or assistance for using AI to manage software and web development" matching MCP servers:

  • @verlon-ai/mcp by verlon-ai

    @verlon-ai/mcpofficial

    verlon-ai
    A
    license
    A
    quality
    B
    maintenance
    Model Context Protocol server for Verlon AI that exposes gates, logs, recommendations, and experiments as MCP tools, enabling coding agents to inspect and manage AI infrastructure natively.
    5
    163
    MIT

  • io.github.AIops-tools/ceph

    AIops-tools
    A
    license
    A
    quality
    A
    maintenance
    Governed AI-ops for Ceph, providing root-cause health analysis and guarded destructive operations via a built-in governance harness with risk tiers, audit, and undo recording.
    37
    MIT

  • MCP Server for Splunk

    deslicer
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to interact seamlessly with Splunk environments through 20+ tools for search, analytics, data discovery, administration, and health monitoring. Features AI-powered troubleshooting workflows and supports multiple Splunk instances with production-ready security.
    56
    27
    Apache 2.0

  • MCP Container Tools

    simseksem
    A
    license
    B
    quality
    D
    maintenance
    An MCP server for managing and monitoring Docker, Docker Compose, and Kubernetes environments alongside Azure Application Insights. It enables advanced log filtering, container lifecycle management, and querying of cloud application traces and metrics.
    7
    MIT

  • Vectra AI MCP Server

    vectra-ai-research
    A
    license
    B
    quality
    C
    maintenance
    Connects AI assistants to the Vectra AI security platform to enable intelligent analysis of threat detection data and automated incident response workflows. It allows users to investigate threats, take response actions, and generate security reports using natural language.
    23
    5
    MIT

  • GCP Billing and Monitoring MCP

    RadiumGu
    A
    license
    C
    quality
    D
    maintenance
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    40
    1
    Apache 2.0
  • Confident AI by confident-ai

    Confident AIofficial

    confident-ai
    A
    license
    Not graded
    quality
    B
    maintenance
    Connects AI-powered tools to the Confident AI platform for evaluating, observing, and iterating on AI quality, enabling cloud evaluations, dataset management, prompt versioning, production tracing, and human annotations directly from editors like Cursor and Claude Code.
    2
    MIT

  • MCP-AI-Gateway

    YoushaaMurhij
    F
    license
    Not graded
    quality
    D
    maintenance
    Unified local MCP AI Gateway that routes across Groq, OpenRouter, Mistral, and local Ollama providers, with OpenAI-compatible APIs, MCP tools, fallback/racing router, monitoring, and web dashboard.

  • log-ai-optimizer

    JustinHabashi
    F
    license
    Not graded
    quality
    C
    maintenance
    Compresses log files into templates and statistics using Drain3, and exposes them to AI assistants via an MCP server for efficient log monitoring and anomaly detection.

  • GDP MCP Tools

    asuar16
    F
    license
    Not graded
    quality
    D
    maintenance
    MCP server for Grubhub Data Platform operations, providing 40+ tools across 18 service categories for data platform management, observability, analytics, and collaboration.
  • Spyglass AI MCP Server by Spyglass-AI

    Spyglass AI MCP Serverofficial

    Spyglass-AI
    A
    license
    A
    quality
    D
    maintenance
    Enables LLMs to query telemetry data via the Spyglass AI agent, providing intelligent insights about application performance, errors, and bottlenecks.
    1
    MIT