Mmcp.market

Head to head

Google Surf vs Agent Memory Os

Same numbers we show everywhere else, lined up. Ratings come from users, the grade comes from our scanner, adoption comes from public registries.

Google Surfio.github.HarimxChoi/google-surf-mcp
B
No reviews yet

Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links.

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Agent Memory Osio.github.yamantaka520/agent-memory-os
A
No reviews yet

Local-first memory engine for AI-agent teams: team/project ACL, recall, and federated sync.

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The short version

Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. The safety scan favours Agent Memory Os (92/100 against 83). Google Surf has noticeably more public adoption.

 Google SurfAgent Memory Os
User ratingNo reviews yetNo reviews yet
Safety gradeB83/100A92/100
AdoptionEstablishedGrowing
GitHub stars2905
Downloads / week438443
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools713
Write actions2
Price per callFreeFree
LicenceMITApache-2.0
Last release2026-09-102026-09-17
CategoryAI and agentsAI and agents

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