MCP Servers

Bhived

★ 34

Shared memory MCP for AI agents. one agent solves it, every other agent learns.

SelfMemory

★ 33

Let your memories live forever by passing your knowledge to the next generation with SelfMemory.

ai-memory

★ 33

Persistent memory for any AI assistant. Zero token cost until recall. Stores memories in local SQLite, ranks by 6-factor scoring, returns results 79% smaller than JSON. Works with Claude, ChatGPT, Grok, Cursor, Windsurf, and any MCP client.

Robust Long‑Term Memory

★ 31

A persistent, human‑like memory system for AI companions

Scrivener MCP

★ 30

Connect Scrivener 3 writing projects to Claude, ChatGPT, and other AI assistants. 60+ tools for manuscript management, writing analysis, semantic search, character/plot memory, and content enhancement.

Agentic Tools MCP Companion

★ 29

A VS Code extension with a GUI for the agentic-tools-mcp server, enhancing task and memory management.

Memlord

★ 27

Self-hosted MCP memory server for personal use and teams

nexo-brain

★ 27

Cognitive co-operator for Claude Code — Atkinson-Shiffrin memory, semantic RAG, trust scoring, and metacognitive error prevention.

MemGPT MCP Server

★ 27

A server that provides a memory system for LLMs, enabling persistent conversations with various providers like OpenAI, Anthropic, and OpenRouter.

RobotMem

★ 26

Persistent memory system for robots. Store, recall and learn from sensor data, motor commands, and experiences across sessions. Fully offline, SQLite + ONNX.

engram-rs-mcp

★ 26

MCP server for engram — persistent, brain-like memory for AI agents.

Chroma MCP Server

★ 26

An MCP server for the Chroma embedding database, providing persistent, searchable working memory for AI-assisted development with features like automated context recall and codebase indexing.

memory-mcp-1file

★ 25

🏠 🍎 🪟 🐧 - A self-contained Memory server with single-binary architecture (embedded DB & models, no dependencies). Provides persistent semantic and graph-based memory for AI agents.

KuzuMem-MCP

★ 25

A distributed memory bank MCP tool that stores memories in a KùzuDB graph database, with repository and branch filtering capabilities.

Agents Remember

★ 25

`Agents Remember` is a Drift-aware repository memory for coding agents in complex codebases. Captures what code can't say on its own! Retrieves memory by path, semantic search, and relationship (code-graph).

Neo4j Knowledge Graph Memory

★ 24

A knowledge graph memory server using the Neo4j graph database to store and retrieve information from AI interactions.

MCP Memory Gateway (rlhf-feedback-loop)

★ 24

Local-first RLHF feedback loop for AI agents — capture preference signals, promote memories, block repeated mistakes, export DPO/KTO training pairs

Smart Photo Journal MCP Server

★ 24

Create a memory journal from your local photos in the macOS Photos library.

Qdrant Memory

★ 24

A knowledge graph implementation with semantic search powered by the Qdrant vector database.

MCP Memory libSQL

★ 24

A persistent memory system for MCP using libSQL, providing vector search and efficient knowledge storage.

SpecLock

★ 23

AI constraint engine — persistent memory + active enforcement. Stops AI from breaking locked code. Semantic conflict detection, file-level guards, session continuity. 19 MCP tools.

AndroJack MCP

★ 22

An MCP server that equips your AI coding assistant with live, verified Android knowledge — so it builds from official sources, not from memory.

YantrikDB

★ 22

Cognitive memory for AI agents - persistent semantic memory with knowledge graph and adaptive recall

Membase MCP

★ 22

A decentralized memory layer for AI agents providing secure, persistent storage for conversation history and knowledge.

Memento

★ 21

A local-first, LLM-agnostic memory layer for AI assistants

Memory Pickle MCP

★ 21

A project management and session memory tool for AI agents to track projects, tasks, and context during chat sessions.

Mori

★ 20

Shared memory layer for AI coding agents with dream pipeline distillation, session grounding, and multi-instance coherence.

NeoCoder

★ 20

Enables AI assistants to use a Neo4j knowledge graph for standardized coding workflows, acting as a dynamic instruction manual and project memory.

Cortex

★ 20

Ontology driven knowledge system with formal OWL-RL reasoning, SPARQL graph + SQLite dual store, and self-improving memory tiers. 22 MCP tools for capture, search, reasoning, graph operations, and diagnostics. Local-first.

SAME (Stateless Agent Memory Engine

★ 19

Your AI's memory shouldn't live on someone else's server — 12 MCP tools that give it persistent context from your local markdown, no cloud, no API keys, single binary.