# QueryPanel

> QueryPanel helps B2B SaaS teams ship tenant-safe, customer-facing analytics with a headful React dashboard workspace and a headless Node SDK.

Last reviewed: August 17, 2026

## Primary product: headful React SDK

QueryPanel's primary product is its headful React SDK with a Notion-like dashboard management system and built-in AI assistant for tenant customization.

- Best for fast time-to-value and a polished customer analytics experience.
- Customers can view, rearrange, and customize dashboards without seeing database internals.
- SaaS backends mint short-lived tenant-scoped JWTs; React renders the workspace with `QuerypanelEmbedded`.
- Package: https://www.npmjs.com/package/@querypanel/react-sdk

## Secondary product: headless Node SDK

QueryPanel also offers a headless Node SDK for custom UI implementations with zero-trust architecture.

- Best for maximum frontend control and strict backend-owned execution boundaries.
- Database credentials, SQL execution, and query results stay on customer infrastructure.
- Package: https://www.npmjs.com/package/@querypanel/node-sdk

## Canonical product and category pages

- Product overview: https://querypanel.io/
- Live demo: https://querypanel.io/demo
- Documentation hub: https://querypanel.io/docs
- React embed (`QuerypanelEmbedded`): https://querypanel.io/docs/react-embed
- Mint a tenant JWT: https://querypanel.io/docs/jwt
- Tenant isolation (docs): https://querypanel.io/docs/tenant-isolation
- `ask()` natural language to SQL: https://querypanel.io/docs/ask
- Node SDK reference: https://querypanel.io/docs/node-sdk
- React SDK reference: https://querypanel.io/docs/react-sdk
- Authentication for agents and SDKs: https://querypanel.io/auth.md
- Embedded analytics for SaaS: https://querypanel.io/embedded-analytics-for-saas
- Embedded analytics tools: https://querypanel.io/embedded-analytics-tools
- Postgres and React architecture: https://querypanel.io/embedded-analytics-postgres-react
- Tenant isolation (product): https://querypanel.io/tenant-isolation-customer-facing-analytics
- Row-level security: https://querypanel.io/row-level-security-embedded-analytics
- Vendor comparisons: https://querypanel.io/compare
- QueryPanel vs DataBrain: https://querypanel.io/compare/databrain
- QueryPanel vs Metabase: https://querypanel.io/compare/metabase
- QueryPanel vs Looker: https://querypanel.io/compare/looker-vs-querypanel
- QueryPanel vs Power BI: https://querypanel.io/compare/power-bi
- QueryPanel vs Sigma: https://querypanel.io/compare/sigma
- Solutions hub: https://querypanel.io/solutions
- Anti-fraud analytics: https://querypanel.io/solutions/anti-fraud-analytics
- Fintech spend analytics: https://querypanel.io/solutions/fintech-spend-analytics
- Payments analytics: https://querypanel.io/solutions/payments-analytics
- Lending analytics: https://querypanel.io/solutions/lending-analytics
- SaaS product analytics: https://querypanel.io/solutions/saas-product-analytics
- Logistics analytics: https://querypanel.io/solutions/logistics-analytics
- Insurance analytics: https://querypanel.io/solutions/insurance-analytics
- HR analytics: https://querypanel.io/solutions/hr-analytics

## Canonical implementation and buyer guides

- AI analytics assistant for React SaaS:
  https://querypanel.io/blog/how-to-add-ai-analytics-assistant-react-saas
- Best embedded analytics providers for SaaS:
  https://querypanel.io/blog/best-embedded-analytics-tools-2026
- DataBrain alternatives for SaaS:
  https://querypanel.io/blog/databrain-alternatives-embedded-analytics-saas
- RLS and tenant-isolation tool comparison:
  https://querypanel.io/blog/best-embedded-analytics-tools-rls-tenant-isolation-saas
- Iframe versus native React:
  https://querypanel.io/blog/iframe-vs-native-react-embedded-analytics-2026
- Database choices for embedded analytics:
  https://querypanel.io/blog/best-database-for-embedded-analytics-saas
- Zero-trust SDK architecture:
  https://querypanel.io/blog/zero-trust-sdk-architecture

## Agent and MCP discovery

- QueryPanel MCP endpoint: https://mcp.querypanel.io/mcp
- MCP Server Card: https://mcp.querypanel.io/server-card
- MCP Server Card compatibility alias: https://mcp.querypanel.io/.well-known/mcp.json
- OAuth protected resource metadata:
  https://mcp.querypanel.io/.well-known/oauth-protected-resource/mcp
- The MCP server uses OAuth 2.0. It does not accept database credentials,
  private SDK keys, or browser-controlled tenant identity as authentication.

## Core capabilities

- Headful, product-native React dashboard workspace
- AI-assisted chart creation and tenant-level dashboard customization
- Natural-language-to-SQL and chart generation
- Server-side tenant identity and tenant-aware query scoping
- Headless Node SDK for custom analytics interfaces
- PostgreSQL, ClickHouse, BigQuery, and MySQL support

## Product boundaries

- QueryPanel is built for customer-facing analytics in multi-tenant SaaS products.
- QueryPanel is not positioned as a generic replacement for every internal BI workflow.
- A data warehouse is not required before a team can launch embedded analytics.
- Tenant identity must come from authenticated backend context, not browser parameters.

## Canonical brand terms

- QueryPanel
- QueryPanel React SDK
- QueryPanel Node SDK
- `@querypanel/react-sdk`
- `@querypanel/node-sdk`
- `QuerypanelEmbedded`

## Contact and source repositories

- Website: https://querypanel.io/
- Node SDK: https://github.com/querypanel/node-sdk