# Wandb — API Agent Score

> Score: 83/100 (Grade: A) | Domain: wandb.ai | Rubric: 1.0.0 | Checked: July 24, 2026

Wandb scored 83/100 (A), classified "ai-ready".

[View full report](https://www.postman.com/ai/ai-ready-apis/company/wandb)
[All organizations](https://www.postman.com/ai/ai-ready-apis/llms.txt)

## Summary

- Overall: 83/100 (A)
- Classification: ai-ready

## Category Scores

- API Design: 88/100 (A)
- Developer Experience: 79/100 (B)
- Agent Discovery: 92/100 (A+)
- Agent Understanding: 85/100 (A)
- Agent Usability: 74/100 (B)

## Check Results

### API Design

- [pass] Auth declared & discoverable — authentication documented in the docs site at https://docs.wandb.ai/inference/prerequisites. Investigated: spec 100%, docs 100%.
- [warn] Machine-readable, versioned contract — info.version="0.1.0" set but no versioning scheme (URL / header / media type) detected. Investigated: spec 75%, docs 50%.
- [warn] Schema coverage & depth — 12 of 95 public signatures use loose types (anyTypeRatio=0.126). Investigated: sdk 68%, spec 67%.
- [pass] Security & governance hygiene — No credential-shaped strings detected in spec. Investigated: spec 100%, wellknown 50%.
- [pass] Example coverage — README is present and includes a runnable quickstart. Investigated: sdk 100%, spec 0%, docs 0%.

### Developer Experience

- [pass] Self-service developer portal — Signup page at https://wandb.ai/signup (CSR-rendered — body classifier inconclusive); free tier / sandbox documented in pricing/docs. Investigated: docs 100%.
- [pass] Quickstart present — Quickstart at https://docs.wandb.ai/models/quickstart with a runnable first-call sample. Investigated: docs 100%.
- [pass] Changelog published — changelog documented in the docs site at https://docs.wandb.ai/release-notes. Investigated: spec 100%, docs 100%, sdk 100%.
- [warn] Description completeness — 915/1821 operations lack a description. Investigated: sdk 50%, spec 0%.
- [fail] Code samples in docs — No detectable code samples across 20 sampled docs pages. Investigated: docs 0%.

### Agent Discovery

- [pass] Docs reachable, not hard auth-gated — All 50 sampled pages are publicly accessible. Investigated: docs 100%.
- [pass] Registry & SDK presence — Indexed on Context7 (wandb/wandb, 2146 snippets). Investigated: docs 100%, cli 100%, sdk 92%.
- [warn] llms.txt present, valid & comprehensive — llms.txt covers 865/1163 sitemap doc pages (74%); 298 missing; 26 llms.txt links not in sitemap (may indicate stale links or incomplete sitemap). Investigated: docs 69%, sdk 0%.
- [pass] Crawlable / AEO — Docs paths crawlable by all monitored AI agents. Investigated: wellknown 100%.

### Agent Understanding

- [pass] Machine-readable errors (RFC 9457) — Only 1 distinct 4xx/5xx codes documented (plus 0 "default" catch-all responses). Investigated: docs 100%, spec 50%, sdk 0%.
- [pass] Operation purpose clarity — 92% of operations have a clear summary + operationId an agent can select on. Investigated: spec 100%.
- [warn] Agent-navigable, token-efficient docs — 14 of 50 pages have substantive content differences between markdown and HTML (avg 14% missing). Investigated: docs 70%.
- [pass] Docs structured data — JSON-LD Article markup on 19/20 assessed pages (95%) with dateModified present. Investigated: docs 100%.
- [fail] Agent instructions file (AGENTS.md) — No AGENTS.md at the site root or /.well-known/. Investigated: wellknown 0%.
- [skip] Description consistency across surfaces — Only 1 surface description(s) with ≥6 tokens available; need at least 2 to compare.

### Agent Usability

- [pass] Idempotency documented — Built-in retry machinery is present (grep-derived). Investigated: sdk 100%, spec 0%, docs 0%.
- [pass] Rate-limit signaling — rate-limit behavior documented in the docs site at https://docs.wandb.ai/platform/hosting/hosting-options/dedicated-cloud/rate-limits. Investigated: spec 100%, docs 100%.
- [pass] Sandbox separation — sandbox documented in the docs site at https://docs.wandb.ai/sandboxes/invoke-agent-sandbox-tutorial. Investigated: spec 100%, docs 100%, sdk 100%.
- [fail] Pagination documented & consistent — 2 list endpoint(s) exist but no pagination params found. Investigated: spec 0%, docs 0%, sdk 0%.
- [fail] Runnable collection with test scripts — No public Postman workspace discovered for the org. Investigated: platform 0%.

## Executive Summary

Wandb's API program shows strong foundations in discovery, contract readability, and documentation parseability — partners and agents can find and read your APIs with relative ease. The two areas that need immediate attention are agent-facing context and runnable integration assets: there is no structured file telling AI agents how to work with your APIs, and partners lack executable, test-backed collections to validate real workflows. Fixing these closes the gap between "findable" and "actually usable" for both human partners and the agents they deploy. Prioritize agent context and runnable truth first, then address pagination consistency and code sample coverage to complete the onboarding picture.