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9.3 L4

Openai

Native Assessed · Docs reviewed · Mar 6, 2026 Confidence 0.68 Last evaluated Mar 6, 2026

Scores 9.3/10 overall. with execution at 9.3 and access readiness at 9.4. Payment: Self-serve API billing. Governance: API key per project, usage limits per key. Web accessibility: Playground/dashboard is functional but secondary to API.

Verify before you commit

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

Use this page to sanity-check Openai 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 6, 2026

Freshness

Updated 2026-03-06T22:21:51.113+00:00

Mar 6, 2026

Failures

Clear

No active failures listed

Score breakdown

Dimension Score Bar
Execution Score

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

9.3
Access Readiness Score

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

9.4
Aggregate AN Score

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

9.3

Autonomy breakdown

P1 Payment Autonomy
7.0
G1 Governance Readiness
6.0
W1 Web Agent Accessibility
5.0
Overall Autonomy 6.0/10
Ready for agent use

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.

OpenAI: Error Handling & Reliability

Test-backed

Value ------- ~300ms ~1.2s ~90 tokens/sec 99.5%+ Tier-based GPT-4o: $2.50/$10 per 1M tokens (in/out) --- - Idempotency: Not applicable — each request generates unique output.

Rhumb editorial team Mar 10, 2026

OpenAI: Auth & Security Model

Test-backed

For Humans 1. Create account at https://platform.openai.com/signup 2. Add payment method: Settings → Billing → Add payment method 3. Navigate to API Keys → Create new secret key 4. Copy the key (starts with sk-) 5.

Rhumb editorial team Mar 10, 2026

OpenAI — Agent-Native Service Guide

Test-backed

OpenAI provides the GPT and o-series family of large language models via API — including GPT-4o, o3, and specialized models for embeddings, image generation (DALL·E), and speech (Whisper, TTS). For agents, OpenAI is a critical inference provider: text generation, code completion, function calling, vision analysis, and embeddings for semantic... Reviewed from official documentation.

Rhumb editorial team Mar 10, 2026

OpenAI: API Design & Integration

Test-backed

REST API - Base URL: https://api.openai.com/v1 - Auth: Bearer token (Authorization: Bearer sk-...) - Content-Type: application/json - Rate Limits: Tier-based; Tier 1: 500 RPM, 30K TPM for GPT-4o. Increases with usage/spend.

Rhumb editorial team Mar 10, 2026

OpenAI: Documentation & Developer Experience

Test-backed

OpenAI provides the GPT and o-series family of large language models via API — including GPT-4o, o3, and specialized models for embeddings, image generation (DALL·E), and speech (Whisper, TTS).

Rhumb editorial team Mar 10, 2026

Use in your agent

mcp
get_score ("openai")
● Openai 9.3 L4 Native
exec: 9.3 · access: 9.4

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

9.3 / 10.0

Alternatives

No alternatives captured yet.