#MCP 探索家# 通过大模型操作Grafana等探索- Community

[Official Events] #MCP 探索家# 通过大模型操作Grafana等探索

Events 619 views · 1 replies ·

周维

deepin

2025-08-07 10:11

Author

背景：日常作为一位运维工程师，经常在思考AI怎么结合到日常工作中来，最近随着各类中间件MCP server的推出感觉可以实现很多有意思的操作。

本文简单介绍下如何使用大模型通过mcp服务进行Grafana的相关操作。

环境介绍：

操作系统：macOS15.6
agent：chatbox
模型：deepseek
mcp：mcp-grafana

当前mcp-server版本服务支持的能力如下

Tools

datasources:query

Tool	Category	Description	Required RBAC Permissions	Required Scopes
`list_teams`	Admin	List all teams	`teams:read`	`teams:*` or `teams:id:1`
`list_users_by_org`	Admin	List all users in an organization	`users:read`	`global.users:*` or `global.users:id:123`
`search_dashboards`	Search	Search for dashboards	`dashboards:read`	`dashboards:*` or `dashboards:uid:abc123`
`get_dashboard_by_uid`	Dashboard	Get a dashboard by uid	`dashboards:read`	`dashboards:uid:abc123`
`update_dashboard`	Dashboard	Update or create a new dashboard	`dashboards:create`, `dashboards:write`	`dashboards:`, `folders:` or `folders:uid:xyz789`
`get_dashboard_panel_queries`	Dashboard	Get panel title, queries, datasource UID and type from a dashboard	`dashboards:read`	`dashboards:uid:abc123`
`list_datasources`	Datasources	List datasources	`datasources:read`	`datasources:*`
`get_datasource_by_uid`	Datasources	Get a datasource by uid	`datasources:read`	`datasources:uid:prometheus-uid`
`get_datasource_by_name`	Datasources	Get a datasource by name	`datasources:read`	`datasources:*` or `datasources:uid:loki-uid`
`query_prometheus`	Prometheus	Execute a query against a Prometheus datasource	`datasources:query`	`datasources:uid:prometheus-uid`
	Prometheus	`datasources:uid:prometheus-uid`
`list_prometheus_metric_names`	Prometheus	List available metric names	`datasources:query`	`datasources:uid:prometheus-uid`
`list_prometheus_label_names`	Prometheus	List label names matching a selector	`datasources:query`	`datasources:uid:prometheus-uid`
`list_prometheus_label_values`	Prometheus	List values for a specific label	`datasources:query`	`datasources:uid:prometheus-uid`
`list_incidents`	Incident	List incidents in Grafana Incident	Viewer role	N/A
`create_incident`	Incident	Create an incident in Grafana Incident	Editor role	N/A
`add_activity_to_incident`	Incident	Add an activity item to an incident in Grafana Incident	Editor role	N/A
`get_incident`	Incident	Get a single incident by ID	Viewer role	N/A
`query_loki_logs`	Loki	Query and retrieve logs using LogQL (either log or metric queries)	`datasources:query`	`datasources:uid:loki-uid`
`list_loki_label_names`	Loki	List all available label names in logs	`datasources:query`	`datasources:uid:loki-uid`
`list_loki_label_values`	Loki	List values for a specific log label	`datasources:query`	`datasources:uid:loki-uid`
`query_loki_stats`	Loki	Get statistics about log streams	`datasources:query`	`datasources:uid:loki-uid`
`list_alert_rules`	Alerting	List alert rules	`alert.rules:read`	`folders:*` or `folders:uid:alerts-folder`
`get_alert_rule_by_uid`	Alerting	Get alert rule by UID	`alert.rules:read`	`folders:uid:alerts-folder`
`list_contact_points`	Alerting	List notification contact points	`alert.notifications:read`	Global scope
`list_oncall_schedules`	OnCall	List schedules from Grafana OnCall	`grafana-oncall-app.schedules:read`	Plugin-specific scopes
`get_oncall_shift`	OnCall	Get details for a specific OnCall shift	`grafana-oncall-app.schedules:read`	Plugin-specific scopes
`get_current_oncall_users`	OnCall	Get users currently on-call for a specific schedule	`grafana-oncall-app.schedules:read`	Plugin-specific scopes
`list_oncall_teams`	OnCall	List teams from Grafana OnCall	`grafana-oncall-app.user-settings:read`	Plugin-specific scopes
`list_oncall_users`	OnCall	List users from Grafana OnCall	`grafana-oncall-app.user-settings:read`	Plugin-specific scopes
`get_sift_investigation`	Sift	Retrieve an existing Sift investigation by its UUID	Viewer role	N/A
`get_sift_analysis`	Sift	Retrieve a specific analysis from a Sift investigation	Viewer role	N/A
`list_sift_investigations`	Sift	Retrieve a list of Sift investigations with an optional limit	Viewer role	N/A
`find_error_pattern_logs`	Sift	Finds elevated error patterns in Loki logs.	Editor role	N/A
`find_slow_requests`	Sift	Finds slow requests from the relevant tempo datasources.	Editor role	N/A
`list_pyroscope_label_names`	Pyroscope	List label names matching a selector	`datasources:query`	`datasources:uid:pyroscope-uid`
`list_pyroscope_label_values`	Pyroscope	List label values matching a selector for a label name	`datasources:query`	`datasources:uid:pyroscope-uid`
`list_pyroscope_profile_types`	Pyroscope	List available profile types	`datasources:query`	`datasources:uid:pyroscope-uid`
`fetch_pyroscope_profile`	Pyroscope	Fetches a profile in DOT format for analysis	`datasources:query`	`datasources:uid:pyroscope-uid`
`get_assertions`	Asserts	Get assertion summary for a given entity	Plugin-specific permissions	Plugin-specific scopes
`generate_deeplink`	Navigation	Generate accurate deeplink URLs for Grafana resources	None (read-only URL generation)	N/A