Memory and context MCP servers

4,038 servers

Give your client long-term memory: notes, knowledge graphs and vector stores.

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Start from the first servers

  1. scopekeep io.github.zaynibaloch/persyst-061ep5

    Governed, project-scoped memory and context for AI coding teams

    Version check not run yet

    Communication and chat npm Local 3 a week MIT

  2. vanguard-memory-node io.github.ezumba/vanguard-memory-node-n6v45d

    Local deterministic memory for AI agents via MCP. Deterministic xLMP lexical retrieval, stdio transport, Claude Desktop compatible.

    Version check not run yet

    Memory and context npm Local 3 a week MIT

  3. @memel06/mnemonio io.github.memel06/mnemonio

    Persistent structured memory layer for LLM agents

    Version check not run yet

    Memory and context npm Local 7 a week MIT

  4. rally-project-brain-mcp io.github.neeldevsen/rally_backend-mcp-server

    MCP server exposing Rally Project Brain to any MCP-compatible agent (Claude Code, Cursor, Copilot agent mode, Windsurf, ...)

    Version check not run yet

    Memory and context npm Local 38 a week

  5. agentvault-memory io.github.hiroshic9-png/agentvault-saxm5x

    Local-first persistent memory for AI agents — simple notes, full-text search, zero setup. MCP server.

    Version check not run yet

    Memory and context npm Local 3 a week MIT

  6. specmem-hardwicksoftware io.github.jonhardwick-spec/specmem-veagft

    Your Claude Code sessions don't have to start from scratch anymore — SpecMem gives your AI real memory. It won't forget your conversations, your code, or your architecture decisions between sessions.

    Version check not run yet

    Memory and context npm Local 11 a week SEE-LICENSE.MD

  7. contextvault-mcp io.github.ahmadzein/contextvault

    ContextVault MCP Server - External context management for any AI coding assistant. Works with Claude Code, Cursor, Windsurf, OpenCode, Cline, Continue, and more.

    Version check not run yet

    Coding agent tools npm Local 13 a week MIT

  8. Sutra io.github.4rgon4ut/sutra

    Context Engineering Engine. Provides cognitive tools, memory structures, and agent patterns.

    Version check not run yet

    Religion and spirituality Official MCP Registry · PyPI Local

  9. @graphmemory/server io.github.graph-memory/graphmemory

    MCP server for semantic graph memory from markdown files

    Version check not run yet

    Files and storage npm Local 7 a week ELASTIC-2.0

  10. @tonykk/management-brain-mcp io.github.tonypk/ai-management-brain-mcp-server

    MCP server for AI Management Brain — 44 tools for team management, consulting engine, world model, C-Suite board, execution intelligence, and bidirectional sync

    Version check not run yet

    Memory and context npm Local 4 a week MIT

  11. mcp-server-qlever io.github.xorwell/mcp-server-qlever

    Model Context Protocol (MCP) server for QLever SPARQL engine — query knowledge graphs from Claude Code and other MCP clients

    Version check not run yet

    Memory and context npm Local 6 a week MIT

  12. @felkot/think-mcp io.github.felkot/think-mcp

    MCP Server for structured sequential thinking with Burst Thinking, Logic Methodology Generator, branching, revisions, dead-ends tracking, and fuzzy recall

    Version check not run yet

    Memory and context npm Local 5 a week MIT

  13. @geshtu/mcp io.github.crowditory/geshtu-mcp

    MCP server for Geshtu — self-hosted shared memory for teams using LLMs. Exposes 6 tools (search, decisions, digest, log_decision, log_fact, close_session) that proxy to a self-hosted memory-api.

    Version check not run yet

    Communication and chat npm Local 3 a week AGPL-3.0-ONLY

  14. @natiwo/spectrum-memory io.github.natiwo/spectrum-spectrum-memory

    Persistent semantic memory for AI agents. Local-first, SQLite, embeddings, MCP-ready.

    Version check not run yet

    Memory and context npm Local 2 a week MIT

  15. collective-memory-mcp io.github.your-username/collective-memory-mcp

    A smart, three-tier memory system for AI agents with context-efficient search and auto-classification (MCP Server)

    Version check not run yet

    Memory and context npm Local 36 a week MIT

  16. @kronvex/mcp io.github.daftgoldens/kronvex-mcp

    Kronvex MCP server — persistent memory tools for AI agents

    Version check not run yet

    Memory and context npm Local 5 a week MIT

  17. mcpmem io.github.your-username/mcpmem

    MCP tool for storing and searching memories with semantic search capabilities

    Version check not run yet

    Memory and context npm Local 31 a week MIT

  18. ohwow io.github.ohwow-fun/ohwow

    Local-first AI business operating system. Put your business ops on autopilot with AI agents that learn, remember, and coordinate.

    Version check not run yet

    Memory and context npm Local 3 a week MIT

  19. qmemory io.github.qusaiisaleem/qmemory

    Graph memory for AI agents — context engine for OpenClaw + MCP server for Claude Code/Claude.ai

    Version check not run yet

    Memory and context npm Local 8 a week MIT

  20. simple-memory-mcp io.github.chrisribe/simple-memory-mcp

    Simple memory MCP server for storing and retrieving memories with tags

    Version check not run yet

    Memory and context npm Local 16 a week MIT

  21. @timmeck/marketing-brain io.github.timmeck/brain-ecosystem-marketing-brain

    Self-learning marketing intelligence system with Hebbian synapse network

    Version check not run yet

    Marketing and SEO npm Local 9 a week MIT

  22. dude-claude-plugin io.github.fingerskier/dude-claude-plugin

    Ultra-minimal RAG and cross-project memory for Claude CLI

    Version check not run yet

    Memory and context npm Local 15 a week MIT

  23. @aalokjha/mem-aj io.github.aalokjha-gits/memory-mcp

    Persistent memory for AI agents with semantic search and auto-categorization

    Version check not run yet

    Memory and context npm Local 5 a week MIT

  24. @iflow-mcp/louis49-melchizedek io.github.louis49/melchizedek-r37d2n

    Persistent memory for Claude Code with hybrid search (BM25 + vectors + reranker) — MCP plugin

    Version check not run yet

    Search and retrieval (RAG) npm Local 4 a week MIT

  25. @nova-mcp/mcp-nova io.github.jagdeepsinghdev/nova-memory

    Zero-config AI project memory with live file watching and MCP integration

    Version check not run yet

    Memory and context npm Local 35 a week MIT

  26. Git Brain io.github.arielliv/git-brain

    git-brain is the JetBrains-grade Git UI for VS Code and Cursor - featuring quiet high-density line blame, 3-way merge conflict surgery, and parallel worktrees - backed by a local MCP server that gives

    Not checked yet

    Coding agent tools Open VSX MIT

  27. @first-to-fly/orchestrator-mcp io.github.first-to-fly/firsttofly-orchestrator-mcp-server

    MCP server for FirstToFly Orchestrator - persistent memory for Claude Code

    Version check not run yet

    Model and agent tools npm Local 7 a week MIT

  28. atlas-mcp-memory io.github.mohye24k/atlas-q12swv

    Persistent memory for AI agents. Claude, Cursor, and Windsurf finally remember who you are, what you're working on, and what matters across every session. Part of Atlas — infrastructure for AI agents.

    Version check not run yet

    Memory and context npm Local 4 a week MIT

  29. @harperfast/cortex-mcp-server io.github.harperfast/cortex-cortex-mcp-server

    Remote MCP server that exposes Harper Cortex memory as tools to Claude, Cursor, Windsurf, and any MCP-compatible client

    Version check not run yet

    Memory and context npm Local 6 a week MIT

  30. Nexo io.github.wazionapps/nexo

    Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ tools.

    Version check not run yet

    Memory and context Official MCP Registry Local

  31. mcp-smart-memory io.github.christian140903-sudo/smart-memory-mcp

    Persistent memory with semantic search for AI agents. Works with Claude Code, Cursor, Windsurf, and any MCP client.

    Version check not run yet

    Memory and context npm Local 4 a week MIT

  32. symforge io.github.special-place-ai-heaven/symforge

    SymForge — in-memory code intelligence MCP server for Claude Code, Codex, and Gemini CLI

    Version check not run yet

    Developer tools crates.io Local

  33. @ilam/agento-mcp io.github.ilampirai/agento

    AgentO MCP Server - Hard enforcement for code quality and memory management in Claude Code

    Version check not run yet

    Developer tools npm Local 6 a week MIT

  34. @pnientiedt/project-memory-mcp io.github.pnientiedt/project-memory-mcp

    Persistent AI knowledge base for Claude via Model Context Protocol — fully offline, no cloud API key required

    Version check not run yet

    Memory and context npm Local 9 a week MIT

  35. @proplandev/mcp io.github.king-proplan/project-planner-mcp-server-pfrs1r

    MCP server for Claude Code — persistent project memory, session continuity, and structural repo analysis

    Version check not run yet

    Git and code hosting npm Local 4 a week MIT

  36. atlasmemory io.github.bpolat0/atlasmemory-wq5258

    Proof-backed, drift-resistant AI memory for your codebase

    Version check not run yet

    Developer tools npm Local 5 a week GPL-3.0

  37. chen-memory-mcp io.github.alexchenai/chen-memory-mcp

    MCP server for chen-memory — persistent memory-as-a-service for AI agents. Store, search, list text memories with tags. 5 memories free, no email/browser signup. Upgrade with USDC on BSC.

    Version check not run yet

    Memory and context npm Local 3 a week MIT

  38. Memdocs io.github.silversurfer562/memdocs

    Git-native project memory for AI assistants with enterprise-grade audit compliance

    Version check not run yet

    Git and code hosting Official MCP Registry Local

  39. @purplegumdropz/specter io.github.forbiddenlink/specter

    Give your codebase a voice. A Copilot CLI plugin that builds a knowledge graph and lets you talk to your code.

    Version check not run yet

    Developer tools npm Local 15 a week MIT

  40. @any-ai/memany io.github.any-cli/any-memany

    memany, a standalone stdio MCP server for personal and shared team memory, usable from any coding agent

    Version check not run yet

    Memory and context npm Local 2 a week MIT

  41. @barbozaa/memory-token io.github.barbozaa/memory-token

    MCP server + Cursor hooks for governed workspace memory: token-budget context packs, propose/confirm flow, typed link graph, and local RAG with embeddings.

    Version check not run yet

    Search and retrieval (RAG) npm Local 2 a week MIT

  42. @freshair129/gks io.github.freshair129/gksv3

    Genesis Knowledge System — a memory fabric for agentic AI built on the EVA Tri-Brain architecture. Four memory layers, bi-temporal versioning, multi-tenancy, OpenTelemetry, MCP server, and a CLI.

    Version check not run yet

    Memory and context npm Local 2 a week MIT

  43. @gauravsharmacode/pi-memory io.github.gauravsharmacode/pi-memory

    Personal memory and work-journal system for AI agents. Agent-agnostic. CLI + MCP transports. Local embeddings via Ollama.

    Version check not run yet

    Memory and context npm Local 2 a week MIT

  44. @gorajing/zuun io.github.gorajing/zuun

    Persistent memory for AI-assisted work — local-first markdown + SQLite, hybrid search, Claude Code plugin.

    Version check not run yet

    Memory and context npm Local 2 a week MIT

  45. @hiveai/cli io.github.doucs91/haive-cli

    hAIve CLI - repo-native memory and context policy for coding-agent harnesses

    Version check not run yet

    Git and code hosting npm Local 2 a week APACHE-2.0

  46. @kkaminsk/bhgbrain io.github.big-hat-group-inc/bhgbrain

    Persistent, vector-backed memory for MCP clients

    Version check not run yet

    Memory and context npm Local 2 a week MIT

  47. @kolimar/leina io.github.kolimar/leina

    Linked Engineering Intelligence Network for Agents — queryable code knowledge graph + drift-checked project memory for AI assistants

    Version check not run yet

    Memory and context npm Local 2 a week MIT

  48. @malindar/whyline io.github.malinda1986/whyline

    Local-first MCP memory for AI coding sessions. Git remembers what changed; Whyline remembers why.

    Version check not run yet

    Memory and context npm Local 2 a week MIT