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mcp-server

Mengram: AI Memory for Founders

Get human-like memory for AI agents with Mengram. For startup founders building AI-powered projects.
183 stars27 forksPythonQuality 8/10Updated 7/24/2026100% free ยท open source
What it does

Mengram gives AI agents human-like memory, enabling them to learn from experiences, failures, and semantic, episodic, and procedural knowledge.

Install / run
pip install mengram
When to use it
  • โ€ขYou're building an AI-powered chatbot that needs to remember user interactions and adapt to their preferences.
  • โ€ขYour AI model requires the ability to learn from failures and adjust its behavior based on experience.
  • โ€ขYou want to integrate human-like memory capabilities into your AI project using Python or JavaScript.
Quick start
  1. 1Import the Mengram library in your Python script using `import mengram`.
  2. 2Create a new Mengram instance with `mengram = Mengram()` to start building your AI agent's memory.
  3. 3Use the `mengram.learn()` method to teach your AI agent new knowledge and experiences, such as `mengram.learn(episodic_memory='user_interactions')`.
  4. 4Integrate Mengram with other AI frameworks like LangChain, CrewAI, or OpenClaw using their respective SDKs and APIs.
  5. 5Configure your Mengram instance to use the free API or set up your own server using the Mengram GitHub repository as a reference.
Ready-to-paste prompt
mengram.learn(episodic_memory='user_purchases', semantic_memory='product_recommendations', procedural_memory='order_fulfillment')
Heads up: Before using Mengram, ensure you have Python 3.7 or later installed, as the library is not compatible with earlier Python versions.
Saves to your device

Topics

agent-memory
ai-agents
ai-memory
claude-desktop
cognitive-architecture
cohere
cursor-ai
episodic-memory
knowledge-graph
letta-alternative
llm-memory
mcp-server
mem0-alternative
model-context-protocol
multilingual-embeddings
pgvector
procedural-memory
python
rag
semantic-search
Quick Actions
Details
Creator
alibaizhanov
Language
Python
Category
mcp-server
Published
2/10/2026

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