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  • ThinkNEO MCP SMB by thinkneo-ai

    ThinkNEO MCP SMBofficial

    thinkneo-ai
    A
    license
    A
    quality
    A
    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

  • xenia

    iondrive-co
    F
    license
    A
    quality
    C
    maintenance
    Enables monitoring and analysis of agent goal achievement and failures across sessions, repos, and tools, with detailed views and tracing.
    3
  • @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

  • Radar

    skyhook-io
    A
    license
    A
    quality
    A
    maintenance
    Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology, audit findings, and remediation actions to AI agents through the Model Context Protocol.
    25
    2,905
    Apache 2.0
  • Drumbeats MCP by drumbeats-io

    Drumbeats MCPofficial

    drumbeats-io
    A
    license
    A
    quality
    A
    maintenance
    MCP server for Drumbeats monitoring. Enables creating monitors, triaging incidents, and running HTTP/SSL/DNS checks using natural language from any AI client.
    16
    22
    2
    Apache 2.0

  • mcp-redis-monitor

    antonio-mello-ai
    A
    license
    A
    quality
    B
    maintenance
    FastMCP server with read-only tools to monitor Redis — queue depths, Celery queue status, connected clients, server/memory info, and per-database key counts
    5
    3
    MIT

  • Ingero

    ingero-io
    A
    license
    A
    quality
    A
    maintenance
    eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime and Driver APIs via kernel uprobes and host events via tracepoints to build causal chains explaining GPU latency. 7 tools: get_check, get_trace_stats, get_causal_chains, get_stacks, run_demo, get_test_report, run_sql. Telegraphic compression reduces token usage ~60%. Supports stdio and HTTPS (TLS 1.3) transport.
    11
    84
  • 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

  • datanika-mcp

    datanika-io
    A
    license
    A
    quality
    A
    maintenance
    Read-only-by-default MCP server for Datanika, an open-source dlt + dbt-core data pipeline platform: browse connections, introspect and preview source tables, compile and run dbt transformations, and monitor pipeline runs. 25 tools (17 read-only, plus 8 write tools gated behind --allow-write); source lives in the datanika-mcp/ subdirectory of the repo.
    25
    AGPL 3.0

  • AI Impact MCP

    anchetadev
    F
    license
    A
    quality
    B
    maintenance
    Estimates the environmental footprint of your AI use — energy (kWh), miles driven, water used for cooling, and CO₂ — plus a prompt-efficiency score, working with any AI client by measuring token usage.
    9
  • LangSmith MCP Server by langchain-ai

    LangSmith MCP Serverofficial

    langchain-ai
    A
    license
    A
    quality
    B
    maintenance
    Enables language models to access LangSmith observability platform features including fetching conversation history, managing prompts, retrieving traces and runs, working with datasets and examples, and analyzing experiments.
    13
    131
    MIT