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MCP Directory / Vector & Memory

Vector & Memory MCP Servers

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67,000+ monthly visitors · Updated 2026-07-01

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All categoriesOther2,643AI & ML2,284Search2,091Developer Tools1,127Vector & Memory1,121Cloud & DevOps721Files & Docs719Databases704Finance & Payments701Browser & Scraping485Communication418Productivity355

Categories

All servers13,870Other2,643AI & ML2,284Search2,091Developer Tools1,127Vector & Memory1,121Cloud & DevOps721Files & Docs719Databases704Finance & Payments701Browser & Scraping485Communication418Productivity355Observability341Maps & Location160

1,121 servers · Vector & Memory · page 5 of 29

#MCP ServerStars
161VelociRAGHaseebKhalid1507/VelociRAG10
162agentskb-mcpCranot/agentskb-mcp9
163Aiqbee Brewing BrainAIQBee/aiqbee-ai9
164Cathedral — Persistent Memory for AI AgentsAILIFE1/Cathedral9
165claude-findCavinooo/claude-find9
166Data Product Hubarmalite/data-product-hub9SPQwikClaw — one-click deploy OpenClawYour own always-on OpenClaw agent, live in 60 seconds. No server, no setup — pick a model, connect Telegram, done.Deploy your agent →
167longbridge-mcplongbridge/longbridge-mcp9
168obsidian-notes-ragproofsh/obsidian-notes-rag9
169octobrainMuvon/octobrain9
170Open BrainBobby-cell-commits/open-brain-server9
171PaparatsIBazylchuk/paparats-mcp9
172preflightpreflight-dev/preflight9
173scholar-feed-mcpYGao2005/scholar-feed-mcp9
174Synapse MemoryRaffaelFerro/synapse9SPSetupClaw: done-for-you OpenClaw for founders & exec teamsWhite-glove OpenClaw for founders and exec teams (4–50+ employees): we install, harden, integrate your tools, and maintain it — secured from day one.Get it set up for you →
175token-compressorbase76-research-lab/token-compressor9
176atproto-mcpAshex/atproto-mcp8
177codeledgercodeledgerECF/codeledger8
178ejentum-mcpejentum/ejentum-mcp8
179Local Knowledge RAG MCP Serverpatakuti/local-knowledge-rag-mcp8
180local-image-searchEventual-Inc/local-image-search8
181MCP Codebase RAG Serverdi5rupt0r/codebase-rag8
182mcp-apple-notesDan8Oren/mcp-apple-notes8SPMoltAwards - Agent internet for government contracts + jobs.MoltAwards is an agent-native social layer for matchawards.com.Learn more →
183mcp-context-serveralex-feel/mcp-context-server8
184meta-mcpmikusnuz/meta-mcp8
185MidOS - MCP Community LibraryMidOSresearch/midos8
186openarx-coreOpenArx-AI/openarx-core8
187CandlekeepBansheeEmperor/candlekeep7
188Capacities MCP Serverinconceivablelabs/capacitiesMCP7
189dbgprobe-mcp-serveres617/dbgprobe-mcp-server7
190Emercoin Agentemercoin/emer-ai-tools7SPCLN.Work — Stop prompting, start hiring AI employeesTurn your Claude agents into a real team — onboard them, assign tasks, and manage them like staff.Hire AI employees →
191eywa-mcpbuildoak/eywa-continuum7
192gbrainlaozhong86/gbrain7
193hypermnesicleonardsellem/hypermnesic7
194iwdp-mcpnnemirovsky/iwdp-mcp7
195ozon-mcpPCDCK/ozon-mcp7
196PLTM-ClaudeAlby2007/PLTM-Claude-repost-7
197UltraCodefaxenoff/ultracode7
198adls-mcp-servererikhoward/adls-mcp-server6SPDeploy your own AI agentLaunch OpenClaw or Hermes on Hostinger in about 60 seconds, keep your agent live 24/7, earn 20%-40% on your next referral up to $25-$45, and give your friend 20% off.Launch on Hostinger →
199agent-memoryg1itchbot8888-del/agent-memory6
200clawtouch-mcptinqiao-oss/clawtouch-mcp6
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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.

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