Developer Tools
Weights & Biases: The AI Developer Platform
wandb.ai
40 / 100
Learn why thousands of companies rely on W&B as their system of record for training AI models and developing AI applications with confidence.
Scanned 4h ago · 9 views · Open site
Checks
- HTTPS5/5
Served over HTTPS.
- llms.txt12/12
Found /llms.txt (3933 chars).
- Agent manifest0/15
No /.well-known/ai-agent.json.
Fix: Publish https://wandb.ai/.well-known/ai-agent.json with name, description, capabilities, contact, auth, and pricing.
- A2A agent card0/12
No /.well-known/agent-card.json.
Fix: Publish https://wandb.ai/.well-known/agent-card.json with name, url, and skills or capabilities.
- MCP endpoint12/12
Discoverable MCP metadata or endpoint.
- OpenAPI spec8/12
An OpenAPI-like file was found, but it did not fully parse as a spec.
Fix: Serve /openapi.json (or /swagger.json) with a valid OpenAPI spec, or link it from the homepage.
- Named capabilities0/8
No named capabilities, skills, or API operations.
Fix: List named capabilities in the agent manifest, agent card skills, or OpenAPI path summaries.
- I/O schemas0/8
No I/O schemas.
Fix: Add components.schemas / requestBody schemas in OpenAPI, or input/output schemas on each skill.
- Machine-readable pricing0/8
No machine-readable pricing.
Fix: Add a pricing object to ai-agent.json, or publish /pricing.json with currency and product amounts.
- Auth, contact, rate limits3/8
Declared: contact.
Fix: Declare contact, auth, and rateLimit in ai-agent.json (and OpenAPI info.contact / securitySchemes).
7 checks short of a perfect 100. The fix lines above are the report — what to publish, at which path.
Paid extras
The grade is never for sale. These only recrawl or pin a site that already passes the floor.
One-time payment. No refunds. Chargebacks are not accepted. Terms · wandb.ai