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20 Best Memory MCP Servers: compared and ranked, November 2026Ranked from 5,357 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
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    maintenance
    This MCP server provides a deterministic index of the First Principles Framework (FPF) spec, enabling agents to query patterns, routes, and relations without vector databases.
    11
    ISC
  • A
    license
    Not graded
    quality
    F
    maintenance
    A server for managing project documentation and context across Claude AI sessions through global and branch-specific memory banks, enabling consistent knowledge management with structured JSON document storage.
    25 npm
    11
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    A local MCP server that accumulates the business-domain knowledge of a software project — flows, integrations, decisions, nuances — and makes it available to any MCP-compatible agent (Claude Code, Cursor, Copilot, Gemini, OpenCode). The goal is to capture the why behind the code: the stuff a new developer would need six months from now to understand why a thing is built the way it is. The what is
    4
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for local PDF inspection that classifies, searches, extracts text and tables without uploading documents or relying on OCR, surfacing reliability warnings for garbled or scanned content.
    4
    52 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A Model Context Protocol server that fetches up-to-date, version-specific documentation and code examples from libraries directly into LLM prompts, helping developers get accurate answers without outdated or hallucinated information.
    2
    1,132,421 npm
    64,682
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides read-only access to finished meeting transcripts for AI assistants like Claude Code or Codex, enabling them to answer questions or draft summaries based on the transcriptions.
    4
    3
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Provides access to Ant Design component library documentation and information for automated code generation. Enables searching components by category or keyword, retrieving component props, examples, API documentation, and available icons.
    6
    14 npm
    ISC
  • F
    license
    A
    quality
    C
    maintenance
    Enables AI agents to access a markdown wiki or knowledge base through per-topic tools that expose available domains and retrieve tables of contents, matching lines, or full pages on demand.
    3
    -
  • A
    license
    A
    quality
    C
    maintenance
    Gives AI coding agents live, cached access to current Flutter, Dart SDK and pub.dev documentation returned as clean markdown, resolving class names, identifiers and packages on demand instead of relying on a model's memory. Also provides ranked name search over thousands of classes and a politeness layer with robots.txt compliance, throttling, conditional GETs and request budgets.
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables incident responders to answer who owns a service, who to escalate to and when, which runbook steps to try first, and whether the current escalation step is on time, all from a local file with no external APIs or network calls.
    4
    1
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Provides up-to-date documentation for 9000+ libraries directly in your AI code editor, enabling accurate code suggestions and eliminating outdated information.
    1
    249 npm
    484
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A real-time server that provides Flutter/Dart documentation and pub.dev package information to AI assistants, ensuring they generate accurate and up-to-date Flutter code.
    8
    74
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Helps AI assistants access shadcn/ui component documentation and examples through a TypeScript-based MCP server that provides reference information for component details, usage examples, and search capabilities.
    4
    551 npm
    60
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables querying public Kalyvox product information, features, integrations, official links, and help-center routing without exposing customer data.
    5
    7 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to search, analyze, and retrieve detailed information about Dart and Flutter packages from pub.dev. Supports package discovery, version management, dependency analysis, and documentation access.
    6
    9 npm
    5
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Provides smart access to iDux UI component library, enabling AI assistants to retrieve component information, documentation, and usage examples via MCP tools.
    5
    5 npm
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Provides Unix command documentation directly within Claude conversations, allowing users to retrieve help pages, man pages, and usage information without leaving the chat interface.
    3
    2
    MIT
  • F
    license
    B
    quality
    B
    maintenance
    Enables natural-language Q&A over multi-source documents (PDF/Markdown/web) with a self-reflective retrieval-augmented agent that cites sources, retries on poor retrieval or grounding, and supports multi-turn memory.
    2
    -
  • A
    license
    B
    quality
    D
    maintenance
    Provides comprehensive documentation about AWS AgentCore framework to GenAI tools, enabling users to build production-ready AI agents with enterprise-grade security, observability, and scalability. Offers guidance on identity management, API integration, monitoring, code execution, memory storage, and tool integration for AI agents.
    7
    Apache 2.0