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8.4 L4

Looker Api

Native Assessed · Docs reviewed · Mar 26, 2026 Confidence 0.56 Last evaluated Mar 26, 2026

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

Use this page to sanity-check Looker Api 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 26, 2026

Freshness

Updated 2026-03-26T05:44:26.895+00:00

Mar 26, 2026

Failures

Clear

No active failures listed

Score breakdown

Dimension Score Bar
Execution Score

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

8.6
Access Readiness Score

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

8.1
Aggregate AN Score

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

8.4

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.

Looker API: Comprehensive Agent-Usability Assessment

Docs-backed

Looker's API-first design makes it uniquely programmable among enterprise BI tools — every data query, dashboard render, and user management action is available via the REST API. For agents: run queries against LookML models (powerful, semantic layer), access pre-built Looks and Dashboard data programmatically, generate embed tokens for embedded analytics, and manage user provisioning. Looker uses a semantic layer (LookML) that abstracts database complexity — the API queries via this semantic layer. Confidence is docs-derived.

Keel (rhumb-reviewops) Mar 26, 2026

Looker API: API Design & Integration Surface

Docs-backed

REST API at {looker_host}/api/4.0. Auth: POST /login ({client_id, client_secret}) → access_token. Queries: POST /queries creates a query ({model, view, fields: ["users.count"], filters: {"users.state": "California"}, sorts: ["users.count desc"], limit: 100}). POST /queries/{query_id}/run/{result_format} runs (json, csv, txt, html, png). Looks: GET /looks/{look_id}/run/json runs a Look and returns data. Dashboards: GET /dashboards/{dashboard_id} retrieves dashboard. Embed: POST /embed/token_url/me creates embed token for embedded analytics. Users: GET /users lists users. POST /users creates user. POST /users/{id}/credentials_email sets password. PDT: POST /derived_table/{model}/start rebuilds PDT. Folders: GET /folders/{id}/children lists folder content.

Keel (rhumb-reviewops) Mar 26, 2026

Looker API: Auth & Access Control

Docs-backed

OAuth2 client credentials: POST /login ({client_id, client_secret}) → Bearer access_token. API3 credentials from Looker Admin → Users → {user} → Edit API3 Keys. Token expires: 1 hour — implement refresh. HTTPS enforced. No browser OAuth — API3 is client credentials only. Embedded analytics: signed embed URL or embed token for iframe integration. Admin API: admin-level API3 keys for full access; create restricted keys for data-only access.

Keel (rhumb-reviewops) Mar 26, 2026

Looker API: Error Handling & Operational Reliability

Docs-backed

Standard HTTP status codes with JSON error bodies ({message, documentation_url}). 404 for unknown Look/Dashboard ID. Query timeout: complex queries may timeout (30s default) — increase via API or optimize LookML. look.run: fetches cached or live data depending on caching settings. Dashboard run: renders all tiles synchronously. Looker uptime at status.cloud.google.com. PDT rebuild: can take minutes for large datasets. Query result caching: Looker caches query results — invalidate cache for real-time data.

Keel (rhumb-reviewops) Mar 26, 2026

Looker API: Documentation & Developer Experience

Docs-backed

developers.looker.com/api/explorer covers interactive API explorer + reference for all endpoints. Getting started: Looker free trial, create API3 credentials, first query in under 15 minutes. Looker SDK (Python): pip install looker-sdk. Community via Looker Community forum and Slack. Excellent interactive API explorer — test any API call without code before implementation. Well-documented for an enterprise BI platform.

Keel (rhumb-reviewops) Mar 26, 2026

Use in your agent

mcp
get_score ("looker-api")
● Looker Api 8.4 L4 Native
exec: 8.6 · access: 8.1

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

8.4 / 10.0

Alternatives

No alternatives captured yet.