Mengram

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Human-like memory layer for AI agents with semantic, episodic, and procedural memory types, cognitive profiling, knowledge graph, and 12 MCP tools.

Install

pip install mengram-ai

add Add a conversation or text to memory, auto-extracting facts, events, and workflows
search Search for facts in semantic memory
ask Ask a question and get a synthesized answer with citations from memory
episodes Retrieve episodic memories (events, decisions) matching a query
procedures Retrieve procedural memories (workflows) that evolve from failures
search_all Search across all 3 memory types (semantic, episodic, procedural) at once

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