Multi-Tenant MCP Servers: How to Add user_id Isolation to Model Context Protocol

MCP servers are single-user by default. Here's why that breaks when you build SaaS on top of them — and the exact one-argument fix that makes every tool multi-tenant without breaking backward compatibility.

Add Persistent Memory to Claude Managed Agents with Mengram

Give your Claude Managed Agents long-term memory across sessions. Connect Mengram via MCP in 2 minutes — your agents remember users, learn from failures, and build cognitive profiles.

Context Engineering for AI Agents: Why Memory Is the Missing Piece

Context engineering is the new paradigm replacing prompt engineering. But most implementations miss the hardest pillar: persistent memory. Here's how to fix that.

How to Add Persistent Memory to Cursor AI (MCP Setup Guide)

Give Cursor AI persistent memory across sessions. Step-by-step MCP setup so your AI assistant remembers your codebase, preferences, and decisions.

How to Build AI Agents That Learn From Experience (Persistent Memory Pattern)

The memory loop pattern for autonomous AI agents: store outcomes, recall before decisions, evolve procedures from failures. With Python examples.

How to Add Persistent Memory to Claude Code (Auto-Save, Auto-Recall, Profile)

Give Claude Code persistent memory with one command. Auto-save conversations, auto-recall context on every prompt, and load your cognitive profile on session start.

What is AI Memory? A Developer's Guide to Persistent Memory for LLMs

Learn what AI memory is, why LLMs need it, and how persistent memory transforms stateless chatbots into context-aware agents.

AI Memory vs RAG: Why Context Windows Aren't Enough

RAG retrieves documents. AI memory learns from interactions. Understand when to use each and why the best agents use both.

3 Types of AI Memory: Semantic, Episodic & Procedural Explained

Understand the three types of memory that make AI agents truly intelligent: semantic (facts), episodic (events), and procedural (workflows).

How to Add Memory to AI Agents in 5 Minutes (Python & JS)

Step-by-step tutorial to add persistent memory to any AI agent using Python or JavaScript. Works with OpenAI, Anthropic, and any LLM.

Cognitive Profile: Auto-Generate System Prompts from User Memory

Cognitive Profile generates a complete system prompt from a user's memory history. One API call turns scattered memories into a personalized context block.

Set Up an AI Memory MCP Server for Claude Desktop

Connect Mengram's AI memory to Claude Desktop via MCP. 29 tools for search, add, profile, and more — setup in under 3 minutes.

Mem0 vs Mengram: Feature Comparison & Benchmark (2026)

Detailed feature-by-feature comparison of Mem0 and Mengram for AI agent memory. Pricing, memory types, API design, and performance benchmarks.

Add Persistent Memory to CrewAI & LangChain Agents

Add long-term memory to CrewAI and LangChain agents with Mengram. Code examples for both frameworks with semantic, episodic, and procedural memory.