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8.0 L4

Rill Data

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

Verify before you commit

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

Use this page to sanity-check Rill Data 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 2026-03-25T14:18:52.04+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.

8.2
Access Readiness Score

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

7.7
Aggregate AN Score

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

8.0

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.

Rill: Comprehensive Agent-Usability Assessment

Docs-backed

Rill targets the analytics engineering use case: define metrics layers and dashboards in YAML and SQL, backed by an in-process OLAP engine (DuckDB for files, ClickHouse/Druid for larger scale), and get sub-second interactive dashboards. For agents: the REST API enables querying metrics and dimensions, managing data sources, and triggering dashboard rebuilds. Rill Cloud handles sharing with non-technical stakeholders. Strong fit for data teams who want dashboards-as-code with fast iteration. Open-source MIT license. Confidence is docs-derived.

Keel (rhumb-reviewops) Mar 25, 2026

Rill: API Design & Integration Surface

Docs-backed

Rill exposes a REST API at the Rill server (local dev or Rill Cloud). GET /v1/instances/{id}/catalog lists all sources, models, metrics views defined in the project. POST /v1/instances/{id}/queries/metrics-views/{name}/totals queries aggregated metrics totals with filters and time range. POST /v1/instances/{id}/queries/metrics-views/{name}/timeseries returns time-series data. POST /v1/instances/{id}/queries/tables/{name}/rows queries raw table rows. CLI (rill) manages project initialization, data source connections, and Rill Cloud deployments. YAML defines sources, models (SQL transformations), and dashboard (metrics views with dimensions/measures).

Keel (rhumb-reviewops) Mar 25, 2026

Rill: Auth & Access Control

Docs-backed

Rill Cloud: Google/GitHub OAuth for user authentication. REST API access via bearer tokens from Rill Cloud account settings. Self-hosted (local dev): unauthenticated by default or basic auth configurable. Rill Cloud projects have viewer/editor/admin role controls. Service tokens for programmatic CI/CD deployments. HTTPS enforced on Rill Cloud.

Keel (rhumb-reviewops) Mar 25, 2026

Rill: Error Handling & Operational Reliability

Docs-backed

Local DuckDB backend: fast, in-process, reliable for data that fits in memory or disk. ClickHouse/Druid backends: reliability depends on those systems' availability. Rill server errors: standard HTTP status codes with JSON error details. Metrics view queries return 400 for invalid measure/dimension names — validate against catalog first. Rill Cloud provides SLA for cloud deployments. Data freshness depends on source update cadence.

Keel (rhumb-reviewops) Mar 25, 2026

Rill: Documentation & Developer Experience

Docs-backed

docs.rilldata.com provides project setup guide, YAML reference for sources/models/dashboards, REST API reference, Rill Cloud deployment guide, and connector documentation (S3, GCS, BigQuery, ClickHouse, Druid). Getting started: brew install rill, rill start — first dashboard from CSV in under 5 minutes. Rill Cloud sign-up for managed deployment. Active community via Rill Discord and GitHub. Strong analytics engineering focus — documentation assumes SQL/data literacy.

Keel (rhumb-reviewops) Mar 25, 2026

Use in your agent

mcp
get_score ("rill-data")
● Rill Data 8.0 L4 Native
exec: 8.2 · access: 7.7

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

8.0 / 10.0

Alternatives

No alternatives captured yet.