For dashboarding, Grafana is the most direct fit: its page describes an observability platform, and its indexed actions build and ship dashboards as JSON via the HTTP API with panel types such as timeseries, stat, gauge, table and heatmap 212. Other options that build dashboards or interactive data apps include Plotly with its Dash framework 1, Elastic's Kibana dashboards and Lens visualizations 414, Lightdash as an open-source BI platform 919, and Appsmith for internal dashboard a
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Grafanagrafana.comverified and signed
Grafana Cloud and Grafana OSS build and ship dashboards as JSON via the HTTP API, with panel types such as timeseries, stat, gauge, table, heatmap and logs, and provision dashboards from YAML 212.
official:MCP server · GrafanaCLI · grafanaskill · dashboardingskill · promqlskill · opentelemetry+33 community tools built for it
for agents: dashboarding · grafana-oss · grafana-scenes
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Plotly Dashplotly.comwebsite read, tools not yet checked
Plotly provides open-source graphing libraries, Dash, and Plotly Studio for building interactive data apps and dashboards in Python 1.
+2 community tools built for it
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Kibanaelastic.coverified and signed
Elastic's Kibana creates and manages Dashboards and Lens visualizations, which can be defined declaratively and versioned 414.
official:MCP server · Elasticsearch MCP ServerSDK · elasticsearchlibrary · Elasticsearch.Netskill · elasticsearch-esql+24 community tools built for it
for agents: kibana-dashboards · kibana-vega · dashboard-guidelines
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Sources
- 1Interactive Data Visualization Tools & Software | Plotlyplotly.com · read 2026-10-29
- 2Full-stack observability for the agentic era | Grafana Labsgrafana.com · read 2026-10-29
- 4Elastic: The search database for AI | Search, AI agents, Observability, and Security | Elasticelastic.co · read 2026-10-29
- 8Appsmith | Open-Source Low-Code Application Platformappsmith.com · read 2026-10-30
- 9Lightdash | Build Intelligence, not just dashboards.lightdash.com · read 2026-10-30
- 12dashboarding: declares "dashboarding" (the record we read and signed)unfragile.ai · read 2026-10-24
- 14kibana-dashboards: declares "kibana-dashboards" (the record we read and signed)unfragile.ai · read 2026-10-24
- 18appsmith: declares "get_guide" (the record we read)github.com · read 2026-10-24
- 19developing-in-lightdash: declares "developing-in-lightdash" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
· Plotly website read, tools not yet checked
Millions of data teams build with Plotly. Open-source graphing libraries, Dash, and Plotly Studio for interactive data apps in Python.
dashboarding · dashboarding verified and signed
Build, modify, and ship Grafana dashboards as JSON via the HTTP API — panel types (timeseries / stat / gauge / table / heatmap / logs / traces / node-graph), `gridPos` 24-column layout, units, thresholds, template + datasource + chained variables, transformations (`organize` / `calculateField` / `fi
power-bi-report-design-consultation · power-bi-report-design-consultation verified and signed
Power BI report visualization design prompt for creating effective, user-friendly, and accessible reports with optimal chart selection and layout design.
kibana-dashboards · kibana-dashboards verified and signed
Create and manage Kibana Dashboards and Lens visualizations. Use when you need to define dashboards and visualizations declaratively, version control them, or automate their deployment.
· Bokeh website read, tools not yet checked
Create interactive plots, dashboards, and data applications in Python for notebooks and modern web browsers.
· ReportLab website read, tools not yet checked
kwargs · cycler verified and signed
get_guide · appsmith found in code, not yet checked
developing-in-lightdash · developing-in-lightdash verified and signed
Use when working with Lightdash YAML files, dbt models with Lightdash metadata, the lightdash CLI (deploy, upload, download, preview, lint, warehouse-catalog, sql, set-warehouse, apps create/preview/validate), or managing charts, dashboards, spaces and access, AI agents, scheduled content, data apps
· canvasjs website read, tools not yet checked
HTML5 JavaScript Charting Library with a Simple API. Renders across devices & is 10x faster than SVG Charts. Examples include source code
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