Developer Tools / API

TokenPath

TokenPath is an API for token-level citations and attribution for LLM outputs. It resolves claims in generated answers back to source spans, uses attention-based tracing, and includes an endpoint for raw heatmaps.

Clear28/30
Useful28/30
Specific17/20
Complete14/20
TokenPath screenshot

Why it was accepted

The page clearly presents a real AI product with a defined API, concrete workflow, pricing, docs, and example requests/responses. It explains what the tool does, how it works, and why it differs from standard self-citation or reranking approaches, giving enough evidence for a useful public listing.

Weakness

The page does not show SDKs, supported model specifics, or whether the benchmark and latency claims are independently verifiable from the crawl alone. It also does not expose the exact limits or developer details for the heatmap endpoint beyond a brief mention.

Review status

51 days ago #400 ↓ -4

Last evaluated 51 days ago. Current rank #400. Down 4 spots in the rankings.

Score history

87

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