Memory and context MCP servers

4,040 servers

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

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1. XA xanima io.github.enlightened-republic/xanima 1.4 · 27/100

   Xanima: a portable agent continuity layer. An MCP server that remembers across sessions, tracks what it believes and how sure it is, forgets what stops mattering, and consolidates the rest. Works with

   Version check not run yet

   Memory and context npm Local MIT

2. CM ctxvault-mcp io.github.ajibadedapo/ctxvault 1.4 · 27/100

   MCP Server for CtxVault — Give Claude, Codex & Cursor persistent memory

   Version check not run yet

   Memory and context npm Local 4 a week MIT

3. CR claudecode-rlm io.github.tekcin/claudecode-rlm 1.4 · 27/100

   MCP server for Claude Code - Knowledge graph-based context storage with 74x faster reads

   Version check not run yet

   Files and storage npm Local 6 a week MIT

4. DM derive-mcp io.github.airgen-studio/derive-mcp-sasqr0 1.4 · 27/100

   Derive — MCP server and CLI for autonomous systems engineering. 27 tools: project overview, requirements CRUD, trace links, quality gates, ISO 15289 reports, SysML v2 export, hazard registers, knowled

   Version check not run yet

   Communication and chat npm Local 1 a week MIT

5. @M @kaspnilsson/mcp-memory-supabase io.github.kaspnilsson/mcp-memory-supabase 1.4 · 27/100

   MCP Knowledge Graph Memory Server with Supabase + pgvector for semantic search

   Version check not run yet

   Memory and context npm Local 3 a week MIT

6. @M @tatine13/mcp-manager io.github.tatine13/mailing-manager-mcp 1.4 · 27/100

   Universal MCP Server for Multi-Account Email Management with Personas, Tasks, and FTS5 Local Memory

   Version check not run yet

   Project management npm Local 4 a week MIT

7. MT memorizedmcp-ts io.github.charl/memorizedmcp-ts 1.4 · 27/100

   A Bun-powered MCP server that provides hybrid memory, document intelligence, and knowledge-graph tooling.

   Version check not run yet

   Memory and context npm Local 16 a week MIT

8. SG skill-graph io.github.feelfetch/skill-graph 1.4 · 27/100

   Graph-aware second brain MCP server for AI agents. Works with any markdown folder, with Obsidian as optional enhancement.

   Version check not run yet

   Docs and knowledge bases npm Local 2 a week MIT

9. HD ham-dev io.github.anthropics/ham 1.3 · 27/100

   HAM — Hierarchical Agent Memory. Reduce AI agent token spend with scoped context files.

   Version check not run yet

   Memory and context npm Local 1 a week MIT

10. @E @sukep/engram io.github.kuruusuniku/engram 1.3 · 27/100

    MCP server for persistent memory - stores, searches, and associates conversation logs using hybrid search (FTS5 + vector) with A-MEM style note structuring

    Version check not run yet

    Memory and context npm Local 1 a week MIT

11. DM derek-memory-mcp io.github.dereknguyen269/derek-memory-mcp 1.3 · 27/100

    D.E.R.E.K Memory MCP Server - Share AI specs via Model Context Protocol

    Version check not run yet

    Memory and context npm Local 7 a week MIT

12. @M @indokq/memory-mcp io.github.indokq/memory-mcp 1.3 · 27/100

    MCP server for semantic memory and codebase search with LanceDB and Voyage AI embeddings

    Version check not run yet

    Search and retrieval (RAG) npm Local 6 a week MIT

13. UM universal-memory-mcp io.github.slicenferqin/universal-memory-mcp-mcp-server 1.3 · 27/100

    Super personal assistant for any AI CLI - Universal, cross-project, 100% local | 超级个人助理 - 通用、跨项目、100%本地

    Version check not run yet

    Memory and context npm Local 2 a week MIT

14. @R @aeriondyseti/resonance-airp io.github.aeriondyseti/resonance 1.3 · 27/100

    AIRP Memory Server - MCP tools for AI-assisted solo roleplaying

    Version check not run yet

    Memory and context npm Local 7 a week MIT

15. @S @forgeframe/server io.github.notaprompt/forgeframe-server 1.3 · 27/100

    MCP memory server for ForgeFrame — persistent semantic memory for any MCP client

    Version check not run yet

    Memory and context npm Local 2 a week MIT

16. GM gai-mcp-pdf2png io.github.kakkoii1337/gai-mcp-pdf2png 1.3 · 27/100

    MCP Server for converting PDF to PNG images page-by-page (memory efficient for large PDFs)

    Version check not run yet

    Office documents and spreadsheets npm Local 3 a week MIT

17. @A @calabamatex/agentsentry io.github.calabamatex/agentsentry 1.3 · 27/100

    AgentSentry v4.1.0-beta — Memory-Aware Agent Management

    Version check not run yet

    Memory and context npm Local 1 a week MIT

18. @M @iflow-mcp/markdownlm-mcp io.github.markdownlm/mcp 1.3 · 27/100

    MCP server for MarkdownLM — AI Agent Memory & Validation Layer

    Version check not run yet

    Memory and context npm Local 2 a week MIT

19. @C @ainative/cody-cli com.npmjs.ainative/cody-cli 1.3 · 27/100

    AI-powered terminal coding assistant with 21+ coding models, persistent agent memory, MCP servers, and semantic code search. Hobbyist tier starting at $5/mo.

    Not run: installs from the network

    Memory and context npm Local 418 a week SEE-LICENSE-IN

20. @G @miniaxolotl/grove io.github.miniaxolotl/grove 1.3 · 27/100

    Grove authenticated API client, setup CLI and four-tool memory MCP bridge

    Version check not run yet

    Developer tools npm Local 8 a week

21. PG project-guide-agent io.github.anthropics/project-guide-agent 1.3 · 27/100

    Context-aware, memory-driven developer assistant with Jira + Git integration, smart ticket guidance, persistent preferences, and intelligent workflow automation

    Version check not run yet

    Project management npm Local 1 a week ISC

22. @M @berwickgeek/mcp-memory-mongo io.github.berwickgeek/mcp-servers 1.3 · 27/100

    MCP server for enabling memory for Claude through a knowledge graph with MongoDB API persistence

    Version check not run yet

    Memory and context npm Local MIT

23. @F @squidcode/forever-plugin io.github.squidcode/forever-plugin 1.3 · 27/100

    MCP plugin for Forever - Claude Memory System

    Version check not run yet

    Memory and context npm Local 3 a week MIT

24. SM server-memory-enhanced io.github.andriyshevchenko/atomic-memory-mcp 1.3 · 27/100

    Persistent memory for long conversations - MCP server for knowledge graph with atomic facts, cross-chat memory sharing, and multi-agent delegation

    Version check not run yet

    Memory and context npm Local 4 a week MIT

25. @S @matthesketh/second-brain-mcp io.github.wrxck/matts-second-brain-mcp-server 1.3 · 27/100

    MCP server for matts-second-brain — exposes brain_recall / brain_remember / brain_scan_transcripts / brain_setup_check / brain_install on top of a Trilium Notes ETAPI backend.

    Version check not run yet

    Docs and knowledge bases npm Local MIT

26. VM veriova-mcp io.github.ajibadedapo/veriova 1.3 · 27/100

    MCP Server for veriova-Give Claude, Codex & Cursor persistent memory

    Version check not run yet

    Memory and context npm Local 2 a week MIT

27. @M @headvroom/mcp io.github.chrisberno/headvroom-mcp-server 1.3 · 27/100

    MCP server for Headvroom knowledge graphs - enables Claude and other AI tools to access your knowledge graphs

    Version check not run yet

    Memory and context npm Local 7 a week MIT

28. @M @iflow-mcp/supercorp-ai-memory-mcp io.github.supercorp-ai/memory-mcp 1.3 · 27/100

    Version check not run yet

    Memory and context npm Local ISC

29. @C @akashkobal/contextmemory io.github.akashkobal/contextmemory 1.3 · 27/100

    Persistent AI coding context memory for developers and teams. Tracks architecture decisions and restores context across AI coding sessions.

    Version check not run yet

    Communication and chat npm Local 3 a week MIT

30. @M @lakehouse/memory-mcp io.github.lakehouse-42/memory-mcp 1.3 · 27/100

    Persistent memory for AI assistants via MCP. Works with Claude Code, Cursor, Windsurf, and any MCP-compatible client.

    Version check not run yet

    Memory and context npm Local 4 a week MIT

31. FP fastino-personalization-mcp-server io.github.fastino-ai/personalization-mcp-server 1.3 · 27/100

    MCP server for Fastino Personalization API - Connect Claude to user memory and context management

    Version check not run yet

    Memory and context npm Local 13 a week ISC

32. MM mcpscraper-memory com.npmjs/mcpscraper-memory 1.3 · 27/100

    Authenticated compatibility bridge to the hosted MCP Scraper catalog

    Crashes on start

    Memory and context npm Local 388 a week MIT

33. ME memforge io.github.memforgeai/memforge 1.3 · 27/100

    The open-source memory layer for AI agents — MCP server backed by PostgreSQL + pgvector + Apache AGE

    Version check not run yet

    Memory and context npm Local 2 a week BUSL-1.1

34. OM orchestr8-mcp io.github.mrzadexinho/orchestr8 1.3 · 27/100

    Agent coordination for Claude Code — shared memory, smart routing, and learning.

    Version check not run yet

    Memory and context npm Local 2 a week MIT

35. @M @contextable/mcp io.github.contextable-me/mcp 1.3 · 27/100

    MCP server for AI-native project context management

    Version check not run yet

    Memory and context npm Local 4 a week APACHE-2.0

36. @S @engram-sdk/mcp io.github.aryza0x/engram-sdk 1.3 · 27/100

    Engram MCP server — expose Filecoin memory tools to any MCP client (Cursor, Claude Desktop)

    Version check not run yet

    Memory and context npm Local 1 a week MIT

37. @M @swarmv/mcp-server com.npmjs.swarmv/mcp-server 1.3 · 27/100

    Official MCP server for SwarmV - Plug and play global AI memory

    Crashes on start

    Memory and context npm Local 379 a week MIT

38. @D @terronex-dev/aifbin-recall io.github.terronex-dev/aifbin-recall 1.3 · 27/100

    Local-first memory server for AI agents. Query AIF-BIN semantic memory files via HTTP/MCP.

    Version check not run yet

    Memory and context npm Local 4 a week MIT

39. @M @codai/memorai-mcp io.github.codai-ecosystem/codai-project 1.3 · 27/100

    MemorAI Advanced MCP Server - CBD-Based High-Performance Vector Memory System with HTTP/SSE Support

    Version check not run yet

    Memory and context npm Local 30 a week MIT

40. @J @igniter-js/agents io.github.felipebarcelospro/igniter-js-agent 1.3 · 27/100

    Type-safe AI agent framework for Igniter.js with MCP integration, custom toolsets, and memory system

    Version check not run yet

    Memory and context npm Local 6 a week MIT

41. MR mcp-ripple-thinker io.github.miadisabelle/coaia-gemini-mcp-tool-yztqsk 1.3 · 27/100

    Structural Thinking Engine: MCP server integrating Gemini CLI with authentic creative processes, structural observation protocols, and persistent memory charts based on Robert Fritz's methodology

    Version check not run yet

    Model and agent tools npm Local 25 a week MIT

42. NM nyx-memory io.github.maxpmick/nyx-mcp 1.3 · 27/100

    Structured pentest engagement memory for the Nyx autonomous agent

    Version check not run yet

    Memory and context npm Local 3 a week MIT

43. SB sovereign-brain io.github.blankexcalibur/sovereign-brain 1.3 · 27/100

    Shared memory layer for AI coding agents. One brain, every tool. MCP-native.

    Version check not run yet

    Memory and context npm Local 1 a week MIT

44. @M @zhadyz/mnemosyne-mcp io.github.zhadyz/mnemosyne-mcp 1.3 · 27/100

    Mnemosyne MCP: FREE Local Embeddings for Knowledge Graph Memory - No API Keys Required

    Version check not run yet

    Memory and context npm Local 14 a week MIT

45. @M @cchez/memory-mcp io.github.miuid/mcps-memory-mcp 1.3 · 27/100

    AI memory MCP server with Qdrant vector storage and Ollama/OpenAI embeddings

    Version check not run yet

    Search and retrieval (RAG) npm Local 7 a week

46. @A @monora-ai/mcp io.github.dreamshot-io/monora-mcp 1.3 · 27/100

    Official read-only MCP server for Monora, the self-hosted company brain. Lets an AI agent search and read only the folders your Monora access key authorizes, served over HTTPS from your own Monora ins

    Version check not run yet

    Files and storage npm Local 7 a week

47. CM clawmemory-mcp io.github.clawmemory/clawmemory-mcp 1.3 · 27/100

    ClawMemory MCP Server - AI memory management for Trae, Claude Desktop, Cursor, Windsurf

    Version check not run yet

    Memory and context npm Local 7 a week

48. KM kytip-mcp io.github.vedatonuryilmaz/dev_kytipmcp 1.3 · 27/100

    Turnkey MCP server for note ingestion, meeting retrieval, and kytip-pm-compatible project memory orchestration.

    Version check not run yet

    Docs and knowledge bases npm Local 7 a week