Episodic Memory Python Packages

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.

9K 204 36

engrim

The Universal Cross-Model Episodic Memory Standard. Local-first, project-scoped SQLite engine for Google Antigravity, Claude Code, Cursor, Codex CLI, GitHub Copilot CLI, and OpenCode. Zero cloud lock-in.

5K 298 15

hypermnesia-mcp

Cross-platform persistent memory MCP for Codex, Gemini CLI, Claude Code, and other local MCP hosts. 36 cited neuroscience mechanisms, local-first SQLite/PostgreSQL, hybrid retrieval, decay-based consolidation, and reproducible benchmarks. Claude adds optional automatic lifecycle hooks.

5K 73 14

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.

2K 0 0

memshelf-mcp

Working memory for AI agents: digest-indexed episodes on a git shelf, recalled a section at a time.

2K 0 0

personos

Long-term multimodal memory for personal agents.

1K 4 0

fluctlightdb

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

1K 13 3

a-memory

a-memory: 4-tier AI agent memory in plain SQLite — 5 MCP primitives, hybrid FTS5+binary search, knowledge graphs, envelope encryption. Local-only.

1K 1 1

neuro-cortex-memory

1K 73 14

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.

996 2 0

cairn-remembers

Local-first memory for you and your AI. One SQLite vault on your computer, shared across local and cloud AI tools through MCP or the CLI.

993 5 0

twin-cognition

Persistent computational understanding for the AI tools you already use. A governed cognitive layer that transforms distributed observations into reusable understanding across models and interfaces.

889 8 1

activity-frames

Turn your workday into structured workflows agents can execute. 100% local, served over MCP.

378 533 37

engram-mem

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

377 2 1

langchain-mengram

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.

305 204 36

engrim-enterprise

302 298 15

mflow-ai

A bio-inspired cognitive memory engine — a new paradigm for Graph RAG.

240 5K 257

mengram-crewai

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.

225 204 36

robotmem

Robot Memory - Persistent memory system for AI robots. MCP Server + hybrid search + spatial retrieval.

171 28 4

kyros-sdk

Kyros — The Memory OS for AI Agents Give your AI agents secure, self-correcting, persistent memory in 3 lines of code. Three memory types (episodic, semantic, procedural) with built-in forgetting curves, cryptographic integrity, and automatic contradiction resolution. Model-agnostic REST API with Python and TypeScript SDKs.

155 79 2

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.

137 204 36

dialogue-memory-pipeline

LLM-driven pipeline for dialogue segmentation and episodic memory construction from transcripts.

95 0 0

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.

68 1 0