Memories with Lessons MCP Server by T1nker-1220

MCP Servers Chevron right icon

Memories with Lessons

Provider

T1nker-1220

Classification

community

Est. Downloads

This is our estimate of how many downloads occurred of this server across the MCP ecosystem (not specific to any single platform). We use a mix of publicly available data, social signals, and more to feed an algorithm that drives this estimation.

Released On

Feb 14, 2025

Popularity Ranking

Our estimate as to where this MCP server implementation ranks on the global leaderboard of usage.

#1,061 (#5,651 this week)

Enables persistent memory and error tracking for assistants using a local knowledge graph structure with transactional operations, file management, and caching.

GitHub Repo (51 stars)

Related Servers

Knowledge Graph Memory

Anthropic

Build and query persistent semantic networks for data management.

Classification

reference

Est Downloads (All Time)

1.3m

Release Date

Nov 19, 2024

Qdrant

Store and retrieve vector-based memories for AI systems.

Classification

official

Est Downloads (All Time)

138k

Release Date

Dec 2, 2024

MemoryMesh

CheMiguel23

Store and query structured data in local knowledge graphs.

Classification

community

Est Downloads (All Time)

48.1k

Release Date

Dec 6, 2024

Rememberizer

Skydeck AI

Leverage Rememberizer's document API for AI-powered semantic search and retrieval of enterprise knowledge.

Classification

community

Est Downloads (All Time)

7.6k

Release Date

Dec 10, 2024

Knowledge Graph Memory

Evangelos Stavropoulos

Provides a knowledge graph management system for storing, retrieving, and querying information to build and maintain...

Classification

community

Est Downloads (All Time)

41.8k

Release Date

Dec 14, 2024

Memory by File

g0t4

Lightweight, file-based memory storage for maintaining persistent context across conversations using simple text...

Classification

community

Est Downloads (All Time)

Release Date

Dec 12, 2024

Dev Memory

TrackerXXX23

Provides persistent cross-project memory storage and retrieval for maintaining development context and knowledge...

Classification

community

Est Downloads (All Time)

—

Release Date

Dec 20, 2024

Notes

9Ninety

Integrates note-taking capabilities with AI models using TypeScript and DynamoDB for persistent memory and context...

Classification

community

Est Downloads (All Time)

626

Release Date

Dec 23, 2024

Literature Memory

YU Zongmin

Integrates academic literature management with knowledge graphs to enable efficient source analysis, note-taking, and...

Classification

community

Est Downloads (All Time)

445

Release Date

Dec 27, 2024

Optimized Memory

Herman Wong

Integrates with SQLite to provide a persistent knowledge graph for efficient memory management and relationship...

Classification

community

Est Downloads (All Time)

Release Date

Jan 1, 2025

Klaudium (Memory)

Milos Bastaja

Manages knowledge graphs with dynamic compression and intelligent querying capabilities for efficient information...

Classification

community

Est Downloads (All Time)

—

Release Date

Jan 3, 2025

Charly Memory Cache

ibproduct

Caches data between language model queries to optimize token consumption and reduce costs in AI interactions.

Classification

community

Est Downloads (All Time)

Release Date

Jan 3, 2025

MemGPT

Vic563

Implements a multi-provider memory system for LLMs, enabling conversation history management and seamless model...

Classification

community

Est Downloads (All Time)

Release Date

Jan 4, 2025

Knowledge Graph

Shane Holloman

Enables persistent memory and structured knowledge management for enhanced personalization and context retention in...

Classification

community

Est Downloads (All Time)

111k

Release Date

Dec 26, 2024

ClaudeKeep (Notes)

Alasdair Brown

Integrates a personal knowledge management system for storing, retrieving, and organizing conversation notes locally.

Classification

community

Est Downloads (All Time)

1.8k

Release Date

Jan 8, 2025

Memory Manager

YU Zongmin

Manages and switches between memory paths for clients, enabling organized context management across multiple AI...

Classification

community

Est Downloads (All Time)

—

Release Date

Jan 12, 2025

LibSQL Memory

Scott Spence

Provides a LibSQL-based persistent memory database for storing and retrieving knowledge graph entities and relations...

Classification

community

Est Downloads (All Time)

6.4k

Release Date

Jan 15, 2025

Titan Cognitive Memory

Synthience

Efficient memory storage and retrieval, enabling persistent context management in long-running conversations and...

Classification

community

Est Downloads (All Time)

—

Release Date

Jan 21, 2025

Living Memory

XroSilence

Provides persistent memory management for storing and retrieving contextual information across conversations,...

Classification

community

Est Downloads (All Time)

—

Release Date

Feb 1, 2025

Titan Memory

Henry Hawke

Integrates neural network-based memory encoding for enhanced long-term information storage and contextually-aware...

Classification

community

Est Downloads (All Time)

11.9k

Release Date

Feb 6, 2025

Memory Cache

Tosin Akinosho

Implements an efficient in-memory caching layer, reducing token consumption and optimizing repeated data access...

Classification

community

Est Downloads (All Time)

296

Release Date

Feb 5, 2025

Memory Plugin (SQLite)

mekanixms

Provides SQLite-based persistent memory storage for maintaining context across conversations, enabling long-term...

Classification

community

Est Downloads (All Time)

741

Release Date

Feb 15, 2025

Memory Bank

Aliosh Pimenta

Transforms file-based memory banks into a centralized, remotely accessible service for multi-project management with...

Classification

community

Est Downloads (All Time)

122k

Release Date

Feb 16, 2025

Pluggable Knowledge Graph Memory

IzumiSy

Provides a pluggable knowledge graph memory server for flexible storage and retrieval within compatible systems,...

Classification

community

Est Downloads (All Time)

7.7k

Release Date

Feb 28, 2025

Memory Box

Amotivv

Integrates with Memory Box to provide persistent, context-aware interactions through semantic memory storage and...

Classification

community

Est Downloads (All Time)

1.5k

Release Date

Feb 28, 2025

Memory Graph

Sam Wang

Provides long-term memory storage for LLM conversations using Redis Graph, enabling persistent knowledge graphs for...

Classification

community

Est Downloads (All Time)

890

Release Date

Mar 1, 2025

Memory Custom

Siddhartha Varma

Provides a knowledge graph-based memory system for creating, managing, and querying structured information with...

Classification

community

Est Downloads (All Time)

593

Release Date

Mar 3, 2025

Memory LibSQL

joleyline

High-performance persistent memory system for Model Context Protocol (MCP) powered by libSQL

Classification

community

Est Downloads (All Time)

3.3k

Release Date

Mar 5, 2025

Letta

Roo Veterinary

Integrates with the Letta API to enable creation and management of agents, memory blocks, and tools for advanced...

Classification

community

Est Downloads (All Time)

7.6k

Release Date

Mar 6, 2025

Memory

Eric Bailey

Provides structured memory management for project-based work through markdown file storage, enabling persistent...

Classification

community

Est Downloads (All Time)

593

Release Date

Mar 7, 2025

Mem0 (Autonomous Memory)

Pink Pixel

Provides autonomous memory capabilities for storing, retrieving, and utilizing conversation information across...

Classification

community

Est Downloads (All Time)

12.9k

Release Date

Mar 12, 2025

Zanny's Persistent Memory Manager

zannyonear1h1

Provides persistent memory storage, retrieval, and search capabilities for maintaining conversation context across...

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 13, 2025

Knowledge Graph

itseasy21

Provides persistent memory for Claude through a local knowledge graph that stores entities with observations and...

Classification

community

Est Downloads (All Time)

15.1k

Release Date

Mar 18, 2025

Mem0

mem0

Integrates with mem0.ai to store, retrieve, and semantically search coding preferences, snippets, and programming...

Classification

official

Est Downloads (All Time)

79.2k

Release Date

Mar 18, 2025

Neo4j Knowledge Graph

JovanHsu

Provides a Neo4j-powered knowledge graph storage solution for maintaining complex relationships between data points...

Classification

community

Est Downloads (All Time)

Release Date

Mar 18, 2025

Memory Knowledge Graph

okooo5km

Provides a persistent knowledge graph system for maintaining structured memory across conversations, enabling...

Classification

community

Est Downloads (All Time)

15.1k

Release Date

Mar 19, 2025

myAI Memory

James King

Synchronizes personal memory templates across Claude interfaces, enabling consistent user preferences and response...

Classification

community

Est Downloads (All Time)

1.3k

Release Date

Mar 19, 2025

Long-Term Memory

Tom Schell

Provides long-term memory storage using SQLite and vector embeddings, enabling persistent context across...

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 20, 2025

Memory PouchDB

Brandon Neil

Provides a knowledge graph-based memory system using PouchDB for storing and retrieving entity relationships and...

Classification

community

Est Downloads (All Time)

593

Release Date

Mar 20, 2025

Basic Memory

Basic Machines

Knowledge management system that builds a persistent semantic graph in markdown, locally.

Classification

official

Est Visitors (All Time)

258k

Release Date

Mar 15, 2025

Pippa Memory

neobundy

Provides a lightweight memory system with ChromaDB vector storage for maintaining contextual information across...

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 14, 2025

Memory Bank

t3ta

Provides a structured document management system with tagging capabilities for organizing and retrieving information...

Classification

community

Est Downloads (All Time)

1.6k

Release Date

Mar 15, 2025

MemoBase

Yunmei Wu

Provides a bridge between AI assistants and the MemoBase API for managing conversation context and personal knowledge...

Classification

community

Est Downloads (All Time)

148

Release Date

Mar 23, 2025

Memory PostgreSQL

Svetlin Dimitrov

Provides long-term memory capabilities using PostgreSQL with pgvector for efficient semantic search across stored...

Classification

community

Est Downloads (All Time)

7.6k

Release Date

Mar 16, 2025

Memory Storage

Grizzly Peak Software

Provides persistent text memory storage with tagging capabilities for storing, retrieving, searching, and managing...

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 16, 2025

Mem0

Sadi Uysal

Integrates with Mem0's memory storage to provide persistent memory streams with semantic search capabilities,...

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 24, 2025

Claude Memory

WhenMoon-afk

Provides persistent memory capabilities through sentence transformers and vector similarity search, enabling storage...

Classification

community

Est Downloads (All Time)

—

Release Date

Mar 25, 2025

Smart Thinking

Leghis

Enables intelligent decision-making through semantic embeddings and thought graphs with built-in verification states...

Classification

community

Est Downloads (All Time)

4.3k

Release Date

Mar 18, 2025

Lipsky Memory

Lipdog

Turso database-powered server for tracking project entities, maintaining contextual memory, and handling...

Classification

community

Est Downloads (All Time)

—

Release Date

Feb 5, 2025

Simple Memory Extension

George Macev

Persistent key-value memory store with semantic search using SQLite and E5 embeddings, enabling contextual...

Classification

community

Est Downloads (All Time)

1.5k

Release Date

Mar 8, 2025

Memory Bank

Willian Ribeiro Angelo

TypeScript-based server for tracking project context across sessions, enabling persistent knowledge sharing through...

Classification

community

Est Downloads (All Time)

6.8k

Release Date

Mar 8, 2025

FEGIS (Schema-Driven Memory)

Perry Golden

Compile YAML into semantic LLM tools with structured memory and an emergent knowledge graph.

Classification

community

Est Downloads (All Time)

3.4k

Release Date

Apr 6, 2025

Logseq

apw124

Enables AI interaction with Logseq knowledge graphs for capturing notes, organizing information, and retrieving...

Classification

community

Est Downloads (All Time)

2.6k

Release Date

Apr 8, 2025

Mem0 (Long-Term Memory)

Cole Medin

Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with...

Classification

community

Est Downloads (All Time)

93.5k

Release Date

Apr 13, 2025

ZenMemory (Solana)

ZenMemoryAI

Provides a bridge between personal memory storage and Solana blockchain for storing, validating, and retrieving...

Classification

community

Est Downloads (All Time)

741

Release Date

Apr 18, 2025

Supermemory

Dhravya Shah

Personal knowledge platform that helps collect, organize, and recall information from various sources with end-to-end...

Classification

official

Est Visitors (All Time)

436k

Release Date

Jun 8, 2025

Pieces Long-Term Memory

Pieces

Add long-term memory to your favorite AI tools

Classification

official

Est Downloads (All Time)

—

Release Date

Apr 23, 2025

Arc Memory Temporal Knowledge Graph

Arc Memory Team

Provides a bridge to the Arc Memory Temporal Knowledge Graph, enabling structured access to repository history,...

Classification

official

Est Downloads (All Time)

—

Release Date

Apr 28, 2025

Roo Code Memory Bank

IncomeStreamSurfer

Implements a file-based project context management system that maintains persistent memory across sessions through...

Classification

community

Est Downloads (All Time)

9.2k

Release Date

Apr 29, 2025

Memory Bank

Ivan Pospelov

Provides a structured documentation system for preserving context in complex projects through templates, project...

Classification

community

Est Downloads (All Time)

12k

Release Date

Apr 29, 2025

Graphiti

Zep

Provides a temporal knowledge graph system for storing, retrieving, and reasoning about relationships between...

Classification

community

Est Downloads (All Time)

—

Release Date

Aug 8, 2024

Mem0.ai Memory Manager

Richard Yaker

Integrates with Mem0.ai's memory management system to provide structured, persistent memory across conversations...

Classification

community

Est Downloads (All Time)

2.2k

Release Date

May 3, 2025

Memgraph

Provides a bridge between AI assistants and Memgraph database for executing Cypher queries, retrieving schema...

Classification

official

Est Downloads (All Time)

—

Release Date

May 14, 2025

Memory Plus

Yuchen Mao

Lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent...

Classification

community

Est Downloads (All Time)

5.9k

Release Date

May 19, 2025

Memoer (Persistent Memory Storage)

GeLi2001

Provides persistent memory storage for assistants to create and retrieve memories with filtering options by app name,...

Classification

community

Est Downloads (All Time)

1.4k

Release Date

May 20, 2025

RAG Memory

ttommyth

Provides a knowledge graph-enhanced retrieval system that combines vector search with graph-based relationships for...

Classification

community

Est Downloads (All Time)

1.5k

Release Date

May 25, 2025

TaskMem

TaskMem Team

Provides AI assistants with persistent memory and task management capabilities through semantic search, project...

Classification

official

Est Downloads (All Time)

593

Release Date

May 26, 2025

Context Portal

GreatScottyMac

Database-backed project memory management system that stores decisions, progress tracking, and system patterns in a...

Classification

community

Est Downloads (All Time)

38.8k

Release Date

May 27, 2025

Memory Bank

hoppo-chan

Maintains persistent project context through a structured Memory Bank system of five markdown files that track goals,...

Classification

community

Est Downloads (All Time)

3.8k

Release Date

Jun 8, 2025

Supermemory

Supermemory AI

Provides universal memory capabilities by integrating with the Supermemory API to enable persistent context storage...

Classification

community

Est Downloads (All Time)

—

Release Date

Jun 8, 2025

Memento

iAchilles

Provides persistent memory capabilities through a SQLite-based knowledge graph that stores entities, observations,...

Classification

community

Est Downloads (All Time)

2.2k

Release Date

Jun 8, 2025

Obsidian Memory

YuNaga224

Stores conversation memories as Obsidian-compatible Markdown files with YAML frontmatter and [[link]] syntax,...

Classification

community

Est Downloads (All Time)

1.9k

Release Date

Jul 11, 2025

Kiro Memory

cbunting99

Provides intelligent memory management and task tracking for software development projects with automatic project...

Classification

community

Est Downloads (All Time)

1.2k

Release Date

Jul 16, 2025

Memorizer

Petabridge

Provides persistent memory storage with semantic search capabilities through PostgreSQL and pgvector, enabling...

Classification

community

Est Downloads (All Time)

16k

Release Date

Jul 16, 2025

MiniMe

Manu Bawa

Provides persistent memory management and meta-learning capabilities for software development workflows, featuring...

Classification

community

Est Downloads (All Time)

Release Date

Jul 15, 2025

A-MEM (Agentic Memory)

nixlim

Provides persistent memory capabilities for coding contexts using ChromaDB vector storage and semantic search,...

Classification

community

Est Downloads (All Time)

Release Date

Jul 17, 2025

Memory LibSQL

DaOfficialWizard

High-performance Go implementation of persistent memory storage using libSQL with vector search capabilities,...

Classification

community

Est Downloads (All Time)

741

Release Date

Jul 24, 2025

Structured Memory

Nathaniel Meierpolys

Maintains structured markdown documents as living memory for focused projects, enabling systematic organization,...

Classification

community

Est Downloads (All Time)

1.1k

Release Date

Aug 1, 2025

My Apple Remembers

honeybluesky

Enables AI assistants to access and save memories from Apple Notes on remote macOS systems via SSH connections,...

Classification

community

Est Downloads (All Time)

1.5k

Release Date

Jul 30, 2025

Cursor10x Memory

Alfredo U.

Provides persistent memory for Cursor through vector-based semantic search and structured data storage, enabling...

Classification

community

Est Downloads (All Time)

11.3k

Release Date

Jul 30, 2025

Memory

puliczek

Provides persistent memory storage across different AI sessions using semantic search and RAG capabilities,...

Classification

community

Est Visitors (All Time)

51.1k

Release Date

Apr 23, 2025

Local Memory

Daniel Williams

Provides persistent memory storage with semantic search, relationship mapping, and temporal analysis to maintain...

Classification

community

Est Downloads (All Time)

—

Release Date

Aug 10, 2025

Annotation

xmarlon30x2

Provides persistent note-taking and task management through JSON file storage, enabling creation and management of...

Classification

community

Est Downloads (All Time)

148

Release Date

Aug 8, 2025

Claude Memory

xiy

Provides persistent memory storage across conversations using SQLite database with full-text search and optional...

Classification

community

Est Downloads (All Time)

148

Release Date

Aug 8, 2025

Graphiti Pro

itcook

Provides persistent memory capabilities through Neo4j knowledge graphs with episode-based storage, entity...

Classification

community

Est Downloads (All Time)

5.5k

Release Date

Aug 11, 2025

Claude Code Agent

jomynn

Provides persistent memory management and project automation capabilities through automated memory dumps with cron...

Classification

community

Est Downloads (All Time)

445

Release Date

Aug 13, 2025

Semantic Memory System

Tristan McInnis

Provides persistent semantic memory capabilities through PostgreSQL with pgvector embeddings, enabling project-based...

Classification

community

Est Downloads (All Time)

Release Date

Aug 13, 2025

AGI Memory

Eric Hartford

Provides persistent memory capabilities across conversations through PostgreSQL database integration with four memory...

Classification

community

Est Downloads (All Time)

890

Release Date

Aug 14, 2025

KuzuMem

Jakedismo

Provides distributed graph memory storage for coding agents using KuzuDB with structured development workflow states,...

Classification

community

Est Downloads (All Time)

3.7k

Release Date

Aug 18, 2025

Cipher

BYTEROVER

Memory-powered agent framework that provides persistent memory capabilities across conversations and sessions using...

Classification

community

Est Downloads (All Time)

14.8k

Release Date

Jul 20, 2025

Memory Bank

Nick Cao

Implements a structured development workflow system with five operational modes (VAN, PLAN, CREATIVE, IMPLEMENT,...

Classification

community

Est Downloads (All Time)

5.6k

Release Date

Aug 20, 2025

LibSQL Memory

DaOfficialWizard

Provides persistent knowledge graph storage with vector embeddings for semantic search, entity relationships, and...

Classification

community

Est Downloads (All Time)

—

Release Date

Aug 20, 2025

Memory Graph

songlairui

Provides persistent knowledge graph storage through entity-relationship modeling with observations, enabling...

Classification

community

Est Downloads (All Time)

148

Release Date

Aug 23, 2025

Conversation Save Load

nullmastermind

Provides persistent conversation storage through local file system operations with save and load tools for...

Classification

community

Est Downloads (All Time)

148

Release Date

Aug 29, 2025

In Memoria

Piyush Airani

Provides persistent intelligence infrastructure for codebase analysis through hybrid Rust-TypeScript architecture...

Classification

community

Est Downloads (All Time)

5.9k

Release Date

Aug 29, 2025

AI Memory

scanadi

Production-ready semantic memory management server that stores, retrieves, and manages contextual knowledge across...

Classification

community

Est Downloads (All Time)

1.8k

Release Date

Sep 2, 2025

Memory Journal

writenotenow

Developer project journal and context manager with Git integration

Classification

community

Est Downloads (All Time)

—

Release Date

Sep 14, 2025

Engram Memory

Lumetra

Provides persistent memory capabilities through explainable retrieval mechanisms that transparently surface stored...

Classification

community

Est Downloads (All Time)

148

Release Date

Sep 29, 2025

Nowledge Mem

Nowledge Labs, LLC

Provides persistent memory capabilities through integration with Nowledge Mem service, enabling semantic memory...

Classification

community

Est Downloads (All Time)

1.8k

Release Date

Oct 1, 2025

BuildAutomata Memory

Jurden Bruce

Provides persistent memory storage with temporal versioning, semantic search, and automatic decay using SQLite for...

Classification

community

Est Downloads (All Time)

2.1k

Release Date

Oct 11, 2025

Memex

jacquesbh

Manages a local knowledge base of technical guides and AI contexts using vector embeddings for semantic search,...

Classification

community

Est Downloads (All Time)

890

Release Date

Oct 12, 2025

Mem0

Subhash Dasyam

Provides persistent memory capabilities through dual-server architecture combining Mem0 AI with Neo4j graph...

Classification

community

Est Downloads (All Time)

593

Release Date

Oct 13, 2025

Continuo Memory

D.D. & Gustavo Porto

Provides hierarchical memory storage with three-tier compression (chunks, micro-summaries, meta-summaries) and...

Classification

community

Est Downloads (All Time)

148

Release Date

Oct 14, 2025

Mnemex

simplemindedbot

Human-like temporal memory for AI assistants that naturally fades over time unless reinforced through use, mimicking...

Classification

community

Est Downloads (All Time)

1.8k

Release Date

Oct 9, 2025

Memory Knowledge Graph

ssoj13

Persistent knowledge graph storage for entities, relations, and observations using SQLite with full-text search,...

Classification

community

Est Downloads (All Time)

148

Release Date

Nov 26, 2025

Memory Bank

Protocol-Lattice

Vector-native AI agent memory with multi-backend storage, shared spaces with ACL controls, and semantic search

Classification

community

Est Downloads (All Time)

1.9k

Release Date

Nov 10, 2025

MemOS

MemTensor

Memory management system for AI applications with conversation storage and semantic memory search

Classification

community

Est Downloads (All Time)

—

Release Date

Nov 17, 2025

Brain Memory System

DDguan

Provides persistent memory and structured reasoning capabilities through dual-layer memory systems (FIFO cache and...

Classification

community

Est Downloads (All Time)

148

Release Date

Nov 29, 2025

Central Memory

Logan Cook

Persistent knowledge graph storage through Azure Functions and Table Storage with workspace isolation, entity...

Classification

community

Est Downloads (All Time)

148

Release Date

Nov 6, 2025

Mem0

ssdavidai

Integrates with Mem0's cloud platform to provide persistent memory storage and retrieval, enabling long-term context...

Classification

community

Est Downloads (All Time)

148

Release Date

Nov 3, 2025

Neo4j Agent Memory

KnowAll AI

Stores entities and relationships in a Neo4j graph database with semantic search and temporal filtering, enabling...

Classification

community

Est Downloads (All Time)

8.8k

Release Date

Nov 3, 2025

Memory

Calvin Francis

Persistent conversational memory with semantic search using PostgreSQL and pgvector, combining traditional memory...

Classification

community

Est Downloads (All Time)

148

Release Date

Dec 2, 2025