Mmcp.market

Head to head

DreamerOS vs AKShare

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

DreamerOSio.github.gbude-sudo/dreameros-scs-gateway
C
No reviews yet

Your intent, in every AI call - every model means what you meant, not what it guessed.

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AKShareio.github.hangeaiagent/akshare-mcp
A
No reviews yet

Let a model explore AKShare's 1000+ China market data functions on its own — search, inspect, call

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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 AKShare (86/100 against 67). DreamerOS is hosted and callable through the gateway; AKShare runs on your own machine. AKShare has noticeably more public adoption.

 DreamerOSAKShare
User ratingNo reviews yetNo reviews yet
Safety gradeC67/100A86/100
AdoptionNewGrowing
GitHub stars525
Downloads / week
Runs whereHosted (remote)Your machine (local)
Gateway-readyYesNo
Tools3
Write actions
Price per callFreeFree
LicenceApache-2.0
Last release2026-09-19
CategoryAI and agentsAI and agents

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