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  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to monitor and troubleshoot AWS Application Signals services by tracking service health, analyzing SLO compliance, querying CloudWatch metrics, and investigating issues using distributed tracing with AWS X-Ray.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server providing deterministic cost anomaly detection for cloud billing and auditable architecture risk scoring, enabling AI agents to identify waste and risk with explainable rules.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables users to generate professional AWS architecture diagrams, sequence diagrams, flow charts, and class diagrams using Python code through the diagrams package. Supports customizable styling and secure diagram generation for cloud infrastructure visualization.
    3
    Apache 2.0
  • F
    license
    A
    quality
    B
    maintenance
    Provides tools for accessing Alibaba Cloud observability products including SLS (Log Service) and ARMS (Application Real-time Monitoring Service), allowing any MCP-compatible AI assistants to quickly interact with these services.
    9
    164
    -
  • F
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol (MCP) server that interfaces with the Apache YuniKorn Scheduler, allowing AI agents to observe and reason about Kubernetes batch workload resource management, queue hierarchies, and application states.
    7
    10
    -
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to query and manage KubeVela application delivery: check application status, trigger deployments, track workflows, manage addons, and more.
    21
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to generate BYaML Architecture Graphs from evaluations, Terraform plans, and AWS scans, and to derive insights such as blast radius, cost summaries, and remediation plans without writing YAML.
    8
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables browsing S3 buckets and objects, and generating secure presigned URLs for downloads and uploads, through natural language commands in MCP clients like Claude Desktop.
    3
    13
    3
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI-assisted analysis and optimization of Cloudflare D1 databases through comprehensive schema introspection, relationship mapping, validation, and optimization recommendations. Demonstrates semantic intent patterns with hexagonal architecture for maintainable database development workflows.
    4
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server bridging Spinnaker continuous delivery platform to LLMs for application, pipeline, and deployment management
    37
    105
    5
    GPL 3.0