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

• self-improve

  Feynman520

  A

  license

  -

  quality

  B

  maintenance

  Captures user corrections and improvements during interactions, logs them, finds recurring patterns, and prescribes preventive fixes like CLAUDE.md rules, skills, scripts, or MCP tools to avoid repeating mistakes.

  Last updated 2026-07-07

  10

  MIT

• MCP Memory System

  aaqqjj

  -

  license

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  quality

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  maintenance

  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

  F

  license

  -

  quality

  D

  maintenance

  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

• n8n Manager for AI Agents

  czlonkowski

  A

  license

  -

  quality

  F

  maintenance

  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

  61

  MIT

• Prompt for User Input MCP

  goldensansapple

  A

  license

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  quality

  D

  maintenance

  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

• Persona MCP

  seanshin0214

  A

  license

  A

  quality

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  maintenance

  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

• Adobe Experience Assets Dev

  stubbedev

  A

  license

  A

  quality

  A

  maintenance

  Helps design, validate, and generate Adobe Experience Manager Assets API request plans for integration work, including upload, folder management, and metadata sync.

  Last updated 2026-07-13

  17

  37

  MIT

• User Feedback

  mrexodia

  A

  license

  B

  quality

  C

  maintenance

  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

• Persona Switcher MCP Server

  Risedial

  A

  license

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  quality

  D

  maintenance

  Dynamic AI persona management for Claude with file-based storage. Switch between different AI personas mid-conversation or start conversations with pre-configured personas.

  Last updated 2025-11-11

  1

  MIT

• Continuo Memory System

  GtOkAi

  A

  license

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  quality

  D

  maintenance

  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

  2

  AGPL 3.0

• User Steps MCP Server

  Nedak23

  F

  license

  A

  quality

  D

  maintenance

  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

• Task Agents

  shinpr

  A

  license

  A

  quality

  A

  maintenance

  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 2026-08-04

  1

  386

  93

  MIT
• 

  clue2app-user-mcpofficial

  clue2solve

  F

  license

  A

  quality

  C

  maintenance

  Exposes 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 updated 2026-07-15

  8

• user-review-mcp

  wtfsayo

  A

  license

  A

  quality

  D

  maintenance

  Simulates harsh, fake user reviews to psychologically condition AI agents for enforcing disciplined development practices, with optional Ollama integration for dynamic criticism.

  Last updated 2025-07-23

  1

  34

  7

  MIT

• MCP Agents

  amajakai14

  F

  license

  A

  quality

  D

  maintenance

  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

• design-system-mcp

  lodado

  A

  license

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  quality

  B

  maintenance

  Creates a local MCP runtime for design-system repositories, enabling AI coding agents to look up and use real components, icons, and tokens instead of guessing.

  Last updated 2026-06-20

  29

  MIT

• ask-user-mcp

  Marx-A00

  A

  license

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  quality

  D

  maintenance

  MCP server that enables Claude to pause and ask clarifying questions via Emacs.

  Last updated 2026-02-28

  13

  ISC

• design-system-mcp

  erikadmoller

  A

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol server that exposes an airline design system as a queryable knowledge base, enabling AI to discover components, find components for use cases, and scaffold prototypes.

  Last updated 2026-03-17

  29

  MIT

• nexus-agents

  nexus-substrate

  A

  license

  -

  quality

  A

  maintenance

  nexus-agents makes your AI coding tools work together intelligently. It coordinates Claude, Codex, Gemini, and OpenCode — routing each task to the best model using data-driven algorithms, validating outputs through multi-model consensus voting, and continuously improving through outcome-driven learning. Connect it to any MCP-compatible editor (Claude Code, Cursor, VS Code) and it handles the rest.

  Last updated 2026-08-03

  291

  16

  MIT

• Agents Council

  MrLesk

  A

  license

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  quality

  D

  maintenance

  The simplest way to bridge and collaborate across AI Agent sessions like Claude Code, Codex, Gemini, or Cursor. It allows your agents to combine their strengths to solve your most difficult tasks without leaving their current context.

  Last updated 2026-02-22

  43

  62

  MIT