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CAMEL vs Lumibot

An independent, evidence-weighted trust comparison of two multi-agent systems — ranked on verifiable signals, not popularity.

CAMEL ranks higher with an HVTrust score of 70.7 vs 56.9/100 (Grade B vs C). HVTrust reflects supply-chain safety, transparency, maintenance, and adoption — weighted by how much verifiable evidence exists.
SignalCAMELLumibot
HVTrust score70.756.9
Evidence gradeBC
Registry stateListedListed
Safety / Integrity (25)11.56.2
Identity / Provenance (18)10.810.8
Transparency (17)14.412.3
Maintenance (20)18.119.9
Adoption (20)15.97.7
GitHub stars17.1k1.6k
Weekly downloads20,131—
Last push2026-06-022026-06-03
LanguagePythonPython
OSSF Scorecard6.94.5
Review flags——
Recent change2026-06-02: Rank dropped 11 spots (#48 → #59)2026-06-04: Rank dropped 11 spots (#122 → #133)
Full CAMEL report → Full Lumibot report → All Multi-Agent Systems →