Mmcp.market

Head to head

Google Surf vs AI Model Lifecycle Index

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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AI Model Lifecycle Indexio.github.oscarlopez-gif/ai-model-lifecycle-index
A
No reviews yet

Cross-vendor AI model lifecycle: status, sunset dates, and migration targets, source-cited.

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The short version

Neither has been reviewed yet, so the comparison rests on the scan and the public usage numbers. Both score close on the safety scan (83 and 88 out of 100). AI Model Lifecycle Index is hosted and callable through the gateway; Google Surf runs on your own machine. Google Surf has noticeably more public adoption.

 Google SurfAI Model Lifecycle Index
User ratingNo reviews yetNo reviews yet
Safety gradeB83/100A88/100
AdoptionEstablishedGrowing
GitHub stars2900
Downloads / week438–
Runs whereYour machine (local)Hosted (remote)
Gateway-readyNoYes
Tools74
Write actions——
Price per callFreeFree
LicenceMITNOASSERTION
Last release2026-09-102026-09-19
CategoryAI and agentsAI and agents

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