Mohammed Rafay

Building MemorySync (memorysync.io) — persistent memory infrastructure for AI agents, Cursor, and Claude Code.

United States Joined on Sep 13, 2026 team@memorysync.io https://memorysync.io

Mohammed Rafay

Oct 25

Fix "ModuleNotFoundError: No module named 'agno.memory.v2'" (Agno v1 v2+ memory migration)

#ai #python #agents #debugging

4 min read

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Mohammed Rafay

Oct 25

Strands Agents memory: how to add long-term memory to a Strands agent (MemoryManager, stores and per-user recall)

#ai #python #agents #aws

4 min read

Mohammed Rafay

Oct 25

How to add memory to a Google ADK agent that survives restarts (MemoryService, preload_memory, per-user recall)

#ai #python #agents #gemini

4 min read

Mohammed Rafay

Oct 25

Fix "'ClusterPipeline' object has no attribute 'raise_first_error'" with OpenAI Agents SDK RedisSession on Redis Cluster

#python #redis #ai #openai

5 min read

Mohammed Rafay

Oct 25

Add long-term memory to a Microsoft Agent Framework agent (one context provider, per-user recall across sessions)

#ai #python #agents #tutorial

6 min read

Mohammed Rafay

Oct 25

MCP memory server lost your memories? Fixing MEMORY_FILE_PATH and the npx cache

#mcp #ai #claude #tutorial

7 min read

Mohammed Rafay

Oct 24

Add long-term memory to a Mastra agent (input/output processors, per-user recall)

#ai #typescript #javascript #tutorial

5 min read

Mohammed Rafay

Oct 24

Add long-term memory to a Pydantic AI agent (one capability, per-user recall across runs)

#ai #python #pydantic #tutorial

6 min read

Mohammed Rafay

Oct 23

Add persistent memory to a LlamaIndex agent (Memory, memory blocks and a retriever)

#ai #python #llamaindex #tutorial

5 min read

Mohammed Rafay

Oct 23

Persistent memory for CrewAI 1.x: keep crew memory across runs and redeploys

#ai #python #agents #tutorial

5 min read

Mohammed Rafay

Oct 22

Add long-term memory to a Vercel AI SDK chatbot (middleware, Next.js route and agent tools)

#ai #javascript #nextjs #tutorial

5 min read

Mohammed Rafay

Oct 22

Persistent memory for Claude Code across sessions and compaction (hooks + an MCP memory server)

#ai #claude #mcp #productivity

6 min read

Mohammed Rafay

Oct 21

LangGraph memory explained: checkpointer vs store, and per-user memory across threads

#ai #langchain #python #tutorial

6 min read

Mohammed Rafay

Oct 21

Persistent memory for a LangChain chatbot after LangChain 1.0

#ai #llm #agents #langchain

5 min read

Mohammed Rafay

Oct 20

How to Add Long-Term Memory to a Python AI Agent (Store, Recall, Forget, Per User)

#python #ai #llm #tutorial

7 min read

Mohammed Rafay

Oct 20

How to set up an MCP memory server in Claude Code and Cursor (step by step)

#ai #mcp #cursor #claudecode

7 min read

Mohammed Rafay

Oct 20

Adding chat memory to an n8n agent with MemorySync

#ai #n8n #automation #tutorial

5 min read

Mohammed Rafay

Sep 22

Production Multi-Tenant State Isolation: How to Prevent Cross-User Memory Leakage in AI Agents

#ai #python #architecture #security

6 min read

Mohammed Rafay

Sep 20

Zero-Signup Docs MCP: How to Query Technical Documentation Directly Inside Cursor

#ai #cursor #mcp #webdev

4 min read

Mohammed Rafay

Sep 18

We Benchmarked 4 Memory Architectures for AI Agents: Latency, Token Cost, and Failure Modes

#ai #python #machinelearning #programming

6 min read

Mohammed Rafay

Sep 16

Building Multi-Tenant Memory Layers for AI Agents in Python with LlamaIndex & MemorySync

#ai #python #llamaindex #programming

5 min read

Mohammed Rafay

Sep 14

How to Build Multi-Agent Systems with Shared Persistent Memory in Python (LangGraph + MemorySync)

#python #ai #langchain #programming

4 min read

Mohammed Rafay

Sep 13

How to Give Cursor and Claude Code Persistent Memory Across Sessions via MCP

#ai #cursor #mcp #programming

4 min read

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Mohammed Rafay

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Writing Debut

Fix "ModuleNotFoundError: No module named 'agno.memory.v2'" (Agno v1 v2+ memory migration)

Want to connect with Mohammed Rafay?

Strands Agents memory: how to add long-term memory to a Strands agent (MemoryManager, stores and per-user recall)

How to add memory to a Google ADK agent that survives restarts (MemoryService, preload_memory, per-user recall)

Fix "'ClusterPipeline' object has no attribute 'raise_first_error'" with OpenAI Agents SDK RedisSession on Redis Cluster

Add long-term memory to a Microsoft Agent Framework agent (one context provider, per-user recall across sessions)

MCP memory server lost your memories? Fixing MEMORY_FILE_PATH and the npx cache

Add long-term memory to a Mastra agent (input/output processors, per-user recall)

Add long-term memory to a Pydantic AI agent (one capability, per-user recall across runs)

Add persistent memory to a LlamaIndex agent (Memory, memory blocks and a retriever)

Persistent memory for CrewAI 1.x: keep crew memory across runs and redeploys

Add long-term memory to a Vercel AI SDK chatbot (middleware, Next.js route and agent tools)

Persistent memory for Claude Code across sessions and compaction (hooks + an MCP memory server)

LangGraph memory explained: checkpointer vs store, and per-user memory across threads

Persistent memory for a LangChain chatbot after LangChain 1.0

How to Add Long-Term Memory to a Python AI Agent (Store, Recall, Forget, Per User)

How to set up an MCP memory server in Claude Code and Cursor (step by step)

Adding chat memory to an n8n agent with MemorySync

Production Multi-Tenant State Isolation: How to Prevent Cross-User Memory Leakage in AI Agents

Zero-Signup Docs MCP: How to Query Technical Documentation Directly Inside Cursor

We Benchmarked 4 Memory Architectures for AI Agents: Latency, Token Cost, and Failure Modes

Building Multi-Tenant Memory Layers for AI Agents in Python with LlamaIndex & MemorySync

How to Build Multi-Agent Systems with Shared Persistent Memory in Python (LangGraph + MemorySync)

How to Give Cursor and Claude Code Persistent Memory Across Sessions via MCP