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"Memory systems for AI agents" matching MCP servers:

  • Memstate AI - Agent Memory System by memstate-ai

    Memstate AI - Agent Memoryofficial

    memstate-ai
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    license
    A
    quality
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    maintenance
    Provides 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 updated
    7
    20
    5
    Apache 2.0

  • Todo for AI MCP Server

    todo-for-ai
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    quality
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    maintenance
    Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.
    Last updated
    9
    Apache 2.0

  • markdown-for-agents-mcp

    JohnnyFoulds
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    quality
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    maintenance
    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
    24
    MIT

  • AI Memory MCP

    pateljeel123
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    quality
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    maintenance
    A persistent, searchable memory layer for AI assistants, exposed as an MCP server. It supports CRUD, namespaces, hybrid ranked search, relationships, chat-context assembly, import/export, and optional LLM-powered auto-extraction.
    Last updated
    13
    MIT

  • MCP AI Memory

    scanadi
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    quality
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    maintenance
    Enables AI agents to store, retrieve, and manage contextual knowledge across sessions using semantic search with PostgreSQL and vector embeddings. Supports memory relationships, clustering, multi-agent isolation, and intelligent caching for persistent conversational context.
    Last updated
    31
    48
    MIT

  • agent-memory

    jcyamacho
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    quality
    F
    maintenance
    Persistent memory for MCP-powered coding agents, allowing LLMs to remember preferences, project context, and decisions across sessions via Markdown files.
    Last updated

  • qa-ai-agents

    abchahal
    F
    license
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    quality
    B
    maintenance
    Enables automated QA testing by running a pipeline of AI agents that generate test scenarios, architect test layers, write Playwright tests, and review code, all grounded in feature requirements and API contracts.
    Last updated

  • Munin AI Memory

    3d-era
    F
    license
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    quality
    A
    maintenance
    Munin is a high-performance, pragmatic memory layer for AI agents (Cursor, Claude Code, OpenClaw, Gemini CLI,...). Unlike other solutions, Munin focuses on developer productivity with: * Multi-Project Support: Isolate memories into separate "brains" (Context Cores). * GraphRAG: Automatically builds a knowledge graph from your context. * Sub-200ms Search: Blazing fast Hybrid & Semantic
    Last updated
    3

  • GetABrain🧠 | Live Human-in

    Guitarmaniac24
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    license
    A
    quality
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    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    Last updated
    7
    104
    MIT

  • ai-act-mcp

    a2welt
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    license
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    quality
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    maintenance
    Enables EU AI Act compliance assessment by classifying AI systems, listing obligations, computing deadlines, and scanning repos for required documentation, all running locally.
    Last updated
    4
    2
    MIT

  • Agent Memory

    tverney
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    license
    A
    quality
    A
    maintenance
    MCP server that exposes agent-memory-daemon to any MCP-compatible client — Kiro (CLI & IDE), Claude Desktop, Cursor, and others. The daemon does the thinking (consolidation + extraction); this server is a thin filesystem bridge so agents can read, append, and search memory through the Model Context Protocol.
    Last updated
    4
    42
    4
    MIT

  • Sub-Agents MCP

    prefrontal-systems
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    license
    A
    quality
    D
    maintenance
    Enables the creation and execution of task-specific AI sub-agents defined in markdown across any MCP-compatible tool like Cursor or Claude Desktop. It integrates with execution engines such as Claude Code, Cursor CLI, and Gemini CLI to provide portable and reusable specialized agent workflows.
    Last updated
    1
    228
    MIT