Episodic Memory Python Packages

innate-ai

Self-growing procedural knowledge layer for AI agents. Rust MCP server + CLI — recall relevant knowledge before tasks, record outcomes after, distill experience into reusable insights. Works with Claude Code, Codex, opencode.

neuro-cortex-memory

Persistent memory for Claude Code — 36 neuroscience mechanisms, 97 papers. Reproducible via `make reproduce`: LongMemEval-S R@10 98.2% / MRR 0.915 (n=500), LoCoMo R@10 91.5% / MRR 0.805 (n=1982), BEAM-100K retrieval-proxy MRR 0.55. Clean-DB, single-process, production recall path. PostgreSQL + pgvector.

anamne

Brain-inspired local-first memory layer for Claude, Cursor, and any MCP-compatible AI tool. Three memory layers (episodic / scratchpad / working), ACT-R activation decay, 21 MCP tools. Local SQLite + ChromaDB, no SaaS.

fluctlightdb

Database engine for AI agents — write memory, recall by cue, trust sources over chat. Not SQL, vector DB, or mem0.

mengram-ai

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

hypermnesia-mcp

Persistent memory for Claude Code — 36 neuroscience mechanisms, 97 papers. Reproducible via `make reproduce`: LongMemEval-S R@10 98.2% / MRR 0.915 (n=500), LoCoMo R@10 91.5% / MRR 0.805 (n=1982), BEAM-100K retrieval-proxy MRR 0.55. Clean-DB, single-process, production recall path. PostgreSQL + pgvector.

kyros-sdk

Python SDK for Kyros — persistent memory for AI agents

engram-mem

Persistent memory for AI agents. Dual-memory system (episodic vector + semantic graph) with CLI, HTTP, MCP & WebSocket interfaces.

mflow-ai

M-flow builds semantic memory layers that help LLMs reason over your data with structured knowledge graphs.

langchain-mengram

LangChain integration for Mengram — AI memory with semantic, episodic, and procedural memory types.

robotmem

Robot Memory - Persistent memory system for robotic AI agents

obsidian-mem

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

dialogue-memory-pipeline

LLM-driven dialogue segmentation and episodic memory construction pipeline.

cogni-mem

cogni-mem is a local-first Python framework for typed multi-channel memory, RAG workflows, and memory-aware agent loops — with lifecycle governance and adaptive feedback.