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"How to Manage AI Memory Effectively" matching MCP servers:

  • marm-memory

    Lyellr88
    A
    license
    A
    quality
    A
    maintenance
    MARM MCP provides persistent memory and structured session context beneath any AI tool, so your agents learn, remember, and collaborate across all your workflows.
    14
    329
    Apache 2.0

  • enhx-memory

    cbuntingde
    A
    license
    -
    quality
    A
    maintenance
    A persistent, project-scoped memory layer for AI coding agents, providing 39 tools for capturing, searching, deduplicating, relating, and maintaining memory records across long-running coding sessions.
    0
    MIT

  • MCP Memory

    Sarakael78
    F
    license
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    quality
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    maintenance
    Enables AI assistants to remember and retrieve user information across conversations using vector search technology. Built on Cloudflare infrastructure with isolated user namespaces for secure, persistent memory storage.
    15

  • lean-memory

    Wuesteon
    A
    license
    A
    quality
    A
    maintenance
    Embedded, local-first agent memory: facts extracted into a per-namespace SQLite file (vec0 + FTS5) with hybrid retrieval and point-in-time (time-travel) queries. ADD-only history over stdio — no server process, no cloud dependency.
    16
    7
    47
    Apache 2.0

  • Network AI

    Jovancoding
    A
    license
    A
    quality
    B
    maintenance
    Multi-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)
    24
    377
    69
    MIT

  • zkproofport-ai

    zkproofport
    A
    license
    A
    quality
    C
    maintenance
    Zero-knowledge proof generation MCP server. AI agents can prove identity claims (Coinbase KYC, Country, Google OIDC, Google Workspace, Microsoft 365) without revealing personal data. Runs in AWS Nitro Enclave TEE with x402 USDC payments.
    6
    MIT

  • project-memory-mcp

    kaaustubh
    A
    license
    A
    quality
    A
    maintenance
    Local MCP server giving AI coding agents (Claude Code, Cursor, VS Code/JetBrains Copilot) a shared, persistent memory of your projects and every bug/issue faced during development. Stateless, plain-file storage (AGENTS.md + issues.jsonl) — no database.
    16
    128
    1
    MIT

  • Colour Memory API

    DigbyO
    A
    license
    A
    quality
    B
    maintenance
    40-tool colour intelligence API for AI agents. Cultural risk, archive-verified colour naming, palette generation, WCAG accessibility, material physics, ecommerce copy, and image generation briefs. 16,682+ named colours across 43 cultural archives.
    66
    MIT

  • RMS Memory MCP

    max-ramas
    A
    license
    A
    quality
    A
    maintenance
    Persistent, local, cross-IDE memory for AI agents — markdown source of truth, LanceDB-powered semantic search, zero cloud dependency
    12
    38
    MIT

  • iai-personal-memory-engine

    CodeAbra
    A
    license
    A
    quality
    A
    maintenance
    A local MCP server that gives AI assistants a long-term memory by capturing sessions verbatim and surfacing relevant context automatically.
    15
    491
    MIT

  • wealvest-ai

    rhll07
    A
    license
    B
    quality
    B
    maintenance
    Enables AI-driven financial analysis including portfolio analysis, risk assessment, investment simulation, market intelligence, and report generation via NitroStudio.
    5
    MIT

  • Memory MCP Server

    cbuntingde
    A
    license
    B
    quality
    -
    maintenance
    Enables agents to maintain persistent memory through three-tiered architecture: short-term session context with TTL, long-term user profiles and preferences, and searchable episodic event history with sentiment analysis. Provides comprehensive memory management for personalized AI interactions.
    7

  • telecom-ai

    CSOAI-ORG
    A
    license
    B
    quality
    C
    maintenance
    MCP server for telecom AI with built-in EU AI Act compliance, part of the MEOK AI Labs ecosystem.
    1
    MIT