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116,578 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
    Not graded
    quality
    B
    maintenance
    Provides Claude with a persistent, auditable memory stored as markdown and YAML files in a private GitHub repo. Enables reading, appending, organizing, and messaging between agent conversations through MCP tools.
    9 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Serves a git-backed folder of Markdown notes over MCP so AI agents can search, read, write, move and delete them, with every write recorded as a git commit attributed to the calling client. Supports full-text section search with snippets, wikilinks and typed relations, LFS-backed searchable attachments, optimistic concurrency for multiple agents, and per-client token or OAuth 2.1 access.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables deterministic behavioral regression review of pull-request diffs by checking changed code against approved incident-derived contracts. It exposes read-only tools to assess diffs and pull requests, list and fetch contracts, and report outcomes over stdio without mutating repositories.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude to read and write GitHub repositories and persist structured memory entries—prompt, plan, and result—on Turso, with search, timeline, retrieval, and soft deletion while redacting secrets.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables Git repository operations and real-time monitoring via MCP tools, with support for WebSocket events, authentication, and observability.
    15 npm
    4
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Codex and Claude to share Git-backed Markdown memories, assistant handoffs, and reusable skills through read-only and write-enabled MCP endpoints, while owners review revisions, conflicts, and deletion requests in a private GUI.
    MIT
  • A
    license
    B
    quality
    F
    maintenance
    A unified MCP server that combines GitHub, local Git, Slack, web fetching, persistent memory, and filesystem tools into a single configuration entry, with dangerous capabilities like shell execution disabled by default.
    13
    64 npm
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server that leverages a GitHub-compatible API as a durable memory store for AI agents, enabling automatic memory storage, recall, and management without requiring signup or API keys.
    39
    12 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Git-history memory for coding agents: reverts, weakened tests, hot spots, live suppression debt, and unreviewed notes, read from the repository's own git log. Five tools over stdio, deterministic and offline, published on npm as @promptwheel/logbook-mcp.
    1,084 npm
    3
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides persistent memory for AI coding assistants, storing and retrieving architectural decisions, patterns, and solutions across sessions using semantic search, while also offering git integration for commit messages and code expertise mapping.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A provenance-aware decision ledger that maps meeting transcripts and PRDs to code symbols to track implementation and drift. It enables developers to maintain institutional memory by linking historical context and architectural decisions directly to the evolving codebase.
    9
    Business Source 1.1
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to query project memory by linking code changes to the conversations that produced them, allowing retrieval of past decisions and constraints directly from the codebase.
    2 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server that enables verified agents to retrieve from, propose changes to, and share capabilities around a human-owned Markdown/Git knowledge base, ensuring curation, exact-byte approval, and Git-based promotion.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding agents to query repository structure, symbols, dependencies, Git history, architecture, memory, impact, and guarded edits through a stable MCP interface, returning ranked task-specific evidence within a context budget.
    23 PyPI
    8
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Federated, privacy-first shared memory for AI coding assistants that lets you capture, review, and share team knowledge via git without a central server.
    8 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to maintain Git-backed long-term project memory over MCP, supporting on-demand retrieval, curated writes, conflict-safe versioning, idempotency, and crash recovery so new sessions or machines can recover context and continue working.
    6
    Apache 2.0