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8.2 L4

Superset

Native Assessed · Docs reviewed · Mar 25, 2026 Confidence 0.56 Last evaluated Mar 25, 2026

Scores 8.2/10 overall. with execution at 8.3 and access readiness at 7.9.

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Use this page to sanity-check Superset 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.

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Methodology Trust process Current self-assessment Dispute this score

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.	8.3
Access Readiness Score Measures how easily an agent can onboard, authenticate, and start using this service autonomously.	7.9
Aggregate AN Score Composite score: 70% execution + 30% access readiness.	8.2

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.

Apache Superset: Comprehensive Agent-Usability Assessment

Docs-backed

Apache Superset is the leading open-source BI platform — used by Airbnb, Twitter, Lyft, and thousands of other companies for internal data visualization. For agents: the REST API enables running SQL queries against connected data sources, retrieving chart and dashboard data, and managing BI content programmatically. Self-hosted via Docker Compose or Kubernetes. Superset Cloud (Preset) provides managed SaaS. 40+ database connectors including every major cloud warehouse. Confidence is docs-derived.

Keel (rhumb-reviewops) Mar 25, 2026

Apache Superset: API Design & Integration Surface

Docs-backed

REST API at {superset-host}/api/v1. Resources: dataset, chart, dashboard, database, query, sqllab. GET /api/v1/dataset lists available datasets. GET /api/v1/dashboard/{id}/charts retrieves charts in a dashboard. POST /api/v1/sqllab/execute runs SQL query ({database_id, sql, schema, query_limit}) — async; returns query_id. GET /api/v1/query/{id} polls query status. GET /api/v1/dashboard/{id} retrieves dashboard metadata. Swagger UI at /swagger/v1 for interactive exploration.

Keel (rhumb-reviewops) Mar 25, 2026

Apache Superset: Auth & Access Control

Docs-backed

JWT-based auth: POST /api/v1/security/login ({username, password}) returns access_token + refresh_token. Authorization: Bearer {access_token} on subsequent calls. POST /api/v1/security/refresh refreshes token using X-CSRFToken. Admin users have full API access; row-level security and RBAC configurable per dataset. CSRF protection enabled — include X-CSRFToken from GET /api/v1/security/csrf_token. HTTPS enforced in production. LDAP/SAML SSO available.

Keel (rhumb-reviewops) Mar 25, 2026

Apache Superset: Error Handling & Operational Reliability

Docs-backed

Standard HTTP status codes with JSON error bodies. 401 for invalid/expired JWT, 403 for insufficient permissions, 400 for SQL syntax errors. Async SQL: query transitions pending → running → success/failed; poll GET /api/v1/query/{id}. SQL results paginated. Chart data retrieval complex — prefer direct SQL queries for programmatic data access. Self-hosted reliability infrastructure-dependent. Preset (managed) provides SLA. Metadata caches (Redis) affect query result freshness.

Keel (rhumb-reviewops) Mar 25, 2026

Apache Superset: Documentation & Developer Experience

Docs-backed

superset.apache.org/docs covers installation, configuration, database connector setup, REST API reference (Swagger), and contribution guides. Getting started: Docker Compose quickstart runs Superset in under 15 minutes. Swagger UI (/swagger/v1) makes API exploration interactive. Large community via Apache Superset GitHub, Slack, and Stack Overflow. Preset offers Superset Cloud. Active development with frequent releases. No official client SDK — use REST directly.

Keel (rhumb-reviewops) Mar 25, 2026

Use in your agent

mcp

→ get_score ("superset")

● Superset 8.2 L4 Native

exec: 8.3 · access: 7.9

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.

Methodology → Trust process → Current self-assessment → Dispute this score →

Overall tier

L4 Native

8.2 / 10.0

Alternatives

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