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116,557 servers. Updated
20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,297 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    A
    maintenance
    Gives every AI agent on a machine a shared, local-first long-term memory: 16 tools to save, search, edit and organize structured notes in one SQLite file, with attribution per client. Runs over stdio or localhost HTTP, so Claude Code, omp and any other MCP client recall the same facts, decisions and entities.
    16
    25 PyPI
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to retain, review, approve, and retrieve encrypted local notes, decisions, preferences, and follow-ups across sessions, with retained source evidence and correction history.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides cross-session persistent memory for coding agents via MCP tools to store, retrieve, and manage notes with hybrid keyword/semantic search and automatic deduplication.
    8
    340 npm
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    An MCP server that lets users capture quick phone thoughts via Android and later query them from AI assistants like Grok or Claude, functioning as a simple task memory store without notifications or geolocation.
    17
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to maintain persistent local memory across sessions by organizing experiences into hierarchical layers (raw logs, checkpoints, daily cards, and stories), with tools to write, search, and verify entries via hashes.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides curated long-term memory for Codex CLI via MCP, with Markdown-based storage, deduplication, and decay-based forgetting.
    8 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Persistent memory management for Claude Code, allowing agents to store and retrieve user preferences, environment notes, and skills across sessions.
    10 npm
    5
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    This MCP server lets coding agents read and write a plain-markdown wiki, then audits that memory and local session transcripts to produce drift reports, session digests, and reusable lessons.
    34 PyPI
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables project-scoped persistent linked memory for OpenCode V2, providing nine MCP tools for recall, update, pin, link, and read operations on notes within isolated projects.
    21 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides a persistent memory layer for Claude coding assistants so context, decisions, and progress survive session resets and compaction. Enables saving, searching, checkpointing, and restoring context across sessions through channels, categories, git integration, and batch operations.
    228 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A personal memory MCP server for Claude Code that stores and retrieves memories via natural language, supporting text, images, files, and secrets with vector search.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A persistent personal memory system for Claude that accumulates and organizes knowledge over time using plain Markdown in a local git repo, providing tools for reading, searching, and capturing short-term memories.
    1
    -
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to maintain a persistent, local memory using SQLite with ranked full-text search, German morphological matching, and two-axis filing, all without external services.
    4
    8
    630 PyPI
    1
    MIT
  • A
    license
    A
    quality
    A
    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
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to save resolved debugging sessions as concise experience cards into a local JSON knowledge network, and to retrieve relevant past cards when new bugs arise. It also powers a spaced-repetition review interface to reinforce memory of those experiences.
    9
    -
  • A
    license
    A
    quality
    D
    maintenance
    Automatically records AI conversation turns and code changes to local Markdown files to provide persistent context across chat sessions. It enables AI agents to search history through MCP tools and provides a web viewer for browsing past discussions.
    3
    4
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables several Claude windows or accounts to save and search a common set of notes, preferences, and decisions, and to leave topic-filed messages for each other that the recipient reads on demand. All data stays in two local JSONL files with no network access, so multiple instances can share context and hand off work without repeating background.
    6
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI clients to append durable, content-hashed records of each decision to an owner-controlled markdown notes folder, then recall them across sessions and across different tools with their dates, project provenance, and the exact note versions cited. Records are append-only and searchable by full text, topic stance, or recent activity, so past conclusions can be revisited without relying on an ephemeral session.
    3
    514 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Stores markdown knowledge notes in SQLite or Postgres and exposes them to AI agents over MCP, letting agents read individual sections, search, and write updates transactionally. Each write is validated, and anything that introduces broken links, missing summaries, or duplicate text is rolled back with a reason.
    19
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    A local MCP server that provides agents with tools to list, read, search, inspect history and diffs, and capture unstructured text in a user-owned Git repository of durable memory.
    5
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Local-first agentic knowledge layer over Obsidian notes, enabling MCP-aware agents to search, retrieve, and compile knowledge with provenance and task contracts.
    37
    24 npm
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables read-only cognitive retrospect over Obsidian notes, surfacing stance changes, verifying claims with citable evidence, and avoiding unfounded causal stories via hybrid retrieval and eight read-only MCP tools.
    9
    10
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Personal memory MCP server for Claude Code with an Obsidian-style graph. Enables persistent, queryable memories across sessions using Markdown files with bidirectional wiki-links and a D3.js force-directed graph UI.
    8
    6 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to keep and query long-term memory of past conversations, with hybrid keyword-plus-semantic search, session, day, week, month and year summaries, saved notes, and a running set of current facts about the user. Exposes this over MCP streamable HTTP through five tools so any client can retrieve context that would otherwise be lost between sessions.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI clients to preserve and share knowledge as plain Markdown files in a local folder the user owns, with tools to remember, recall, get, update, forget, and list scopes. Memories are stored by scope, versioned rather than overwritten, and readable or editable in Obsidian or any text editor.
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude Code to persist and recall cross-repository memories as Markdown files via save, search, read, and health-check tools, with local-only storage and no cloud services.
    20 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Gives any MCP-capable AI agent long-term memory from a self-hosted Obsidian vault, exposing tools to read, search, list and write markdown notes over MCP or a REST API with keyword plus semantic search. Agent writes are confined to a drafts inbox so they never overwrite your own notes.
    1 npm
    MIT