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1,121 servers · Vector & Memory · page 3 of 29

#MCP ServerStars

a-mem-mcpDiaaAj/a-mem-mcp34

ChatCrystalZengLiangYi/ChatCrystal34

forgeTT-Wang/forge34

mcp-server-opendalXuanwo/mcp-server-opendal34

src-to-kbvezlo/src-to-kb34

Bhived MCPArtKeyAi/bhived-mcp33 SP

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mcp-apple-musicCifero74/mcp-apple-music32

odoo-claude-mcprosenvladimirov/odoo-claude-mcp32

perp-clihypurrquant/perp-cli31

Zimi MCP Serverepheterson/Zimi31

ai-memory-mcpalphaonedev/ai-memory-mcp30

logseq-api-mcpgustavo-meilus/logseq-api-mcp30

CodeGraphcodegraph-ai/CodeGraph29

CCCMemory MCPxiaolai/cccmemory28 SP

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nexowazionapps/nexo27

cuba-memorysLeandroPG19/cuba-memorys26

vectara-mcpvectara/vectara-mcp26

engram-rskael-bit/engram-rs25

memory-mcp-1filepomazanbohdan/memory-mcp-1file25

Context Lenscornelcroi/context-lens24

ARBuilderQuantum3-Labs/ARBuilder23

DragonMCParthurpanhku/DragonMCP23 SP

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akyn-aiIlyesTal/akyn-sdk22

membase-mcpunibaseio/membase-mcp22

RAGScoreHZYAI/RagScore22

video-edit-mcpAditya2755/video-edit-mcp22

mementoveerps57/memento21

agoragentic-integrationsrhein1/agoragentic-integrations20

Context Sync MCP1EchA/context-sync-mcp20

hmemBumblebiber/its-over-9k20 SP

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JLink MCP Servercyj0920/jlink_mcp20

mcp-ipfsalexbakers/mcp-ipfs18

memory-journal-mcpneverinfamous/memory-journal-mcp18

palaiabyte5ai/palaia18

ux-mcp-serverelsahafy/ux-mcp-server18

CacheOverflowGetCacheOverflow/CacheOverflow17

chart-library-mcpgrahammccain/chart-library-mcp17

cortexgzoonet/cortex17 SP

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Cortexabbacusgroup/Cortex17

Extended Memory MCPssmirnovpro/extended-memory-mcp17

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FAQ

What are Vector & Memory MCP servers?

Vector & Memory MCP servers are Model Context Protocol servers that give OpenClaw, Claude Code, Codex, and Cursor vector & memory capabilities. Each connects your agent to vector & memory tools and data through the open MCP standard.

How do I install a Vector & Memory MCP server?

Open any vector & memory server below and follow the setup on its page — usually adding it to your MCP client config. It then runs as a tool your agent can call.

Which Vector & Memory MCP servers are most popular?

The list below is ranked by GitHub stars, so the most widely used vector & memory MCP servers appear first. Use the search box to find a specific one.