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Grafana

by docker ✓ verified ✓ Packaged by Docker

MCP server for Grafana.

MCP server installable needs setup network: on runtime: sysbox

Monitoring & Uptime MCP Servers

Grafana MCP Server

MCP server for Grafana.

What is an MCP Server?

MCP Info

Attribute Details
Docker Image mcp/grafana
Author grafana
Repository https://github.com/grafana/mcp-grafana

Image Building Info

Attribute Details
Dockerfile https://github.com/grafana/mcp-grafana/blob/76ed7dba5a18c9058d58a9ec037cc0e6a6febe49/Dockerfile
Commit 76ed7dba5a18c9058d58a9ec037cc0e6a6febe49
Docker Image built by Docker Inc.
Docker Scout Health Score Docker Scout Health Score
Verify Signature COSIGN_REPOSITORY=mcp/signatures cosign verify mcp/grafana --key https://raw.githubusercontent.com/docker/keyring/refs/heads/main/public/mcp/latest.pub
Licence Apache License 2.0

Available Tools (65)

Tools provided by this Server Short Description
add_activity_to_incident Add activity to incident
alerting_manage_routing Manage alerting routing
alerting_manage_rules Manage alert rules
analyze_loki_labels Analyze Loki label strategy
check_datasources_health Check datasources health
create_annotation Create Annotation
create_datasource Create datasource
create_folder Create folder
create_incident Create incident
create_snapshot Create snapshot
delete_snapshot Delete snapshot
find_error_pattern_logs Find error patterns in logs
find_slow_requests Find slow requests
generate_deeplink Generate navigation deeplink
get_alert_group Get IRM alert group
get_annotation_tags Get Annotation Tags
get_annotations Get Annotations
get_assertions Get assertions summary
get_current_oncall_users Get current on-call users
get_dashboard_by_uid Get dashboard details
get_dashboard_panel_queries Get dashboard panel queries
get_dashboard_property Get dashboard property
get_dashboard_summary Get dashboard summary
get_datasource Get datasource
get_incident Get incident details
get_oncall_shift Get OnCall shift
get_panel_image Get panel or dashboard image
get_plugin Get plugin
get_sift_analysis Get Sift analysis
get_sift_investigation Get Sift investigation
get_snapshot Get snapshot
grafana_api_request Grafana API request
install_plugin Install plugin
list_alert_groups List IRM alert groups
list_datasources List datasources
list_incidents List incidents
list_loki_label_names List Loki label names
list_loki_label_values List Loki label values
list_oncall_schedules List OnCall schedules
list_oncall_teams List OnCall teams
list_oncall_users List OnCall users
list_prometheus_label_names List Prometheus label names
list_prometheus_label_values List Prometheus label values
list_prometheus_metric_metadata List Prometheus metric metadata
list_prometheus_metric_names List Prometheus metric names
list_provisioning_repositories List provisioning repositories
list_pyroscope_label_names List Pyroscope label names
list_pyroscope_label_values List Pyroscope label values
list_pyroscope_profile_types List Pyroscope profile types
list_sift_investigations List Sift investigations
list_snapshots List snapshots
query_loki_logs Query Loki logs
query_loki_patterns Query Loki patterns
query_loki_stats Get Loki log statistics
query_prometheus Query Prometheus metrics
query_prometheus_histogram Query Prometheus histogram percentile
query_pyroscope Query Pyroscope
search_dashboards Search dashboards
search_folders Search folders
search_plugin_information Search plugins
suggest_loki_alloy_label_config Suggest Alloy label enforcement config
update_annotation Update Annotation
update_dashboard Create or update dashboard
update_datasource Update datasource
validate_provisioning_file Validate provisioning file

Tools Details

Tool: add_activity_to_incident

Add a note (userNote activity) to an existing incident's timeline using its ID. The note body can include URLs which will be attached as context. Use this to add context to an incident.

Parameters Type Description
body string The body of the activity. URLs will be parsed and attached as context
incidentId string The ID of the incident to add the activity to
eventTime string optional The time that the activity occurred. If not provided, the current time will be used

Tool: alerting_manage_routing

Manage Grafana alerting routing configuration, including notification policies, contact points and time intervals.

Notification policies define how alerts are grouped, routed, and which contact points receive them. Time intervals define active/mute periods for alert notifications.

When to use:

  • Understanding how alerts are routed to contact points/receivers
  • Debugging why an alert went to a specific receiver
  • Checking grouping, timing, or mute interval settings

When NOT to use:

  • Checking alert rule configuration or state (use alerting_manage_rules)
Parameters Type Description
operation string The operation to perform: 'get_notification_policies' to retrieve the notification policy tree, 'get_contact_points' to list all contact points, 'get_contact_point' to get a specific contact point by name, 'get_time_intervals' to list all time intervals, 'get_time_interval' to get a specific time interval by name
contact_point_title string optional Title of the contact point to retrieve (required for get_contact_point operation)
datasource_uid string optional Optional: UID of an Alertmanager-compatible datasource to query for receivers. If omitted, returns Grafana-managed contact points. Only used with get_contact_points.
limit integer optional The maximum number of results to return. Default is 100. Only used with get_contact_points.
name string optional Filter contact points by name (exact match). Only used with get_contact_points.
time_interval_name string optional Name of the time interval to retrieve (required for get_time_interval operation)

This tool is read-only. It does not modify its environment.


Tool: alerting_manage_rules

Manage Grafana alert rules with full CRUD capabilities and filtering.

When to use:

  • Understanding why an alert is or isn't firing
  • Auditing alert rule configuration (queries, conditions, labels, notification settings)
  • Finding alert rules by state, folder, group, or name
  • Creating, updating, or deleting alert rules
  • Comparing rule versions to see what changed

When NOT to use:

  • Checking how alerts are routed to receivers (use alerting_manage_routing)
Parameters Type Description
operation string The operation to perform: 'list', 'get', 'versions', 'create', 'update', or 'delete'. To create a rule, use operation 'create' and provide all required fields in a single call. To update a rule, first use 'get' to retrieve its full configuration, then 'update' with all required fields plus your changes.
annotations object optional Optional annotations for the alert rule
condition string optional The query condition identifier, e.g. 'A', 'B' (required for 'create', 'update')
data array optional Array of alert query objects (required for 'create'/'update'). Each object has: datasourceUid (string, required), model (object with expr for data queries or type/expression/conditions for expressions), refId (string, auto-assigned if omitted), relativeTimeRange ({from, to} in seconds, defaults to {from:600,to:0}). For server-side expressions use datasourceUid 'expr'. Example: [{datasourceUid: 'prometheus', model: {expr: 'up == 0'}}, {datasourceUid: 'expr', model: {type: 'threshold', expression: 'A', conditions: [{evaluator: {type: 'gt', params: [0]}}]}}]
datasource_uid string optional Optional: UID of a Prometheus or Loki datasource to query for datasource-managed alert rules (for 'list' operation)
disable_provenance boolean optional If true, the alert remains editable in the Grafana UI (sets X-Disable-Provenance header). Defaults to true.
exec_err_state string optional State on execution error: NoData, Alerting, OK (required for 'create', 'update')
folder_uid string optional The folder UID. For 'list': filter by exact folder UID (mutually exclusive with search_folder). For 'create'/'update': the folder to store the rule in (required).
for string optional Duration before alert fires, e.g. '5m' (required for 'create', 'update')
is_paused boolean optional If true, the alert rule remains inactive, Default is false
keep_firing_for string optional Enables continous firing of alert for specified time even when condition is no longer met. Default is 0 (resolves immediately)
label_selectors array optional Prometheus-style selectors to filter alert rules by labels. Each string is a selector e.g. '{severity="critical", team=~"backend.*"}'. All selectors must match (AND).
labels object optional Optional labels for the alert rule
limit_alerts integer optional Limit alert instances per rule. For list: 0 omits alerts. For get: <=0 defaults to 200. Max 200.
matchers array optional Label matchers to filter alert instances. Each string is a Prometheus-style matcher e.g. 'severity="critical"', 'env!="dev"', 'team=~"backend.*"'. Requires Grafana 12.4+.
missing_series_evals_to_resolve integer optional Consecutive evaluation intervals with no data required to mark the alert as resolved. Default is 2.
no_data_state string optional State when no data: NoData, Alerting, OK (required for 'create', 'update')
notification_settings object optional Notification settings object. Fields: receiver (string, required), groupBy ([]string), groupWait/groupInterval/repeatInterval (duration strings), muteTimeIntervals/activeTimeIntervals ([]string).
org_id integer optional The organization ID (required for 'create', 'update')
record object optional Recording rule config. Fields: from (string, required - ref ID e.g. 'A'), metric (string, required - metric name), targetDatasourceUid (string, optional).
rule_group string optional The rule group name (required for 'create', 'update')
rule_limit integer optional Maximum number of rules to return (default 200, max 200). Requires Grafana 12.4+ (for 'list' operation)
rule_type string optional Filter by rule type (for 'list' operation)
rule_uid string optional The UID of the alert rule (required for 'get', 'versions', 'update', 'delete'; optional for 'create')
search_folder string optional Search folders by path using partial matching (for 'list' operation). Requires Grafana 12.4+. Mutually exclusive with folder_uid.
search_rule_name string optional Search alert rule names/titles using partial matching. Requires Grafana 12.4+ (for 'list' operation)
states array optional Filter by alert state: firing, pending, normal, recovering, nodata, error (for 'list' operation)
title string optional The title of the alert rule (required for 'create', 'update')

This tool may perform destructive updates.


Tool: analyze_loki_labels

Audits a Loki label strategy and optionally diagnoses query performance. Returns per-label verdicts, missing base labels, normalisation issues, and a recommended set. Pass datasourceUid for live cardinality or labels for static scoring; both may be combined.

Parameters Type Description
datasourceUid string optional Datasource UID (live mode).
endRfc3339 string optional
expectedBaseLabels array optional
labels array optional Caller-supplied labels (static mode).
maxLabels integer optional
perfMetrics object optional Runtime metrics; presence triggers perf diagnosis.
selector string optional Optional LogQL selector for stats / perf diagnosis.
startRfc3339 string optional

This tool is read-only. It does not modify its environment.


Tool: check_datasources_health

Check datasource health. Filter by type or UIDs; omit both to check all.

Parameters Type Description
offset integer optional Number to skip for pagination
type string optional Plugin type filter; omit to check all
uids array optional UIDs to check

This tool is read-only. It does not modify its environment.


Tool: create_annotation

Create a new annotation on a dashboard or panel. Set format to 'graphite' and provide 'what' for Graphite-format annotations.

Parameters Type Description
dashboardUid string optional Dashboard UID
data object optional Optional JSON payload
format string optional Set to 'graphite' to create a Graphite-format annotation
graphiteData string optional Optional string payload for Graphite format
panelId integer optional Panel ID
tags array optional Optional list of tags
text string optional Annotation text (required unless format is graphite)
time integer optional Start time epoch ms
timeEnd integer optional End time epoch ms
what string optional Annotation text for Graphite format (required when format is graphite)
when integer optional Epoch ms timestamp for Graphite format

Tool: create_datasource

Create a datasource. If type is ambiguous, call search_plugin_information first; install the plugin if needed. IMPORTANT: always call this tool twice. First call: provide only the type — the tool returns a field schema. After receiving the schema, you MUST ask the user for every required field value explicitly; do not infer or use defaults without user confirmation. Second call: provide the type, the display name in the top-level name argument, schemaReviewed=true, and the fields map populated with values confirmed by the user. Never handle credentials — remind the user to rotate any detected. Returns UID, health check, and a config page link.

Parameters Type Description
name string Datasource display name
type string Grafana datasource plugin type, for example prometheus
access string optional How Grafana should access the datasource (proxy or direct)
basicAuth boolean optional Whether Grafana should use basic auth
database string optional Optional database name
fields object optional Datasource field values to provision, keyed by field key from the schema returned on the first call. The server uses each field's target (root or jsonData) to place values correctly in the YAML. Example: {"url": "http://prometheus:9090", "httpMethod": "POST"}.
isDefault boolean optional Whether this should become the default datasource
schemaReviewed boolean optional Set to true on the second call to confirm you reviewed the schema and collected values from the user.
url string optional Datasource base URL when required by the plugin
withCredentials boolean optional Whether Grafana should forward credentials such as cookies

Tool: create_folder

Create a Grafana folder. Provide a title and optional UID. Returns the created folder.

Parameters Type Description
title string The title of the folder.
parentUid string optional Optional parent folder UID. If set, the folder will be created under this parent.
uid string optional Optional folder UID. If omitted, Grafana will generate one.

Tool: create_incident

Create a new Grafana incident. Requires title, severity, and room prefix. Allows setting status and labels. This tool should be used judiciously and sparingly, and only after confirmation from the user, as it may notify or alarm lots of people.

Parameters Type Description
roomPrefix string The prefix of the room to create the incident in
severity string The severity of the incident
title string The title of the incident
attachCaption string optional The caption of the attachment
attachUrl string optional The URL of the attachment
isDrill boolean optional Whether the incident is a drill incident
labels array optional The labels to add to the incident
status string optional The status of the incident

Tool: create_snapshot

Create a Grafana snapshot from a full dashboard payload. Supports optional expiration and external snapshot fields.

Parameters Type Description
dashboard object Complete dashboard model to snapshot (as returned by Grafana dashboard APIs)
deleteKey string optional Secret key for deleting external snapshots. Required when external is true
expires integer optional Snapshot expiration in seconds (e.g. 3600 for 1 hour)
external boolean optional Store snapshot on external server. Requires key and deleteKey when true
key string optional Custom snapshot key. Required when external is true
name string optional Optional snapshot name

Tool: delete_snapshot

Delete a Grafana snapshot by snapshot key.

Parameters Type Description
key string Snapshot key to delete

This tool may perform destructive updates.


Tool: find_error_pattern_logs

Searches Loki logs for elevated error patterns compared to the last day's average, waits for the analysis to complete, and returns the results including any patterns found.

Parameters Type Description
labels object Labels to scope the analysis
name string The name of the investigation
end string optional End time for the investigation. Defaults to now if not specified.
start string optional Start time for the investigation. Defaults to 30 minutes ago if not specified.

This tool is read-only. It does not modify its environment.


Tool: find_slow_requests

Searches relevant Tempo datasources for slow requests, waits for the analysis to complete, and returns the results.

Parameters Type Description
labels object Labels to scope the analysis
name string The name of the investigation
end string optional End time for the investigation. Defaults to now if not specified.
start string optional Start time for the investigation. Defaults to 30 minutes ago if not specified.

This tool is read-only. It does not modify its environment.


Generate deeplink URLs for Grafana resources. Supports dashboards (requires dashboardUid or provisioningPreview), panels (requires dashboardUid or provisioningPreview, plus panelId), and Explore queries (requires datasourceUid and optionally queries). For dashboard and panel links, provisioningPreview points at a dashboard staged on a provisioning repository branch (e.g. a git-sync PR preview). For explore links, the time range and queries are embedded inside the Grafana explore state. Set shorten=true to also attempt a /goto/<uid> short URL; if shortening fails, the full deeplink is returned.

Parameters Type Description
resourceType string Type of resource: dashboard, panel, or explore
dashboardUid string optional Dashboard UID (for stored dashboards). Mutually exclusive with provisioningPreview for dashboard and panel types.
datasourceUid string optional Datasource UID (required for explore type)
panelId integer optional Panel ID (required for panel type)
provisioningPreview object optional Identifies a dashboard staged on a provisioning repository branch (e.g. a git-sync PR preview). Mutually exclusive with dashboardUid for dashboard and panel types.
queries array optional List of query objects for explore links (e.g. [{"refId":"A","expr":"up"}])
queryParams object optional Additional URL query parameters (for dashboard/panel types)
shorten boolean optional If true, try to shorten the generated URL to /goto/<uid>. If shortening fails, return the original deeplink.
timeRange object optional Time range for the link

Tool: get_alert_group

Get a specific alert group from Grafana OnCall by its ID. Returns the full alert group details.

Parameters Type Description
alertGroupId string The ID of the alert group to retrieve

This tool is read-only. It does not modify its environment.


Tool: get_annotation_tags

Returns annotation tags with optional filtering by tag name. Only the provided filters are applied.

Parameters Type Description
limit string optional Max results, default 100
tag string optional Optional filter by tag name

This tool is read-only. It does not modify its environment.


Tool: get_annotations

Fetch Grafana annotations using filters such as dashboard UID, time range and tags.

Parameters Type Description
alertUid string optional Filter by alert UID
dashboardUid string optional Filter by dashboard UID
from integer optional Epoch ms start time
limit integer optional Max results default 100
matchAny boolean optional If true, match any tag (OR). If false, match all tags (AND). Default: false
panelId integer optional Filter by panel ID
tags array optional Filter by tags. Multiple tags allowed; use matchAny to control AND/OR logic
to integer optional Epoch ms end time
type string optional annotation or alert
userId integer optional Filter by creator user ID

This tool is read-only. It does not modify its environment.


Tool: get_assertions

Get assertion summary for a given entity with its type, name, env, site, namespace, and a time range

Parameters Type Description
endTime string The end time in RFC3339 format (e.g. 2024-01-01T00:00:00Z) or relative format (e.g. now)
startTime string The start time in RFC3339 format (e.g. 2024-01-01T00:00:00Z) or relative format (e.g. now-1h)
entityName string optional The name of the entity to list
entityType string optional The type of the entity to list (e.g. Service, Node, Pod, etc.)
env string optional The env of the entity to list
namespace string optional The namespace of the entity to list
site string optional The site of the entity to list

This tool is read-only. It does not modify its environment.


Tool: get_current_oncall_users

Get the list of users currently on-call for a specific Grafana OnCall schedule ID. Returns the schedule ID, name, and a list of detailed user objects for those currently on call.

Parameters Type Description
scheduleId string The ID of the schedule to get current on-call users for

This tool is read-only. It does not modify its environment.


Tool: get_dashboard_by_uid

Retrieves the complete dashboard, including panels, variables, and settings, for a specific dashboard identified by its UID. The response includes 'apiVersion' and 'isV2': when 'isV2' is true the dashboard uses the v2 schema (panels live under 'elements' keyed by name, arranged by 'layout'; variables under 'variables'), otherwise it is classic v1 ('panels[]' with 'templating.list'). WARNING: Large dashboards can consume significant context window space. Consider using get_dashboard_summary for overview or get_dashboard_property for specific data instead.

Parameters Type Description
uid string The UID of the dashboard

This tool is read-only. It does not modify its environment.


Tool: get_dashboard_panel_queries

Retrieve panel queries from a Grafana dashboard. Supports all datasource types (Prometheus, Loki, CloudWatch, SQL, etc.) and row-nested panels. Optionally filter to a specific panel by ID with panelId. Optionally provide variables for template variable substitution, which populates processedQuery and requiredVariables fields. Returns an array of objects with fields: title, query (raw expression), datasource (object with uid and type), and optionally processedQuery, refId, and requiredVariables.

Parameters Type Description
uid string The UID of the dashboard
panelId integer optional Optional panel ID to filter to a specific panel
variables object optional Optional variable substitutions (e.g., {"job": "api-server"})

This tool is read-only. It does not modify its environment.


Tool: get_dashboard_property

Get specific parts of a dashboard using JSONPath expressions to minimize context window usage. JSONPath targets the dashboard's native schema. Classic v1 paths: '$.title' (title), '$.panels[].title' (all panel titles), '$.panels[0]' (first panel), '$.templating.list' (variables), '$.annotations.list' (saved dashboard annotation queries/definitions), '$.tags' (tags), '$.panels[].targets[*].expr' (all queries). v2 dashboards (see isV2 from get_dashboard_by_uid) use different paths: '$.title', '$.elements' (panels, keyed by name), '$.variables' (variables), '$.annotations'. Use this instead of get_dashboard_by_uid when you only need specific dashboard properties.

Parameters Type Description
jsonPath string JSONPath expression to extract specific data (e.g., '$.panels[0].title' for first panel title, '$.panels[*].title' for all panel titles, '$.templating.list' for variables, '$.annotations.list' for saved dashboard annotation queries/definitions)
uid string The UID of the dashboard

This tool is read-only. It does not modify its environment.


Tool: get_dashboard_summary

Get a compact summary of a dashboard including title, panel count, panel types, variables, and other metadata without the full JSON. Use this for dashboard overview and planning modifications without consuming large context windows.

Parameters Type Description
uid string The UID of the dashboard

This tool is read-only. It does not modify its environment.


Tool: get_datasource

Retrieves detailed information about a specific datasource by UID or name. Returns the full datasource model, including name, type, URL, access settings, JSON data, and secure JSON field status. Provide either uid or name; uid takes priority if both are given.

Parameters Type Description
name string optional The name of the datasource. Used if UID is not provided.
uid string optional The UID of the datasource. If provided, takes priority over name.

This tool is read-only. It does not modify its environment.


Tool: get_incident

Get a single incident by ID. Returns the full incident details including title, status, severity, labels, timestamps, and other metadata.

Parameters Type Description
id string The ID of the incident to retrieve

This tool is read-only. It does not modify its environment.


Tool: get_oncall_shift

Get detailed information for a specific Grafana OnCall shift using its ID. A shift represents a designated time period within a schedule when users are actively on-call. Returns the full shift details.

Parameters Type Description
shiftId string The ID of the shift to get details for

This tool is read-only. It does not modify its environment.


Tool: get_panel_image

Render a Grafana dashboard panel or full dashboard as a PNG image. Returns the image as base64 encoded data. Requires the Grafana Image Renderer service to be installed. Either dashboardUid (for stored dashboards) or provisioningPreview (for dashboards staged on a provisioning repository branch, e.g. a git-sync PR) must be supplied. Use this for generating visual snapshots of dashboards for reports, alerts, or presentations.

Parameters Type Description
dashboardUid string optional The UID of a stored dashboard containing the panel. Required unless provisioningPreview is provided.
height integer optional Height of the rendered image in pixels. Defaults to 500
panelId integer optional The ID of the panel to render. If omitted, the entire dashboard is rendered
provisioningPreview object optional Render a dashboard from a provisioning repository branch (e.g. a git-sync PR preview). Mutually exclusive with dashboardUid.
scale integer optional Scale factor for the image (1-3). Defaults to 1
theme string optional Theme for the rendered image: light or dark. Defaults to dark
timeRange object optional Time range for the rendered image
timeout integer optional Rendering timeout in seconds. Defaults to 60
variables object optional Dashboard variables to apply. Values can be a single string or an array of strings for multi-value variables (e.g., {"var-datasource": "prometheus", "var-instance": ["server1", "server2"]})
width integer optional Width of the rendered image in pixels. Defaults to 1000

This tool is read-only. It does not modify its environment.


Tool: get_plugin

Check whether a Grafana plugin is installed and retrieve its details (name, version, type, enabled status). Returns installed=false when the plugin is not found. Use install_plugin when a plugin is not installed to install plugin after confirming this action with the user.

Parameters Type Description
pluginId string The plugin ID to check (e.g. 'prometheus', 'grafana-piechart-panel', 'grafana-oncall-app')

This tool is read-only. It does not modify its environment.


Tool: get_sift_analysis

Retrieves a specific analysis from an investigation by its UUID. The investigation ID and analysis ID should be provided as strings in UUID format.

Parameters Type Description
analysisId string The UUID of the specific analysis to retrieve
investigationId string The UUID of the investigation as a string (e.g. '02adab7c-bf5b-45f2-9459-d71a2c29e11b')

This tool is read-only. It does not modify its environment.


Tool: get_sift_investigation

Retrieves an existing Sift investigation by its UUID. The ID should be provided as a string in UUID format (e.g. '02adab7c-bf5b-45f2-9459-d71a2c29e11b').

Parameters Type Description
id string The UUID of the investigation as a string (e.g. '02adab7c-bf5b-45f2-9459-d71a2c29e11b')

This tool is read-only. It does not modify its environment.


Tool: get_snapshot

Get a Grafana snapshot by key, including snapshot metadata and dashboard payload.

Parameters Type Description
key string Snapshot key to retrieve

This tool is read-only. It does not modify its environment.


Tool: grafana_api_request

Make an authenticated HTTP request to the Grafana API. Similar to 'gh api' for GitHub. Supports any Grafana API endpoint with optional jq-style response filtering. Use this for API endpoints that don't have a dedicated tool.

Parameters Type Description
endpoint string The API path relative to the Grafana base URL (e.g. '/api/org', '/api/dashboards/uid/abc123'). Must start with '/'.
body string optional Request body (JSON string). Used with POST, PUT, and PATCH requests.
headers object optional Additional HTTP headers to include in the request.
jq string optional A jq expression to filter or transform the JSON response (e.g. '.dashboards[]
method string optional HTTP method. Defaults to GET

Tool: install_plugin

Install a Grafana plugin by its plugin ID. If the version is not already confirmed with the user, omit it — the tool will look up the latest version and return it for confirmation before installing.

Parameters Type Description
pluginId string The plugin ID to install (e.g. 'grafana-image-renderer', 'grafana-piechart-panel')
version string optional The exact version to install. Must be confirmed with the user before calling — if unknown, omit this field to look up the latest version first.

This tool may perform destructive updates.


Tool: list_alert_groups

List alert groups from Grafana OnCall with filtering options. Supports filtering by alert group ID, route ID, integration ID, state (new, acknowledged, resolved, silenced), team ID, time range, labels, and name. For time ranges, use format '{start}_{end}' ISO 8601 timestamp range (e.g., '2025-01-19T00:00:00_2025-01-19T23:59:59' for a specific day). For labels, use format 'key:value' (e.g., ['env:prod', 'severity:high']). Returns a list of alert group objects with their details. Supports pagination.

Parameters Type Description
id string optional Filter by specific alert group ID
integrationId string optional Filter by integration ID
labels array optional Filter by labels in format key:value (e.g., ['env:prod', 'severity:high'])
name string optional Filter by alert group name
page integer optional The page number to return
routeId string optional Filter by route ID
startedAt string optional Filter by time range in format '{start}_{end}' ISO 8601 timestamp range (UTC assumed, no timezone indicator needed) (e.g., '2025-01-19T00:00:00_2025-01-19T23:59:59')
state string optional Filter by alert group state (one of: new, acknowledged, resolved, silenced)
teamId string optional Filter by team ID

This tool is read-only. It does not modify its environment.


Tool: list_datasources

List all configured datasources in Grafana. Use this to discover available datasources and their UIDs. Supports filtering by type and pagination.

Parameters Type Description
limit integer optional Maximum number of datasources to return (max 100)
offset integer optional Number of datasources to skip for pagination
type string optional The type of datasources to search for. For example, 'prometheus', 'loki', 'tempo', etc...

This tool is read-only. It does not modify its environment.


Tool: list_incidents

List Grafana incidents. Allows filtering by status ('active', 'resolved') and optionally including drill incidents. Returns a preview list with basic details.

Parameters Type Description
drill boolean optional Whether to include drill incidents
limit integer optional The maximum number of incidents to return
status string optional The status of the incidents to include. Valid values: 'active', 'resolved'

This tool is read-only. It does not modify its environment.


Tool: list_loki_label_names

Lists all available label/field names (keys) found in logs within a specified Loki or VictoriaLogs datasource and time range. Returns a list of unique label strings (e.g., ["app", "env", "pod"]). If the time range is not provided, it defaults to the last hour.

Parameters Type Description
datasourceUid string The UID of the datasource to query
endRfc3339 string optional Optionally, the end time of the query in RFC3339 format or relative time (e.g. 'now') (defaults to now)
startRfc3339 string optional Optionally, the start time of the query in RFC3339 format or relative time (e.g. 'now-1h') (defaults to 1 hour ago)

This tool is read-only. It does not modify its environment.


Tool: list_loki_label_values

Retrieves all unique values associated with a specific labelName within a Loki or VictoriaLogs datasource and time range. Returns a list of string values (e.g., for labelName="env", might return ["prod", "staging", "dev"]). Useful for discovering filter options. Defaults to the last hour if the time range is omitted.

Parameters Type Description
datasourceUid string The UID of the datasource to query
labelName string The name of the label to retrieve values for (e.g. 'app', 'env', 'pod')
endRfc3339 string optional Optionally, the end time of the query in RFC3339 format or relative time (e.g. 'now') (defaults to now)
startRfc3339 string optional Optionally, the start time of the query in RFC3339 format or relative time (e.g. 'now-1h') (defaults to 1 hour ago)

This tool is read-only. It does not modify its environment.


Tool: list_oncall_schedules

List Grafana OnCall schedules, optionally filtering by team ID. If a specific schedule ID is provided, retrieves details for only that schedule. Returns a list of schedule summaries including ID, name, team ID, timezone, and shift IDs. Supports pagination.

Parameters Type Description
page integer optional The page number to return (1-based)
scheduleId string optional The ID of the schedule to get details for. If provided, returns only that schedule's details
teamId string optional The ID of the team to list schedules for

This tool is read-only. It does not modify its environment.


Tool: list_oncall_teams

List teams configured in Grafana OnCall. Returns a list of team objects with their details. Supports pagination.

Parameters Type Description
page integer optional The page number to return

This tool is read-only. It does not modify its environment.


Tool: list_oncall_users

List users from Grafana OnCall. These are OnCall users (separate from Grafana users). Can retrieve all users in the OnCall directory, a specific user by ID, or filter by username. Returns a list of user objects with their details. Supports pagination.

Parameters Type Description
page integer optional The page number to return
userId string optional The ID of the user to get details for. If provided, returns only that user's details
username string optional The username to filter users by. If provided, returns only the user matching this username

This tool is read-only. It does not modify its environment.


Tool: list_prometheus_label_names

List label names in a PromQL-compatible datasource (Prometheus, Thanos, Mimir, Cloud Monitoring, etc.). Allows filtering by series selectors and time range.

Parameters Type Description
datasourceUid string The UID of the datasource to query
endRfc3339 string optional Optionally, the end time of the time range to filter the results by. Supports RFC3339 or relative time (e.g. 'now')
limit integer optional Optionally, the maximum number of results to return
matches array optional Optionally, a list of label matchers to filter the results by
projectName string optional GCP project name to query (Cloud Monitoring datasources only). Overrides or substitutes the defaultProject configured on the datasource.
startRfc3339 string optional Optionally, the start time of the time range to filter the results by. Supports RFC3339 or relative time (e.g. 'now-1h')

This tool is read-only. It does not modify its environment.


Tool: list_prometheus_label_values

Use after list_prometheus_metric_names to find label values for filtering queries. Gets the values for a specific label name in a PromQL-compatible datasource (Prometheus, Thanos, Mimir, Cloud Monitoring, etc.). Allows filtering by series selectors and time range.

Parameters Type Description
datasourceUid string The UID of the datasource to query
labelName string The name of the label to query
endRfc3339 string optional Optionally, the end time of the query. Supports RFC3339 or relative time (e.g. 'now')
limit integer optional Optionally, the maximum number of results to return
matches array optional Optionally, a list of selectors to filter the results by
projectName string optional GCP project name to query (Cloud Monitoring datasources only). Overrides or substitutes the defaultProject configured on the datasource.
startRfc3339 string optional Optionally, the start time of the query. Supports RFC3339 or relative time (e.g. 'now-1h')

This tool is read-only. It does not modify its environment.


Tool: list_prometheus_metric_metadata

List Prometheus metric metadata. Returns metadata about metrics currently scraped from targets. Note: This endpoint is experimental.

Parameters Type Description
datasourceUid string The UID of the datasource to query
limit integer optional The maximum number of metrics to return
limitPerMetric integer optional The maximum number of metrics to return per metric
metric string optional The metric to query
projectName string optional GCP project name to query (Cloud Monitoring datasources only). Overrides or substitutes the defaultProject configured on the datasource.

This tool is read-only. It does not modify its environment.


Tool: list_prometheus_metric_names

DISCOVERY: Call this first to find available metrics before querying. Lists metric names in a PromQL-compatible datasource (Prometheus, Thanos, Mimir, Cloud Monitoring, etc.). Retrieves all metric names and filters them using the provided regex. Supports pagination and an optional time range to restrict results to metrics active within that window.

Parameters Type Description
datasourceUid string The UID of the datasource to query
endRfc3339 string optional Optionally, the end time of the time range to filter the results by. Supports RFC3339 or relative time (e.g. 'now')
limit integer optional The maximum number of results to return
page integer optional The page number to return
projectName string optional GCP project name to query (Cloud Monitoring datasources only). Overrides or substitutes the defaultProject configured on the datasource.
regex string optional The regex to match against the metric names
startRfc3339 string optional Optionally, the start time of the time range to filter the results by. Supports RFC3339 or relative time (e.g. 'now-1h')

This tool is read-only. It does not modify its environment.


Tool: list_provisioning_repositories

List provisioning repositories (e.g. git-sync sources) configured for this Grafana instance. Returns each repository's slug along with its source URL, branch, path, sync state, and health. Use the returned name as the repo argument when rendering a not-yet-applied dashboard preview via get_panel_image's provisioningPreview parameter.

Parameters Type Description
namespace string optional Kubernetes-style namespace to list repositories from. Defaults to 'default' which matches single-tenant Grafana deployments.

This tool is read-only. It does not modify its environment.


Tool: list_pyroscope_label_names

Lists all available label names (keys) found in profiles within a specified Pyroscope datasource, time range, and optional label matchers. Label matchers are typically used to qualify a service name ({service_name="foo"}). Returns a list of unique label strings (e.g., ["app", "env", "pod"]). Label names with double underscores (e.g. name) are internal and rarely useful to users. If the time range is not provided, it defaults to the last hour.

Parameters Type Description
data_source_uid string The UID of the datasource to query
end_rfc_3339 string optional Optionally, the end time of the query in RFC3339 format or relative time (e.g. 'now') (defaults to now)
matchers string optional
start_rfc_3339 string optional Optionally, the start time of the query in RFC3339 format or relative time (e.g. 'now-1h') (defaults to 1 hour ago)

This tool is read-only. It does not modify its environment.


Tool: list_pyroscope_label_values

Lists all available label values for a particular label name found in profiles within a specified Pyroscope datasource, time range, and optional label matchers. Label matchers are typically used to qualify a service name ({service_name="foo"}). Returns a list of unique label strings (e.g. for label name "env": ["dev", "staging", "prod"]). If the time range is not provided, it defaults to the last hour.

Parameters Type Description
data_source_uid string The UID of the datasource to query
name string A label name
end_rfc_3339 string optional Optionally, the end time of the query in RFC3339 format or relative time (e.g. 'now') (defaults to now)
matchers string optional Optionally, Prometheus style matchers used to filter the result set (defaults to: {})
start_rfc_3339 string optional Optionally, the start time of the query in RFC3339 format or relative time (e.g. 'now-1h') (defaults to 1 hour ago)

This tool is read-only. It does not modify its environment.


Tool: list_pyroscope_profile_types

Lists all available profile types available in a specified Pyroscope datasource and time range. Returns a list of all available profile types (example profile type: "process_cpu:cpu:nanoseconds:cpu:nanoseconds"). A profile type has the following structure: <name>:<sample type>:<sample unit>:<period type>:<period unit>. Not all profile types are available for every service. If the time range is not provided, it defaults to the last hour.

Parameters Type Description
data_source_uid string The UID of the datasource to query
end_rfc_3339 string optional Optionally, the end time of the query in RFC3339 format or relative time (e.g. 'now') (defaults to now)
start_rfc_3339 string optional Optionally, the start time of the query in RFC3339 format or relative time (e.g. 'now-1h') (defaults to 1 hour ago)

This tool is read-only. It does not modify its environment.


Tool: list_sift_investigations

Retrieves a list of Sift investigations with an optional limit. If no limit is specified, defaults to 10 investigations.

Parameters Type Description
limit integer optional Maximum number of investigations to return

This tool is read-only. It does not modify its environment.


Tool: list_snapshots

List Grafana dashboard snapshots with optional query and result limit filters.

Parameters Type Description
limit integer optional Maximum number of snapshots to return (Grafana defaults to 1000 when omitted)
query string optional Optional search query for snapshot name

This tool is read-only. It does not modify its environment.


Tool: query_loki_logs

Executes a log query against a Loki or VictoriaLogs datasource and returns matching log entries (or metric samples on Loki). Defaults to the last hour, a limit of 10 entries, and 'backward' direction (newest first). The logql parameter takes LogQL on Loki and LogsQL on VictoriaLogs (e.g., Loki: {app="foo"} |= "error"; VictoriaLogs: {app="foo"} "error"). To count matching log lines precisely, use a count_over_time() metric query with queryType='instant'. Prefer using query_loki_stats first to cheaply check whether a stream contains data (avoiding expensive queries against empty streams) and list_loki_label_names / list_loki_label_values to verify labels exist before querying. Note: query_loki_stats returns approximate storage-level counts, not exact log line counts.

Parameters Type Description
datasourceUid string The UID of the datasource to query
logql string The LogQL query to execute against Loki. This can be a simple label matcher or a complex query with filters, parsers, and expressions. Supports full LogQL syntax including label matchers, filter operators, pattern expressions, and pipeline operations.
direction string optional Optionally, the direction of the query: 'forward' (oldest first) or 'backward' (newest first, default)
endRfc3339 string optional Optionally, the end time of the query in RFC3339 format or relative time (e.g. 'now')
limit integer optional Optionally, the maximum number of log lines to return (default max: 100, configurable by MCP server).
queryType string optional Query type: 'range' (default) or 'instant'. Instant queries return a single value at one point in time. Range queries return values over a time window. Use 'instant' for metric queries when you want the current value.
startRfc3339 string optional Optionally, the start time of the query in RFC3339 format or relative time (e.g. 'now-1h')
stepSeconds integer optional Resolution step in seconds for range metric queries. When running metric queries with queryType='range', this controls the time resolution of the returned data points.

This tool is read-only. It does not modify its environment.


Tool: query_loki_patterns

Retrieves detected log patterns from a Loki datasource for a given stream selector and time range. Returns a list of patterns, each containing a pattern string and a total count of occurrences. Patterns help identify common log structures and anomalies. The logql parameter must be a stream selector (e.g., {job="nginx"}) and does not support line filters or aggregations. Defaults to the last hour if the time range is omitted. Not supported on VictoriaLogs datasources - use a | stats pipeline instead.

Parameters Type Description
datasourceUid string The UID of the datasource to query
logql string A LogQL stream selector to identify the logs to analyze for patterns (e.g. {job="foo", namespace="bar"})
endRfc3339 string optional Optionally, the end time of the query in RFC3339 format or relative time (e.g. 'now') (defaults to now)
startRfc3339 string optional Optionally, the start time of the query in RFC3339 format or relative time (e.g. 'now-1h') (defaults to 1 hour ago)
step string optional Optionally, the query resolution step (e.g. '5m')

This tool is read-only. It does not modify its environment.


Tool: query_loki_stats

Retrieves index-level statistics about log streams matching a given selector within a Loki or VictoriaLogs datasource and time range. Returns an object containing the count of streams, chunks, entries, and total bytes (e.g., {"streams": 5, "chunks": 50, "entries": 10000, "bytes": 512000}). Important: the entries count reflects storage-level index entries (chunk metadata), NOT the number of individual log lines matching the selector. To count actual matching log lines, use query_loki_logs with a count_over_time() metric query instead. On VictoriaLogs only entries is populated; the other fields remain zero. The logql parameter must be a simple label selector (e.g., {app="nginx", env="prod"}) and does not support line filters, parsers, or aggregations. Defaults to the last hour if the time range is omitted.

Parameters Type Description
datasourceUid string The UID of the datasource to query
logql string The LogQL matcher expression to execute. This parameter only accepts label matcher expressions and does not support full LogQL queries. Line filters, pattern operations, and metric aggregations are not supported by the stats API endpoint. Only simple label selectors can be used here.
endRfc3339 string optional Optionally, the end time of the query in RFC3339 format or relative time (e.g. 'now')
startRfc3339 string optional Optionally, the start time of the query in RFC3339 format or relative time (e.g. 'now-1h')

This tool is read-only. It does not modify its environment.


Tool: query_prometheus

WORKFLOW: list_prometheus_metric_names -> list_prometheus_label_values -> query_prometheus. Query a PromQL-compatible datasource (Prometheus, Thanos, Mimir, Cloud Monitoring, etc.) using a PromQL expression. Supports instant queries (single point) and range queries (time range). Time: RFC3339 or relative expressions like 'now', 'now-1h'.

Parameters Type Description
datasourceUid string The UID of the datasource to query
endTime string The end time. Supported formats are RFC3339 or relative to now (e.g. 'now', 'now-1.5h', 'now-2h45m'). Valid time units are 'ns', 'us' (or 'µs'), 'ms', 's', 'm', 'h', 'd'.
expr string The PromQL expression to query
projectName string optional GCP project name to query (Cloud Monitoring datasources only). Overrides or substitutes the defaultProject configured on the datasource.
queryType string optional The type of query to use. Either 'range' or 'instant'
startTime string optional The start time. Required if queryType is 'range', ignored if queryType is 'instant' Supported formats are RFC3339 or relative to now (e.g. 'now', 'now-1.5h', 'now-2h45m'). Valid time units are 'ns', 'us' (or 'µs'), 'ms', 's', 'm', 'h', 'd'.
stepSeconds integer optional The time series step size in seconds. Required if queryType is 'range', ignored if queryType is 'instant'

This tool is read-only. It does not modify its environment.


Tool: query_prometheus_histogram

Query Prometheus histogram percentiles. DISCOVER FIRST: Use list_prometheus_metric_names with regex='.*_bucket$' to find histograms.

Generates histogram_quantile PromQL. Example: metric='http_duration', percentile=95, labels='job="api"'

Time formats: 'now-1h', '2026-02-02T19:00:00Z', '1738519200000' (Unix ms)

Parameters Type Description
datasourceUid string The UID of the Prometheus datasource
metric string Base histogram metric name (without _bucket suffix)
percentile number Percentile to calculate (e.g. 50, 90, 95, 99)
endTime string optional End time (default: now). Supports RFC3339, relative, or Unix ms.
labels string optional Label selector (e.g. job="api", service="gateway")
projectName string optional GCP project name to query (Cloud Monitoring datasources only). Overrides or substitutes the defaultProject configured on the datasource.
rateInterval string optional Rate interval for the query (default: 5m)
startTime string optional Start time (default: now-1h). Supports RFC3339, relative (now-1h), or Unix ms.
stepSeconds integer optional Step size in seconds for range query (default: 60)

This tool is read-only. It does not modify its environment.


Tool: query_pyroscope

Unified Pyroscope query tool for fetching profiles or metrics from Pyroscope. Profile data shows WHICH functions consume resources; metrics data shows WHEN consumption spiked. Use query_type="both" for complete analysis in one call.

query_type options (extends Grafana's PyroscopeQueryType):

  • "profile": returns DOT-format call graph
  • "metrics": returns time-series data points
  • "both" (default): returns both profile and metrics in one response
Parameters Type Description
data_source_uid string The UID of the datasource to query
profile_type string The profile type, use list_pyroscope_profile_types to discover available types
end_rfc_3339 string optional End time in RFC3339 or relative time (e.g. 'now') (defaults to now)
group_by array optional Labels to group metrics series by
matchers string optional Prometheus style matchers (defaults to: {})
max_node_depth integer optional Max depth for profile call graph (default: 100)
query_type string optional Query type: "profile" (flamegraph), "metrics" (time-series), or "both" (default). Use "both" for complete analysis
start_rfc_3339 string optional Start time in RFC3339 or relative time (e.g. 'now-1h') (defaults to 1 hour ago)
step number optional Seconds between metrics data points (default: auto)

This tool is read-only. It does not modify its environment.


Tool: search_dashboards

Search for Grafana dashboards by a query string. Returns a list of matching dashboards with details like title, UID, folder, tags, and URL.

Parameters Type Description
limit integer optional Maximum number of results to return (max 100)
page integer optional Page number for pagination (1-indexed)
query string optional The query to search for

This tool is read-only. It does not modify its environment.


Tool: search_folders

Search for Grafana folders by a query string. Returns matching folders with details like title, UID, and URL.

Parameters Type Description
query string optional The query to search for

This tool is read-only. It does not modify its environment.


Tool: search_plugin_information

Search the Grafana plugin catalog by keyword to discover available plugins before installing or getting plugin details on a specific instance. Returns results sorted by trust: official Grafana Labs plugins first, then commercial partner plugins, then community plugins. Use this tool when a user describes a plugin by purpose or partial name (e.g. 'azure monitoring', 'loki', 'database') — it returns the exact pluginId to pass to get_plugin or install_plugin. Results include warnings for enterprise-only or Angular-based plugins.

Parameters Type Description
query string Keyword to search for plugins (e.g. 'azure', 'prometheus', 'loki', 'database'). Matches against plugin name, slug, description, and keywords.

This tool is read-only. It does not modify its environment.


Tool: suggest_loki_alloy_label_config

Generates an Alloy loki.process snippet enforcing an approved label set via stage.label_keep, with optional log-level normalisation and soft-enforcement placeholders.

Parameters Type Description
approvedLabels array Labels to keep on the index.
componentName string optional
forwardTo string optional
normalizeLogLevel boolean optional
requiredLabels array optional Labels that get an 'unknown' placeholder when missing.

This tool is read-only. It does not modify its environment.


Tool: update_annotation

Updates the provided properties of an annotation by ID. Only fields included in the request are modified; omitted fields are left unchanged.

Parameters Type Description
data object optional Optional JSON payload
id integer optional Annotation ID to update
tags array optional Tags to replace existing tags
text string optional New annotation text
time integer optional New start time epoch ms
timeEnd integer optional New end time epoch ms

This tool may perform destructive updates.


Tool: update_dashboard

Create or update a dashboard. Two modes: (1) Full JSON — provide 'dashboard' for new dashboards or complete replacements. (2) Patch — provide 'uid' + 'operations' to make targeted changes to an existing dashboard. One of these two modes is required; 'folderUid', 'message', and 'overwrite' are supplementary and do nothing on their own. Dashboard authoring guidance: if a saved query must support one, many, or All values from a multi-select variable inside a regex expression or matcher, save '${var:regex}' rather than plain '$var'. Saved dashboard annotation queries/definitions must be written into dashboard JSON under 'annotations.list'; the create_annotation tool creates annotation events and does not add a reusable dashboard annotation query/definition to the saved dashboard. For stat panels over the current dashboard range, make the query return the range-level result the stat should display; panel-side reduction only reduces returned series and does not compute peak-over-range or ratio-of-peaks semantics for you. Patch operations support JSONPaths like '$.panels[0].targets[0].expr', '$.panels[1].title', '$.panels[2].targets[0].datasource', '$.templating.list/-', and '$.annotations.list/-'. Append to arrays with '/- ' syntax: '$.panels/- '. Remove by index: {"op": "remove", "path": "$.panels[2]"}. Multiple removes on the same array are automatically reordered to avoid index-shifting issues. Note: only numeric array indices are supported in patch paths; filter expressions like [?(@.id==2)] and wildcards like [*] are not supported. v2 dashboards (check 'isV2' from get_dashboard_by_uid) use a different shape: patch '$.elements.<name>.spec.title' or '$.elements.<name>.spec.data.spec.queries[0].spec' and edit '$.variables'/'$.layout' rather than '$.panels'/'$.templating.list'. Full-JSON saves containing top-level 'elements'/'layout' are written as v2 and require a Kubernetes-capable Grafana. After creating or updating a dashboard, verify that panel queries return data by using run_panel_query or the appropriate query tool (query_prometheus, query_loki_logs, etc.) to validate expressions before considering the task complete.

Parameters Type Description
dashboard object optional The full dashboard JSON. Use for creating new dashboards or complete updates. Saved dashboard annotation queries/definitions live in 'annotations.list' inside this JSON; they are different from annotation events created with create_annotation. Large dashboards consume significant context - consider using patches for small changes.
folderUid string optional The UID of the dashboard's folder
message string optional Set a commit message for the version history
operations array optional Array of patch operations for targeted updates. More efficient than full dashboard JSON for small changes. Common paths: '$.templating.list/-' to add a variable, '$.annotations.list/-' to add a saved dashboard annotation query/definition, '$.panels[0].targets[0].expr' to replace a panel query.
overwrite boolean optional Overwrite the dashboard if it exists. Otherwise create one
uid string optional UID of existing dashboard to update. Must be used together with 'operations'. Providing 'uid' without 'operations' will fail.
userId integer optional ID of the user making the change

This tool may perform destructive updates.


Tool: update_datasource

Update non-secret datasource fields by UID. Omitted fields are preserved. For secrets, direct the user to the Grafana UI.

Parameters Type Description
uid string UID of the datasource to update
access string optional proxy or direct
basicAuth boolean optional Enable basic auth
database string optional Database name
isDefault boolean optional Make this the default datasource
jsonData object optional Non-secret plugin settings; replaces existing jsonData when set
name string optional Display name
url string optional Base URL

Tool: validate_provisioning_file

Validate a file in a provisioning repository at a given branch or commit by dry-run applying it. Returns whether the file would be accepted (valid), what resource action would result (create/update), the target resource type, and any structured validation errors. Use to confirm a draft dashboard or other resource will be accepted before merging or applying a PR — this is the same validation surface that Grafana's PR commenter reports.

Parameters Type Description
path string File path within the repository (e.g. 'folder/dashboard.json').
repo string Provisioning repository slug. Get one from list_provisioning_repositories.
namespace string optional Kubernetes-style namespace to read the repository from. Defaults to 'default'.
ref string optional Branch or commit SHA. Defaults to the repository's main branch.

This tool is read-only. It does not modify its environment.


Use this MCP Server

{
  "mcpServers": {
    "grafana": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e",
        "GRAFANA_URL",
        "-e",
        "GRAFANA_API_KEY",
        "mcp/grafana",
        "--transport=stdio"
      ],
      "env": {
        "GRAFANA_URL": "http://localhost:3000",
        "GRAFANA_API_KEY": "<your service account token>"
      }
    }
  }
}

Why is it safer to run MCP Servers with Docker?