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"Designing a memory system for persona-based agents to improve user experience" matching MCP servers:

gui-userofficial
Alicense-qualityCmaintenanceAn MCP server for external computer-use that launches, observes, and interacts with any X11 application via AT-SPI2 accessibility tree and xdotool input injection.Last updatedMIT
clue2app-user-mcpofficial
FlicenseAqualityCmaintenanceExposes user, membership, and role administration tools via MCP, acting as a thin passthrough to a coordinator API with RBAC enforced by the coordinator using caller bearer tokens.Last updated8
@absolutejs/agents-mcpofficial
Alicense-qualityBmaintenanceProvides a read-only MCP server for searching and retrieving cryptographically verified AI agents from the AbsoluteJS public agent registry.Last updated305MIT
user-majico-mcpofficial
Alicense-qualityBmaintenanceMCP server for Majico.xyz that enables coding agents to read (and limited write) brand guidelines, design tokens, studio canvas, and export manifests.Last updated26MIT
substrate-memoryofficial
Alicense-qualityCmaintenanceProvides Claude Co-work with MCP tools to search and record organizational memory, including search, read, query, ingest, remember, sync, and status operations.Last updatedMIT- Alicense-qualityCmaintenanceMCP server providing durable Substrate organizational memory tools, including search, read, query, ingest, remember, and sync. It integrates with Codex to automatically capture completed turns and session boundaries for persistent memory.Last updatedMIT
- AlicenseAqualityDmaintenanceProvides versioned, structured memory for AI agents, allowing them to store facts, detect conflicts, and track knowledge history via a hosted SaaS platform. It enables efficient hierarchical information retrieval and semantic search while keeping token usage constant as memory scales.Last updated7547Apache 2.0

SAE4U Memoryofficial
AlicenseAqualityDmaintenanceProvides persistent memory for Claude with hierarchical categorization, cross-corpus recall, session journals, and customizable persona, enabling memory continuity across sessions.Last updated7MIT- Alicense-qualityBmaintenancePre-trade risk validation and position sizing for AI trading agents via G-formula and Iron Fist.Last updated2MIT

Memory Nexusofficial
Alicense-qualityDmaintenancePersistent memory and handoff intelligence layer for MCP agents. Most memory servers retrieve text — Memory Nexus compounds operational context, learning from usage and progressively synthesizing observations into higher-order intelligence across sessions and tools.Last updatedMIT
Octagon VC Agentsofficial
Alicense-qualityDmaintenanceAn MCP server that runs AI-driven venture capitalist agents whose thinking is continuously enriched by Octagon Private Markets' real-time deals and intelligence for pitch feedback, diligence simulations, and term sheet negotiations.Last updated30MIT
Vertiso Memoryofficial
Alicense-qualityCmaintenanceA portable, user-owned memory for MCP-capable agents in VS Code, enabling cross-agent recall and memory creation.Last updatedMIT- Alicense-qualityDmaintenanceEnables creating and managing ElevenLabs conversational AI agents with an interactive UI, voice selection, and configuration of agent behavior.Last updated8MIT

Oceanir Memoryofficial
Flicense-qualityDmaintenanceProvides persistent long-term memory for AI coding agents by storing entities, relations, and observations across different sessions. It enables users to manage and query structured knowledge like coding preferences, project patterns, and technical solutions via a graph-based storage system.Last updated1
@agentage/mcp-memoryofficial
AlicenseAqualityBmaintenanceExposes local memory vaults as 6 MCP tools over stdio, enabling clients like Windsurf, Zed, and Claude Desktop to read and write memory.Last updated62411MIT
Ragionex Memory MCPofficial
AlicenseAqualityBmaintenanceDynamic semantic memory for AI assistants that persists across sessions and clients, enabling natural language recall and project-scoped isolation.Last updated10291MIT- AlicenseAqualityCmaintenanceProvides persistent memory for OpenCode coding agents, allowing them to store and recall architecture decisions, conventions, and gotchas across sessions via semantic search.Last updated5277MIT
- AlicenseAqualityCmaintenanceEnhanced MCP knowledge graph memory server with cloud persistence and semantic search, acting as a drop-in replacement for the standard memory server.Last updated1052MIT

style-memory-mcpofficial
AlicenseAqualityBmaintenanceA tiny local MCP server that learns a user's conversational style, catchphrases, dialect markers, emoji habits, tone preferences, and concrete collaboration preferences without storing private memories.Last updated151MIT