Memory and context MCP servers

4,028 servers

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

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memmd-mcp io.github.matamong/memmd-mcp

MCP stdio server that manages local memory.md with dedupe/merge/cleanup.

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Memory and context PyPI Local MIT
memnest-mcp io.github.arunkumars-mf/memnest-mcp

Persistent graph memory MCP server for AI agents using LadybugDB

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Memory and context PyPI Local MIT
memorious-mcp io.github.cedricvidal/memorious-mcp

Persistent semantic key-value memory MCP server with ChromaDB backend

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Memory and context PyPI Local MIT
memory-bank-mcp io.github.banhmysuawx/memory-bank-mcp-python

A FastMCP-based service for storing and retrieving project files in a SQLite database

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Memory and context PyPI Local MIT
memory-forge-mcp io.github.fxckingangel/memory-forge

Local-first MCP memory backend for AI clients.

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Memory and context PyPI Local MIT
memory-lab-mcp io.github.haru3613/memory-lab

Local-first Agent Knowledge curation and evidence index

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Memory and context PyPI Local MIT
memory-mcp io.github.memodb-io/memory-mcp

A python implementation of AI memory in MCP

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Memory and context PyPI Local MIT
memorymesh-mcp io.github.kilhubprojects/memory-mesh-changelog.md

Local MCP hub for personal data — private, cross-platform, agent-ready.

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Memory and context PyPI Local MIT
memory-quality-mcp io.github.ladyiceberg/memory-quality-mcp

A Claude Code MCP plugin that audits and cleans up your AI memory store

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Memory and context PyPI Local MIT
memory-scanner-mcp io.github.miloira/memoryscaner

基于 pymem 的内存扫描与修改 MCP 服务器，支持进程内存读写、扫描、模式搜索等功能

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Memory and context PyPI Local MIT
memory-shell-mcp io.github.ruoji6/memory-shell-mcp

Java内存马检测和清理工具的MCP服务器 - Memory Shell Detector MCP Server

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Memory and context PyPI Local MIT
memscope-mcp io.github.boti-ormandi/memscope-mcp-docs

AI-native memory research MCP server for reverse engineering

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Docs and knowledge bases PyPI Local MIT
memxp-mcp io.github.deepak-bhardwaj-ps/memex-mcp

A portable markdown memory MCP server for any agent. Store durable, searchable memories as git-friendly markdown files.

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Memory and context PyPI Local MIT
mindsync-mcp io.github.adityarya24/mindsync-mcp-changelog.md

MindSync MCP server — local-first multi-agent memory sync and focus conflict detection

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Memory and context PyPI Local MIT
mnimi-mcp io.github.iasonaskokkalos/mnimi

A stdio MCP server over mnimi: remember, recall, context, export, consolidate; one SQLite file, no server process beyond this one.

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Memory and context PyPI Local APACHE-2.0
mode-manager-mcp io.github.niclasolofsson/mode-manager-mcp-gw4pft

Mode Manager MCP: Server for managing VS Code .instructions.md files (GitHub Copilot persistent memory)

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Memory and context PyPI Local MIT
muninn-mcp io.github.ilwonyoon/muninn

Cross-tool project memory for solo builders. Odin's raven remembers.

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Memory and context PyPI Local MIT
myelin-mcp io.github.et-do/myelin

Neuromorphic long-term AI memory system — brain-inspired context for AI agents

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Memory and context PyPI Local MIT
neural-memory-mcp io.github.yakoub-ai/neural-memory

A neural knowledge graph for codebases — three-layer code/bugs/tasks understanding for Claude Code

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Memory and context PyPI Local MIT
nexus-mcp-ci io.github.jaggernaut007/nexus-mcp-usage_guide.md

Unified MCP server with hybrid search, code graph analysis, and semantic memory

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DevOps and infrastructure PyPI Local POLYFORM-NONCOMMERCIAL-1.0.0
nhtsa-mcp-connector io.github.sathiskumarjothi0-oss/nhtsa-mcp-connector

MCP server providing 5 tools for querying U.S. vehicle data from NHTSA APIs (VIN decode, recalls, complaints, safety ratings)

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Memory and context PyPI Local MIT
ogham-mcp io.github.ogham-mcp/ogham-mcp-changelog.md

Shared memory MCP server — persistent, searchable, cross-client

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Memory and context PyPI Local MIT
opencode-mcp-memory io.github.opencode/mcp-memory

Production-ready MCP memory server with semantic search, project conventions learning, and comprehensive memory management for OpenCode

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Memory and context PyPI Local MIT
orenyl-mcp-server io.github.edison-zhou-nc/orenyl-changelog.md

Production-minded governed memory MCP server for AI agents with deterministic deletion and auditable lineage

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Memory and context PyPI Local APACHE-2.0
orgraph-mcp io.github.tss-pranavkumar/orgraph

Codebase knowledge graph MCP server — call chains, topology, and hybrid search for coding agents

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Coding agent tools PyPI Local MIT
papr-memory-mcp io.github.papr-ai/papr_mcpserver-python-mcp

Papr Memory API integration for MCP (Model Context Protocol) servers

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Memory and context PyPI Local APACHE-2.0
personal-memory-mcp io.github.onyxyno/personal-memory-mcp

Serveur MCP local — mémoire personnelle extraite depuis les historiques IA

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Memory and context PyPI Local MIT
plain-text-memory-mcp io.github.plaintxtoffice/plain-text-memory-mcp

Knowledge-graph memory MCP server that tags entries with date and agent

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Memory and context PyPI Local MIT
powermem-mcp io.github.oceanbase/powermem

PowerMem MCP Server - Model Context Protocol server for PowerMem memory management

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Memory and context PyPI Local APACHE-2.0
projectmind-mcp io.github.mykolariabokon/project-mind-mcp-changelog.md

Give your AI coding assistant a brain: persistent memory, hybrid code search, AI-authored annotations, and an AST symbol graph — 100% local MCP server, no API keys.

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Memory and context PyPI Local MIT
q-mem-mcp-server io.github.jikjeong/q-mem-mcp-server-readme.md

Conversation memory and workspace management MCP server for Amazon Q CLI with SQLite + FTS5 storage and real-time sync

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Databases PyPI Local MIT
rbt-mcp-server io.github.yourusername/knowledgesmith

MCP Server for Graphiti memory and document chunking with intelligent Markdown processing.

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Office documents and spreadsheets PyPI Local MIT
recall-mcp io.github.dhari-q/recall-mcp

Shared persistent memory for Claude Code, Gemini CLI, Cursor, and any MCP-aware AI client. Local-first, brain-swappable.

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Memory and context PyPI Local MIT
recollect-mcp io.github.bartolli/recollect-memory-mcp

MCP server for Recollect

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Memory and context PyPI Local MIT
recursor-mcp-server io.github.recursor/middleware

Recursor MCP (Model Context Protocol) Server - Connect AI assistants (Claude Desktop, Cursor) to your Recursor project's memory

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Memory and context PyPI Local MIT
robokop-mcp io.github.cbizon/robomcp-bxdt8c

MCP server for ROBOKOP Knowledge Graph - query biomedical knowledge graph for nodes, edges, and relationships

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Memory and context PyPI Local MIT
rtm-mcp io.github.ljadach/rtm-mcp

Remember The Milk MCP Server - Full API coverage for Claude

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Memory and context PyPI Local MIT
sapience-mcp io.github.allenc84/sapience

Human-like memory and a judgment ledger for AI — an MCP server for Claude Code.

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Memory and context PyPI Local MIT
second-brain-mcp io.github.noesskeetit/second-brain-mcp

MCP server that turns an Obsidian vault into semantic memory for any coding agent

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Docs and knowledge bases PyPI Local MIT
sekha-mcp io.github.sekha-ai/sekha-mcp-changelog.md

Model Context Protocol server for Project Sekha - Persistent AI Memory Controller (v2.0 multi-provider compatible)

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Memory and context PyPI Local AGPL-3.0-OR-LATER
sensei-mcp io.github.amarodeabreu/sensei-mcp

Multi-persona engineering mentor with 64 specialized AI personas orchestrating collaborative guidance, session memory, and git-aware context

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Memory and context PyPI Local APACHE-2.0
skill-graph-mcp io.github.kingjulio8238/skill_graph

Knowledge graph + vector search for AI agent skill discovery

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Memory and context PyPI Local MIT
smos-mcp io.github.witchd0ct0r/semantic_memory_operating_system_smos

Semantic Memory Operating System — persistent memory MCP server for Claude Code

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Memory and context PyPI Local MIT
smriti-kaal-mcp io.github.remanenetspy/smriti

Model Context Protocol server for Smriti — Temporal AI Memory for Claude, Cursor, VS Code, and Windsurf

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Developer tools PyPI Local MIT
smriti-mcp io.github.deepak-bhardwaj-ps/smriti-mcp

A portable markdown memory MCP server for any agent. Store durable, searchable memories as git-friendly markdown files.

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Memory and context PyPI Local MIT
soulprint-mcp io.github.coolgeekme/soulprint-mcp

MCP server for SoulPrint Engine — your identity and memories in every AI agent

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Memory and context PyPI Local MIT
spatial-memory-mcp io.github.arman-tech/spatial-memory-mcp-changelog.md

Spatial bidirectional persistent memory MCP server for LLMs - vector-based semantic memory as a navigable landscape

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Memory and context PyPI Local MIT
srs-mcp io.github.klutometis/srs-mcp

Agent-agnostic MCP server for spaced-repetition learning (FSRS). Add cards, review what's due, grade recall — no Anki GUI required.

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Education PyPI Local MIT