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Rhoai Observability MCP

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作者:opendatahub-io

MCP server for troubleshooting vLLM inference workloads on Red Hat OpenShift AI — queries Prometheus, Alertmanager, Loki, Grafana, and Kubernetes from AI assistants.

安装

$uv pip install -e ".[dev]"

此服务器需要专门配置。目前没有可复用的公开启动命令,请遵循项目说明。

项目说明

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安全概况

已认领和已认证的服务器每周接受一次静态扫描,显示代码能触及的范围(外部服务、环境变量、shell 命令、代理配置目录)以及带有已知公告的依赖。认领此列表即可获得。 安全概况的工作原理

21 个工具中显示 21 个

文档中列出的工具 (21)

内容来自项目文档。服务器握手不会验证每个工具的说明或行为。

describe_resource

Get detailed description of a Kubernetes resource

get_alert_groups

Get alerts grouped by their routing labels

get_alerts

Get active alerts from Alertmanager, filterable by severity and labels

get_dashboard_panels

Get panels and their queries from a Grafana dashboard

get_events

List Kubernetes events, filterable by resource and reason

get_inference_services

List KServe InferenceService resources

get_node_status

Get node status, capacity, and GPU allocation info

get_pod_logs

Get logs for a specific pod by namespace and name

get_pods

List pods in a namespace with status, restarts, and creation time

get_trace

Fetch a distributed trace by its trace ID

get_vllm_metrics

Get a summary of key vLLM metrics (TTFT, TPOT, E2E, cache, queue) for a model

investigate_errors

Correlate error logs, alerts, and Kubernetes events in a namespace

investigate_gpu

Correlate GPU utilization, KV cache, queue depth, and pod status

investigate_latency

Correlate latency metrics, error logs, and alerts for a vLLM model

list_dashboards

List available Grafana dashboards, filterable by tag or title

list_metrics

List available Prometheus metric names, optionally filtered by regex

list_trace_tags

List available trace tag names for building TraceQL queries

query_logs

Execute a LogQL query against OpenShift LokiStack

query_prometheus

Execute a raw PromQL query against ThanosQuerier

query_prometheus_range

Execute a PromQL range query to get time-series data (trends, spikes, correlations)

search_traces

Search for traces using TraceQL expressions

工具变更历史

比较相同配置的完整检查。只列出工具,未调用工具。此处不测量输入结构的变化。

尚无完整工具检查。