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  • A
    license
    Not graded
    quality
    F
    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
    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
  • A
    license
    B
    quality
    B
    maintenance
    Lets an AI assistant inspect a running Google Chrome or Microsoft Edge browser over the Chrome DevTools Protocol, reading console output, network traffic, DOM snapshots, errors, performance metrics, storage, and screenshots. It also supports live event subscriptions, screen-frame streaming, and one-shot export of everything into an offline-readable archive such as HAR, CSV, and a self-contained HTML report.
    36
    20 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables precise measurement of live HTTP and WebSocket services while maintaining an append-only, evidence-based ledger of claims that agents can query with explicit timestamps, staleness indicators, and instructions for re-verification.
    6
    BSD Zero Clause
  • A
    license
    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
    B
    maintenance
    A production-oriented reliability, benchmarking, and evaluation system that layers multi-version protocol negotiation, adaptive streaming, connection pooling, and resilience onto an MCP agent runtime.
    3
    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
    Not graded
    quality
    B
    maintenance
    Provides governed MCP tools for querying optionally restricted Microsoft Sentinel/Log Analytics tables and optional Defender XDR hunting data, retrieving incidents and entities, and—for agent identities only—adding attributed incident comments, with Entra ID authentication, KQL validation, rate limits, and redacted audit logging.
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    Enables agents to explore and operate Grafana by searching and reading dashboards and folders, querying datasources such as Prometheus, Loki and SQL, and inspecting alert rules and annotations. Its safe-by-default access modes gate dashboard and folder creation, editing and deletion behind escalating permission levels.
    11
    263 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables an AI assistant to query your Akamai account's Reporting API v2 traffic data using your own EdgeGrid credentials, with tools for hostname/CP code metrics, HTTP status breakdowns, offload, raw queries, forecasts, and Excel exports.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides read-only, multi-vendor network device interaction, configuration auditing against vendor-guide rules, and safe diffing of proposed changes for AI agents to inspect and analyze network infrastructure without any commit or write capability.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables assistants to securely work on a Chest via personal access token: reading tool logs, builds, and databases, editing rows and variables, and installing or linking tools, with every write requiring a dry run and human confirmation.
    12 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Analyze Windows event logs (EVTX files) using Hayabusa, with tools to scan EVTX files for detections and list Hayabusa detection rules.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables external CLI agents to directly operate TauriTavern via MCP, including reading runtime data, executing STScript, sending messages, switching characters, and running JavaScript diagnostics in iframes.
    1
    -
  • F
    license
    Not graded
    quality
    A
    maintenance
    Enables local management of a NETGEAR WAC510 access point by talking directly to its stock firmware's HTTPS interface. It provides tools for reading device info, clients, radio/traffic stats, applying configurations, transferring files, and performing reboots or factory resets with confirmation safeguards.
    35 PyPI
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  • F
    license
    Not graded
    quality
    D
    maintenance
    Exposes the Akamai Reporting API v2 to enable traffic analysis, cache offload measurement, and error rate monitoring via natural language. It provides advanced features for forecasting future traffic trends and exporting multi-sheet Excel reports.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables querying logs and metrics with plain SQL from any MCP client via pooml's read-only query API.
    3
    3 npm
    Apache 2.0