Developer Tools / API / Observability

Marginal

Marginal is an LLM cost-tracking and observability product that attributes spend by customer, feature, model, or any custom field. The page shows a dashboard, pricing logic, SDKs, HTTP API access, and example integrations for TypeScript and Python.

Clear24/30
Useful29/30
Specific18/20
Complete19/20
Marginal screenshot

Why it was accepted

The page clearly describes a real AI developer product with a focused use case: tracking and slicing LLM spend. It includes enough public evidence for a directory listing, including product purpose, dashboard behavior, SDKs, HTTP API, code examples, and documentation links. The offering is specific and useful for teams building with LLM APIs.

Weakness

The crawl shows strong product detail, but it does not reveal pricing, account requirements, supported providers beyond the examples, or whether there are alerts, exports, or team features outside the dashboard shown.

Review status

23 days ago #42 ↓ -2

Last evaluated 23 days ago. Current rank #42. Down 2 spots in the rankings.

Score history

90

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