alibaizhanov/mengram
Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain & CrewAI integrations.
Supports semantic/episodic/procedural memory extraction through conversational APIs and file uploads (PDF, DOCX, TXT, MD using vision AI), with automatic procedure evolution triggered by failure feedback or implicit detection from conversation context. Offers multi-user isolation, cognitive profiling via system prompts, and Claude Code hooks for zero-config auto-save/recall in Claude IDE; integrates with LangChain, CrewAI, and MCP, plus data import from ChatGPT and Obsidian.
Stars
84
Forks
9
Language
Python
License
Apache-2.0
Category
Last pushed
Mar 11, 2026
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/rag/alibaizhanov/mengram"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Featured in
Compare
Higher-rated alternatives
MemoriLabs/Memori
SQL Native Memory Layer for LLMs, AI Agents & Multi-Agent Systems
volcengine/OpenViking
OpenViking is an open-source context database designed specifically for AI Agents(such as...
zjunlp/LightMem
[ICLR 2026] LightMem: Lightweight and Efficient Memory-Augmented Generation
mem0ai/mem0
Universal memory layer for AI Agents
memodb-io/memobase
User Profile-Based Long-Term Memory for AI Chatbot Applications.