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  • A
    license
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    maintenance
    A Model Context Protocol server that provides AI assistants access to AWS CloudWatch Logs, enabling browsing, searching, summarizing, and correlating logs across multiple AWS services.
    170
    Apache 2.0
  • A
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    Not graded
    quality
    B
    maintenance
    Read-only MCP server exposing Flowsery analytics and AI-detected issues via 17 GET tools, enabling natural language queries in compatible clients.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables an AI assistant to diagnose a broken application on a local Kubernetes cluster by inspecting pods, events, and logs, with server-side guardrails, least-privilege RBAC, and an audit log. It can also restart deployments in allowed namespaces only after a dry-run preview and host approval.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables natural language analysis of network packet captures, including protocol detection, flow analysis, and security threat identification, integrated with AI assistants.
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A community-maintained MCP server for interacting with PagerDuty accounts, enabling management of incidents, services, schedules, and event orchestrations through MCP-enabled clients.
    20
    1
    Apache 2.0
  • A
    license
    A
    quality
    F
    maintenance
    Server for interacting with Honeycomb observability data. This server enables LLMs like Claude to directly analyze and query your Honeycomb datasets.
    14
    2 npm
    43
    MIT
  • A
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    quality
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    maintenance
    An MCP server for interacting with the Rybbit Analytics API, enabling querying analytics data, managing sites, tracking events, and more.
    57
    2 npm
    5
    MIT
  • F
    license
    B
    quality
    F
    maintenance
    Enables interacting with Bugsnag to investigate and resolve errors via natural language. Supports browsing organizations, projects, errors, stacktraces, and exception chains.
    11
    812 npm
    25
    -
  • A
    license
    B
    quality
    C
    maintenance
    Enables interacting with Prometheus through MCP for querying metrics, series, alerts, rules, and server status using natural language.
    9
    86 npm
    6
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for interacting with iKuai routers, enabling Claude to query system status, manage devices, and configure router settings via natural language.
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Tells an agent what went wrong with its own Ollama calls, in sentences with the fix: lost prompt cache and where the prompt stopped matching, context overflow, a model running partly on CPU, tool schemas crowding the prompt. Also the last turn in numbers and which local models fit in video memory. Local, read-only, nothing leaves the machine.
    4
    7
    1,513 npm
    28
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Provides Claude with read-only access to PC diagnostics including hardware specs, live performance metrics, disk usage, network checks, and more, enabling natural language queries about PC health and performance.
    15
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for measuring web performance with Google PageSpeed Insights, providing median scores with uncertainty and real-user data. It offers tools for scores, diagnostics, and comparisons to identify regressions.
    6
    1
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Minimal MCP server that integrates with Graylog, enabling agents to search, analyze, and inspect log messages across streams, discover fields and streams, and query multiple Graylog instances.
    5
    28 npm
    2
    MIT