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116,662 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
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    maintenance
    Provides persistent memory for AI coding agents through the Model Context Protocol, enabling them to store and retrieve project knowledge across sessions.
    66 npm
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    On-device memory system for AI coding agents that captures commands, edits, and test results in a lossless ledger plus distilled facts, then provides selective recall over MCP with tools like remember, recall, search, and ask.
    1
    -
  • F
    license
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    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
    B
    quality
    D
    maintenance
    Gives AI coding assistants persistent memory, safety controls, and project awareness by tracking coding sessions, protecting critical files from modifications, and managing approval workflows with automatic changelog generation.
    19
    16 npm
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    An in-memory knowledge graph MCP server that gives coding agents structural and semantic recall over codebases by indexing Python source, ADR documents, and project configuration, exposing 7 tools for search, traversal, context retrieval, and natural-language Q&A.
    -
  • A
    license
    B
    quality
    Not graded
    maintenance
    Provides repository-scoped safe memory for AI coding agents with just-in-time verification against file changes to ensure facts remain accurate. It links memories to specific code citations and automatically marks them as stale if the underlying source code is modified or deleted.
    5
    -
  • A
    license
    Not graded
    quality
    B
    maintenance
    A graph-based MCP server that provides AI coding agents with persistent memory to store patterns, track complex relationships, and retrieve knowledge across sessions. It leverages graph structures to handle temporal queries and relational paths that traditional vector stores often miss.
    257
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Shared, code-grounded memory for developers and their coding agents. Capture a learning once and the whole team plus every agent recalls it; memory is grounded in your code and stored as git-tracked JSON reviewed in PRs, with citations validated on write and stale memory withheld from recall. Works with any MCP client.
    11
    42
    GPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables coding agents to search and retrieve persistent repository memory created by Cliper, providing context, gaps, architecture, and timeline information via MCP tools.
    6
    MIT
  • A
    license
    B
    quality
    A
    maintenance
    Local-first, auditable memory for Codex, Claude Code, and MCP clients. It stores scoped user/project memory in SQLite or Postgres, serves read-only recall and inspection tools by default, and supports opt-in governed writeback with review and forget controls.
    8
    215 npm
    20
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    Enables delegating coding tasks to multiple AI CLI agents (Claude Code, Antigravity, Codex, Cursor) with session memory and diff inspection.
    16
    19 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Local-first code intelligence and safety layer for AI coding agents. MCP server exposes dependency graph, impact analysis, and AST-compressed repo context, backed by typed local memory, patch-scope safety gates, and git-independent transaction rollback.
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Code-pinned team memory for AI coding agents — typed artifacts (Decision/Analysis/Debug/Task), MCP-native workflow, self-host with Docker Compose.
    12
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides AI-powered development assistance with continuous chain-of-thought reasoning (CoConuT), automated task planning and execution, quality validation, and persistent memory of project context and decisions.
    9 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that automatically injects relevant skills, project memory, and routes complex tasks to specialist agents into AI coding tools like Claude, eliminating cold starts and prompt engineering.
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides coding agents with structured planning, persistent project memory, automated verification, and safety permission controls through MCP tools, enabling better planning, context retention, self-checking, and guarded execution.
    3 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    An open-source AI-powered development assistant that connects Claude Desktop to your codebase via MCP, enabling semantic code search, AI-assisted editing, and persistent memory without additional subscriptions.
    50
    Apache 2.0