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Head to head

Vector Knowledge Graph vs Total Agent Memory

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

Vector Knowledge Graphio.github.CSOAI-ORG/vector-knowledge-graph-mcp
C
No reviews yet

AI-powered vector knowledge graph MCP server for agents. Supports add node, add edge, semantic node

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Total Agent Memoryio.github.vbcherepanov/total-agent-memory
A
No reviews yet

Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall

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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 Total Agent Memory (85/100 against 65). Total Agent Memory has noticeably more public adoption.

 Vector Knowledge GraphTotal Agent Memory
User ratingNo reviews yetNo reviews yet
Safety gradeC65/100A85/100
Adoption—Established
GitHub stars–68
Downloads / week–166
Runs whereYour machine (local)Your machine (local)
Gateway-readyNoNo
Tools5—
Write actions1—
Price per callFreeFree
Licence—MIT
Last release—2026-09-15
CategoryAI and agentsAI and agents

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