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

• A-MEM: Agentic Memory System

  tobs-code

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  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  8

• MCP Memory System

  aaqqjj

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  Enables AI assistants to maintain persistent conversations and context between sessions through automated saving and global installation across projects. Provides zero-configuration memory persistence with automatic conversation history preservation.

  Last updated 2025-09-02

• MCP Memory System

  workerportfolio

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  Enables persistent storage and retrieval of decisions, settings, and operational rules across chat sessions, maintaining context continuity and decision consistency for long-term development projects through structured memory management.

  Last updated 2026-01-01
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  ar-agentsofficial

  ar-agents

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  Agent Toolkit for Mercado Pago

  Last updated 2026-05-26

  MIT

• n8n Manager for AI Agents

  czlonkowski

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  quality

  D

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  Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.

  Last updated 2025-06-26

  59

  MIT

• markdown-for-agents-mcp

  JohnnyFoulds

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  MCP server for AI agents -- fetch any URL with full JavaScript rendering (Playwright/Chromium) and convert to clean, token-efficient markdown. Works on React, Vue, Angular, and any JS-heavy page. Includes web search, batch fetching, binary file download, LRU cache, SSRF protection, and structured output.

  Last updated 2026-05-12

  21

  MIT

• Persona MCP Server

  SeoNaRu

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  AI-powered persona analysis and Focus Group Interview (FGI) system that creates dynamic personas from survey responses, generates contextual follow-up questions, tracks data freshness scores, and provides business insights on preferences and trends.

  Last updated 2025-11-16

• Persona MCP

  seanshin0214

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  Enables AI to switch between 26+ expert personas on-demand with smart context detection, persona chaining, and 80%+ token savings through 'Submarine Mode' that keeps personas inactive until triggered.

  Last updated 2025-12-26

  9

  1

• User Feedback

  mrexodia

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  Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor. This is especially useful for developing desktop applications that require complex user interactions to test.

  Last updated 2025-03-26

  1

  53

  MIT

• Morocco Experience Protocol

  gugga7

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  Enables AI assistants to discover and search authentic Moroccan tourism experiences, cultural activities, and local operators through natural language queries with real-time data from verified sources.

  Last updated 2025-12-11

• Continuo Memory System

  GtOkAi

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  Enables persistent memory and semantic search for development workflows with hierarchical compression. Store and retrieve development knowledge across IDE sessions using natural language queries, circumventing context window limitations.

  Last updated 2025-10-14

  1

  AGPL 3.0

• Prompt for User Input MCP

  goldensansapple

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  Enables AI models to interactively prompt users for input or clarification directly through their code editor. It facilitates real-time communication between assistants and users during development tasks.

  Last updated 2025-10-22

  MIT

• korean-people-persona

  civilian7

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  MCP server for querying a database of 1 million Korean personas with full-text search, enabling AI agents to retrieve detailed demographic, professional, and personal profiles.

  Last updated 2026-04-27

  17

• User Steps MCP Server

  Nedak23

  F

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  Provides an interactive checklist tool that allows AI agents to present step-by-step instructions to users through an automatically opened terminal UI. It enables agents to guide users through manual tasks and wait for completion, skipping, or feedback before proceeding.

  Last updated 2025-12-08

  1

• Slack User MCP Server

  lars-hagen

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  Enables interaction with Slack workspaces as a user, supporting channel listing, message posting, threading, reactions, and user management via the Slack API.

  Last updated 2025-02-09

  8

  11

  MIT

• Task Agents

  shinpr

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  quality

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  Enables AI assistants to delegate specific tasks to specialized sub-agents (e.g., test-writer, code-reviewer). Supports both Cursor and Claude Code with custom agent definitions.

  Last updated 2026-05-29

  1

  96

  83

  MIT

• MCP Agents

  amajakai14

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  Provides FastMCP-based servers with various tools for AI assistants including math operations, file management, note-taking, todo management, and database operations. Offers both basic and advanced server configurations with tools, resources, and prompt templates.

  Last updated 2025-09-27

  4

• feishu-user-plugin

  EthanQC

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  license

  B

  quality

  A

  maintenance

  All-in-one Feishu/Lark MCP for Claude Code & Codex. 84 tools, 3 auth layers, send-as-user (cookie + protobuf protocol path). Covers IM, docs, bitable, wiki, drive, calendar, tasks v2, OKR, realtime WS events.

  Last updated 2026-05-22

  84

  471

  1

  MIT

• mem0 Memory System

  pinkpixel-dev

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  A flexible memory system for AI applications that supports multiple LLM providers and can be used either as an MCP server or as a direct library integration, enabling autonomous memory management without explicit commands.

  Last updated 2026-05-17

  3

  104

  95

  MIT

• Midjourney Best Experience MCP

  BACH-AI-Tools

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  license

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  An MCP server that provides access to the Midjourney Best Experience API for generating and manipulating images. It enables users to execute prompts and perform actions like upscaling, variations, and zooming directly within MCP-compatible applications.

  Last updated 2025-12-07

  5

  MIT