Commercial data access

Build on the Mac local-AI compatibility index.

The reference pages remain free for people and search discovery. Automated, repeated, or commercial access belongs on the authenticated API.

Developer API

$49/month

Structured Mac and local-AI compatibility decisions for prototypes and small agents.

Renews monthly until cancelled. Cancel through your account; access continues through the paid term.

2,500 requests/month
  • Mac memory-fit decisions
  • Runtime and recommended-file guidance
  • Canonical Hugging Face sources
  • Evidence confidence and limitations
Sandbox checkout only · no real charge
Commercial API

$249/month

Higher-volume compatibility access for commercial agents, products, and research systems.

Renews monthly until cancelled. Cancel through your account; access continues through the paid term.

50,000 requests/month
  • Mac memory-fit decisions
  • Runtime and recommended-file guidance
  • Canonical Hugging Face sources
  • Evidence confidence and limitations
Sandbox checkout only · no real charge
Bulk and licensing

Need more than 50,000 requests?

High-volume crawlers, model directories, hardware recommenders, and commercial datasets require a negotiated licence rather than anonymous scraping.

Request commercial terms
Machine-readable contract

One bounded compatibility endpoint.

GET /api/v1/compatibility?memory=24&workload=coding&limit=20
Authorization: Bearer mlm_…

Responses expose decisions and evidence links, never model weights. Hugging Face remains the canonical source for model files.

OpenAPI specification · Machine-readable pricing · LLM guidance