Skip to main content
Glama
120,763 servers. Updated
20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,357 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Building a solid memory base for AI development" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides AI agents and teams with self-hosted adaptive memory, combining hybrid search and a self-improving neural memory graph to enable precise recall and serendipitous discovery across MCP-compatible clients.
    13
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides Claude Co-work with MCP tools to search and record organizational memory, including search, read, query, ingest, remember, sync, and status operations.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP 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.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that provides LLMs with read and write access to Feishu Base (飞书多维表格) databases, enabling them to inspect schemas and manipulate records through natural language.
    39 npm
    10
    -
  • A
    license
    A
    quality
    D
    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.
    7
    41 npm
    8
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Provides persistent memory for Claude with hierarchical categorization, cross-corpus recall, session journals, and customizable persona, enabling memory continuity across sessions.
    7
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI assistants to keep and retrieve private context locally, with verifiable receipts and optional Solana anchoring for public proofs.
    169 npm
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Persistent 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.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for personal and shared memory with full-text search (SQLite FTS5) and outcome tracking, compatible with any MCP agent like Claude Code, Cursor, and Codex CLI.
    3 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides 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.
    1
    -
  • A
    license
    A
    quality
    B
    maintenance
    Dynamic semantic memory for AI assistants that persists across sessions and clients, enabling natural language recall and project-scoped isolation.
    11
    344 npm
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A notes app that becomes your second brain. Open source, private, encrypted when you want it, and every file stays yours. Mac, Windows, Linux and self host!
    17
    1
    AGPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    A 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.
    15
    2
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Shared fleet memory for AI agents — what one agent learns, the whole fleet knows. Nightly self-correction: stale facts rewritten in place, duplicates merged. Recall pushed into every prompt in supported coding agents. Self-hosted.
    11
    3
    -
  • A
    license
    B
    quality
    C
    maintenance
    Open-source MCP server for Google Ads (Meta Ads coming soon) that lets AI assistants manage ad campaigns, reporting, keywords, and targeting in plain English from any MCP client, with safety-first creation of paused campaigns.
    54
    54 npm
    3
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    MCP server that provides browser automation capabilities through a Chrome extension, enabling terminal-based agents to interact with any website via a live browser session with optimized context.
    1
    79 npm
    3
    Apache 2.0
  • A
    license
    B
    quality
    C
    maintenance
    Enables AI agents to store, semantically recall, update, forget, consolidate, and verify persistent memories with session isolation and hyperbolic concept navigation. It also supports knowledge-graph linking and claim verification for anti-hallucination workflows.
    16
    68 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    An opt-in Drupal recipe that provides an OAuth 2.1-secured Model Context Protocol endpoint, enabling external AI assistants to read site content and draft blog posts and pages while leaving publishing as a human action.
    1
    GPL 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Offers MCP tools for managing a local AI memory vault, including remembering, searching, context packing, deletion, and verification of receipts.
    169 npm
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Gives AI agents a persistent long-term memory store over MCP, letting them remember facts and preferences, recall ranked memories with a one-line explanation of why each scored, mark which recalled memories were used or ignored so retrieval learns over time, and forget or list memories per namespace.
    Apache 2.0