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Head to head

Agent Memory MCP vs Coolify

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

Agent Memory MCPio.github.ipiton/agent-memory-mcp
B
No reviews yet

Memory, docs, and repo context layer for engineering agents.

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Coolifyio.github.StuMason/coolify
B
No reviews yet

45 optimized tools for managing Coolify infrastructure, diagnostics, and docs search

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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 Coolify (83/100 against 70). Coolify has noticeably more public adoption.

 Agent Memory MCPCoolify
User ratingNo reviews yetNo reviews yet
Safety gradeB70/100B83/100
AdoptionGrowingEstablished
GitHub stars42600
Downloads / week–5.6k
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools——
Write actions——
Price per callFreeFree
LicenceMITMIT
Last release2026-09-042026-09-17
CategoryProductivityProductivity

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