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Research & Data comparison

Best Open-Source Research & Data: DeerFlow vs Firecrawl

A data-backed comparison of the top two research & data on HVTracker, built from public trust signals rather than stars alone.

May 30, 2026 · 4 min read · Data updated 2026-05-30 20:03 UTC

Short answer: DeerFlow currently leads Firecrawl on HVTracker's evidence-weighted trust score: 71.4 vs 68.5/100. This is not a popularity ranking; it combines supply-chain safety, identity/provenance, transparency, maintenance, and adoption signals.

DeerFlow

71.4
#36 overall · #1 in Research & Data · Grade D

An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories

Repositorybytedance/deer-flow
Stars70.0k
Last push2026-05-29
Weekly commits166
Weekly downloads

Firecrawl

68.5
#48 overall · #2 in Research & Data · Grade C

The API to search, scrape, and interact with the web at scale. 🔥

Repositoryfirecrawl/firecrawl
Stars126.3k
Last push2026-05-30
Weekly commits196
Weekly downloads1,950,356

DeerFlow vs Firecrawl: trust signal breakdown

Both projects are tracked in the Research & Data category, but they do not expose the same evidence. The table below compares the public signals that feed HVTrust.

SignalDeerFlowFirecrawl
HVTrust score71.468.5
Safety / Integrity16.6/3011.0/30
Identity / Provenance12.0/2012.0/20
Transparency17.1/2015.5/20
Maintenance19.9/2020.0/20
Adoption5.8/1010.0/10
OSSF Scorecard7.15.5
Signed commits100%45%
Package provenanceNot detectedNot detected

Which one should you evaluate first?

If your priority is the most verifiable trust profile today, start with DeerFlow. It has the stronger current HVTrust score and ranks higher in Research & Data. If your use case depends on a specific runtime, language, license, or integration model, use the individual profiles rather than the headline score alone.

For production use, the practical checklist is: inspect the security policy, confirm package provenance or release signing where available, review recent maintenance cadence, and compare the exact trust breakdown. HVTracker is meant to reduce the first-pass research burden, not replace your own risk review.