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Trace launches live benchmark for scraping APIs

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Trace launches live benchmark for scraping APIs
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// 48m agoBENCHMARK RESULT

Trace launches live benchmark for scraping APIs

Trace is an open-source benchmark that compares web scraping APIs on fresh pages, measuring useful-content rate, latency, cost, quality, and failure reasons. In its November 6 sample, Context.dev led with 87.0% useful content across 2,527 pages.

// ANALYSIS

Trace focuses on the metric that matters for AI agents: whether the returned page is actually useful, not merely whether an HTTP request succeeded.

  • –Fresh samples, disabled caching, provider-blind grading, confidence intervals, and paired tests make comparisons more credible.
  • –Context.dev ranked ahead of Keenable, Firecrawl, and Exa, while also posting the shortest p95 latency at 8.91 seconds.
  • –Page-level records, scoring code, and methodology make the benchmark reproducible and auditable.
  • –Curated sources, automated judging, and Context.dev’s role as both benchmark operator and participant remain important limitations.
  • –AI and RAG developers can use the results to inform scraping-provider selection, routing, fallback, and cost decisions.
// TAGS
tracecontext-devbenchmarkevaluationapiweb-agentdata-toolsopen-source

DISCOVERED

48m ago

2026-11-07

PUBLISHED

5h ago

2026-11-07

RELEVANCE

8/ 10

AUTHOR

[REDACTED]