Grafana MCP Server
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- AlicenseNot gradedqualityBmaintenanceEnables AI agents to query Grafana dashboards, alerts, and datasources for observability insights and incident investigation.MIT
- AlicenseAqualityCmaintenanceEnables AI assistants to query Grafana datasources (Prometheus/Loki metrics and SQL databases like ClickHouse/Postgres/MySQL) and search or inspect dashboards through natural language, using read-only access to Grafana's API.6MIT
- FlicenseCqualityDmaintenanceEnables AI-powered integration with Grafana instances through 52 MCP tools for dashboard management, Prometheus/Loki queries, alerting, and administrative functions. Supports complete Grafana functionality including metrics exploration, log analysis, and incident response through natural language.801-
- AlicenseNot gradedqualityAmaintenanceEnables AI agents to read Grafana dashboards, alert rules, and query datasources (Prometheus, Loki, etc.) through MCP tools, integrating Grafana monitoring into the IDE.MIT
- FlicenseAqualityDmaintenanceEnables AI agents to query Prometheus metrics and Loki logs for intelligent alert investigation and troubleshooting. Provides service discovery, metric querying, log searching, and correlation tools to help identify root causes of issues.9-
- AlicenseNot gradedqualityDmaintenanceEnables AI assistants to query Prometheus metrics, monitor alerts, and analyze system health through read-only access to your Prometheus server with built-in query safety and optional AI-powered metric analysis.MIT
TDQS
Scored across 43 tools
Most tools have distinct purposes targeting specific resources like dashboards, incidents, or datasources, with clear action differentiation (e.g., list_alert_rules vs. get_alert_rule_by_uid). However, some overlap exists in list operations across different data sources (e.g., list_loki_label_names and list_prometheus_label_names) which could cause minor confusion, though descriptions help clarify the datasource focus.
Tool names follow a highly consistent verb_noun pattern throughout, such as list_alert_rules, get_dashboard_by_uid, and query_loki_logs. All tools use snake_case without deviation, making them predictable and easy to parse for agents, with verbs like 'list', 'get', 'query', and 'create' applied uniformly across resources.
With 43 tools, the count is excessive for a single server, leading to potential cognitive overload and reduced usability. While Grafana's broad scope (incidents, dashboards, datasources, etc.) justifies many tools, this high number feels heavy and could overwhelm agents, suggesting the surface might benefit from consolidation or modularization.
The tool set provides comprehensive coverage for Grafana's domain, including CRUD operations for incidents, dashboards, and datasources, along with querying, listing, and analysis tools across Loki, Prometheus, and Pyroscope. There are no obvious gaps; agents can perform full lifecycle management and detailed investigations without dead ends.