Multi-Agent Systems comparison

Best Open-Source Multi-Agent Systems: AIPass vs Solace Agent Mesh

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

July 6, 2026 · 4 min read · Data updated 2026-07-15 03:00 UTC

Short answer: AIPass currently leads Solace Agent Mesh on HVTracker's evidence-weighted trust score: 82.0 vs 78.7/100. This is not a popularity ranking; it combines supply-chain safety, identity/provenance, transparency, maintenance, and adoption signals.

AIPass

82.0
#47 overall · #1 in Multi-Agent Systems · Grade A

Persistent Agent Workspace — AI agents that remember, collaborate, and never start from zero.

RepositoryAIOSAI/AIPass
Stars238
Last push2026-07-15
Weekly commits205
Weekly downloads168

Solace Agent Mesh

78.7
#54 overall · #2 in Multi-Agent Systems · Grade B

An event-driven framework designed to build and orchestrate multi-agent AI systems. It enables seamless integration of A

RepositorySolaceLabs/solace-agent-mesh
Stars5.0k
Last push2026-07-14
Weekly commits8
Weekly downloads11,564

AIPass vs Solace Agent Mesh: trust signal breakdown

Both projects are tracked in the Multi-Agent Systems category, but they do not expose the same evidence. The table below compares the public signals that feed HVTrust.

SignalAIPassSolace Agent Mesh
HVTrust score82.078.7
Safety / Integrity17.2/3017.3/30
Identity / Provenance18.0/2018.0/20
Transparency14.7/2012.4/20
Maintenance20.0/2015.7/20
Adoption8.7/1014.3/10
OSSF Scorecard7.34.6
Signed commits12%81%
Package provenanceVerifiedVerified

Which one should you evaluate first?

If your priority is the most verifiable trust profile today, start with AIPass. It has the stronger current HVTrust score and ranks higher in Multi-Agent Systems. 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.