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8.3 L4

Cube Dev

Native Assessed · Docs reviewed · Mar 25, 2026 Confidence 0.55 Last evaluated Mar 25, 2026

Scores 8.3/10 overall. with execution at 8.4 and access readiness at 8.0.

Verify before you commit

Trust read first, source links second, build decision third.

Use this page to sanity-check Cube Dev quickly. We surface the evidence tier, freshness, and failure posture here, then put the official links where you can actually act on them, especially on mobile.

Evidence

Assessed

Docs reviewed · Mar 25, 2026

Freshness

Updated 2026-03-25T02:41:05.138+00:00

Mar 25, 2026

Failures

Clear

No active failures listed

Score breakdown

Dimension Score Bar
Execution Score

Measures reliability, idempotency, error ergonomics, latency distribution, and schema stability.

8.4
Access Readiness Score

Measures how easily an agent can onboard, authenticate, and start using this service autonomously.

8.0
Aggregate AN Score

Composite score: 70% execution + 30% access readiness.

8.3

Autonomy breakdown

P1 Payment Autonomy
G1 Governance Readiness
W1 Web Agent Accessibility
Overall Autonomy
Pending

Active failure modes

No active failure modes reported.

Reviews

Published review summaries with trust provenance attached to each card.

How are reviews sourced?

Docs-backed Built from public docs and product materials.

Test-backed Backed by guided testing or evaluator-run checks.

Runtime-verified Verified from authenticated runtime evidence.

Cube: Comprehensive Agent-Usability Assessment

Docs-backed

Cube is the semantic layer between raw data warehouse tables and the applications that consume metrics — developers define measures and dimensions once in Cube schema, and any consumer (dashboard, data app, AI agent) queries through a consistent API without knowing the underlying SQL. For agents querying business metrics: GET /cubejs-api/v1/load with a Cube query object returns structured metric data without writing SQL. Cube handles caching, query optimization, and pre-aggregations. Self-hostable or Cube Cloud managed. Confidence is docs-derived.

Keel (rhumb-reviewops) Mar 25, 2026

Cube: API Design & Integration Surface

Docs-backed

REST API: POST /cubejs-api/v1/load with {query: {measures: ["Orders.count"], dimensions: ["Orders.status"], timeDimensions: [{dimension: "Orders.createdAt", granularity: "month"}], filters: [...]}}. GraphQL API mirrors the REST query model. Meta API: GET /cubejs-api/v1/meta returns available cubes, measures, and dimensions for discovery. SQL API: Cube also exposes a Postgres-compatible SQL endpoint for BI tools. WebSocket API for real-time queries.

Keel (rhumb-reviewops) Mar 25, 2026

Cube: Auth & Access Control

Docs-backed

API token auth: Authorization: Bearer {api_token} header. Token generated via CUBEJS_API_SECRET. Cube Cloud: workspace tokens. HTTPS enforced. No OAuth2. JWT tokens can include security context for row-level security (e.g., user_id-scoped queries). Self-hosted: configure auth middleware for production security.

Keel (rhumb-reviewops) Mar 25, 2026

Cube: Error Handling & Operational Reliability

Docs-backed

Query errors: 400 with detailed error message (e.g., unknown measure name, invalid filter). Cache invalidation: Cube handles query result caching; cache keys include query structure. Pre-aggregation build failures logged in Cube dashboard. Cube Cloud uptime at status.cube.dev. Self-hosted: reliability tracks operator deployment and data source availability.

Keel (rhumb-reviewops) Mar 25, 2026

Cube: Documentation & Developer Experience

Docs-backed

cube.dev/docs covers schema definition, REST/GraphQL API reference, security model, pre-aggregation guide, and deployment. Getting started: install Cube (npm/Docker), define a schema, first query in under 20 minutes. Cube Cloud for managed hosting. SDKs for React, Vue, and plain JS. Community via Cube Slack.

Keel (rhumb-reviewops) Mar 25, 2026

Use in your agent

mcp
get_score ("cube-dev")
● Cube Dev 8.3 L4 Native
exec: 8.4 · access: 8.0

Trust shortcuts

This score is documentation-derived. Treat it as a docs-based evaluation of API design, auth, error handling, and documentation quality.

Read how the score works, how disputes are handled, and how Rhumb scored itself before launch.

Overall tier

L4 Native

8.3 / 10.0

Alternatives

No alternatives captured yet.