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  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server for Cisco CUCM operational debugging — 61 tools covering logs, device inventory, performance monitoring, packet capture, call analysis, service control, AXL discovery, certificates, backups, CTI status, and cluster topology.
    26
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server for Cisco Catalyst SD-WAN that lets LLM clients query fabric inventory, device health, alarms, and path quality from vManage. It is read-only by default, with configuration-changing tools available only when explicitly enabled and requiring human confirmation.
    1
    MIT
  • 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
    A
    quality
    B
    maintenance
    8 standalone MCP servers for SMBs — Guardrails (prompt injection, PII, secrets detection), FinOps (AI cost tracking and budgets), Observability (agent tracing), Smart Router (17+ models, 9 providers), Trust Score (governance scoring 0-100), Memory (persistent agent memory), ThinkSecure (runtime security + SOC2/GDPR audit), and A2A Lite (agent-to-agent protocol). 37 tools total, TNC credits
    4
    1
    MIT
  • 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
    A
    quality
    B
    maintenance
    Enables AI agents to check the health of internet infrastructure and specific services, helping diagnose whether issues are local or external.
    3
    24
    ISC
  • 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
    Read-only MCP server that exposes Kubernetes platform state (tenants, pods, SLOs, ArgoCD applications, chaos schedules, and catalog services) to AI agents, enabling natural language queries about cluster health and configuration.
    6
  • A
    license
    A
    quality
    D
    maintenance
    Enables real-time tracking of AI task starts and completions with integrated webhook notifications for monitoring activity. It allows users to log progress and send task-related event data to external services via configurable webhook URLs.
    3
    24
    1
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables interaction with Google Cloud Platform services through gcloud CLI, supporting operations like querying logs, checking Cloud Run status, managing secrets, executing Cloud SQL queries, and monitoring billing information.
    11
    21
    1
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    The AgentOps MCP server provides access to observability and tracing data for debugging complex AI agent runs. This adds crucial context about where the AI agent succeeds or fails.
    4
    21
    14
    MIT
  • A
    license
    C
    quality
    A
    maintenance
    Enables natural language interaction with Thruk monitoring systems, allowing users to query hosts/services, schedule downtimes, acknowledge problems, and more via MCP-compatible clients.
    65
    MIT