Skip to main content
Glama
120,902 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:

"Using Cline as a Knowledge Graph for Coding" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    C
    maintenance
    A knowledge graph MCP server providing persistent, structured memory for AI assistants with multi-agent isolation, tiered search, and index navigation.
    5 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables searching Google's Knowledge Graph for real-world entities via two tools: search by query or lookup by Machine ID, returning structured data including entity types, descriptions, and URLs.
    2
    172 npm
    13
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    This MCP server builds a local flakiness knowledge graph from Playwright test run history and enables AI agents to query flaky tests, failure patterns, trends, and correlated git commits, helping diagnose test reliability without manual analysis.
    63 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A TypeScript MCP server for managing persistent knowledge graphs with entities, directional relations, and time-based observations. It enables users to create, search, and track structured information with built-in concurrency control and JSON file storage.
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Provides a scalable knowledge graph implementation for Model Context Protocol using Elasticsearch, enabling AI models to store and query information with advanced search capabilities, memory-like behavior, and multi-zone architecture.
    20
    12 npm
    20
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes a federated, typed knowledge graph to AI clients, letting agents traverse nodes and relationships while scope-based access rights are checked on every hop and provenance is tracked for each fact. This keeps shared knowledge consistent across teams while keeping private and team-scoped content out of reach of unauthorized consumers.
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server for managing and activating persona templates and components by writing to .clinerules files, supporting version tracking and file-based storage.
    22
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables querying normalized real-world asset data through MCP tools, including listing assets, retrieving asset details, comparing yields against SOFR, and checking eligibility by jurisdiction.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes a running DeepSeek Harness as an MCP endpoint so any other agent or script can create workspaces and sessions, hand coding tasks to the DSH agent, read and write files, run shell commands, and invoke permitted harness tools under the same sandbox, transcript, and permission policy as the DSH UI.
    385 npm
    6
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to call tools through a security gateway that intercepts requests, enforces deterministic policy and risk checks, blocks or escalates high-risk actions for human approval, and keeps tool credentials and audit logs protected.
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Self-hosted personal knowledge graph for Claude that persists across sessions, devices, and tools. Built on Neo4j with local semantic embeddings; OAuth 2.1 lets Claude Code, Claude Desktop, and claude.ai web all hit the same graph.
    24
    132 npm
    2
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that guides AI assistants to navigate documentation using their built-in tools (grep, file reading) instead of traditional RAG.
    3
    21 npm
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables cross-session memory and recall for AI coding assistants through a git-synced knowledge base, hybrid semantic and TF-IDF search across tool transcripts, and automatic distillation of insights with secrets scrubbing.
    6
    178 npm
    19
    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
    34 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to navigate, search, and rank notes in an Obsidian vault using graph relationships, providing context-aware access to knowledge without exposing raw file contents.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Exposes configured language models as ordinary MCP tools, enabling a host agent to select a model, send explicit message lists, and receive normalized responses through provider-neutral OpenAI-compatible, Anthropic, and Gemini adapters.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A transport-agnostic MCP server that integrates multiple AI coding agents (Claude Code, Gemini, and Codex) with built-in tools for command execution, calculations, and streaming capabilities. Supports both STDIO and HTTP transports for flexible deployment.
    18 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to persist and retrieve user information across chats via a local knowledge graph with entities, relations, and observations, using a SQLite-backed MCP interface.
    11 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides a local long-term memory layer for AI coding tools like Cursor and Claude Code, enabling cross-session, cross-tool sharing of project facts, user preferences, decisions, and workflows.
    25 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that turns coding workflows into explicit execution graphs (DAG) with deterministic command execution, human-in-the-loop gates, and tamper-proof run history for Claude Code.
    3 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A persistent memory system using a local knowledge graph that enables Claude to remember information about users across chats, with advanced search, graph traversal, and filtering capabilities for entities, relations, and observations.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Graph-relational memory MCP server for persistent LLM memory, featuring wikilinks, BM25 auto-linking, spreading activation, and synaptic decay across five memory layers.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A production-oriented MCP server for coding agents that enables multi-project management through secure file operations, Git integration, and safe command execution. It supports project discovery across multiple root directories and provides robust audit logging with both STDIO and HTTP transport options.
    8 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.
    1
    MIT