Personalization Python Packages

honcho-ai

Memory library for building stateful agents

memmachine-common

Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and retrieval to streamline AI agent state management for next-generation autonomous systems.

memmachine-client

Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and retrieval to streamline AI agent state management for next-generation autonomous systems.

rectools

RecTools - library to build Recommendation Systems easier and faster than ever before

rusket

rusket 🦀🧺

vektori

Memory that remembers the story not just the facts. Three layer sentence graph for AI agents -> Facts, Episodes, raw Sentences. One DB. Zero config.

memmachine-server

MemMachine Server - The complete MemMachine memory system server with episodic and profile memory

mnemory

A self-hosted, two-tier memory system for AI agents and assistants

rexmex

A general purpose recommender metrics library for fair evaluation.

honcho-cli

Memory library for building stateful agents

banditml

Lightweight library for training & serving contextual bandit models.

gradata

Procedural memory for AI agents. Corrections become behavioral rules that compound over time.

solitaire-ai

Identity infrastructure for AI agents. Evolving persona, session continuity, self-correcting retrieval. Local-first, model-agnostic.

honcho-crewai

Memory library for building stateful agents

stateshaper

Create a memorized array of unlimited numbers from a small seed. The output can be tokenized and used in code to derive values. Useful for synthetic data, personalization, world building and more.

improveai

Contextual Multi-Armed Bandit Platform for Scoring, Ranking & Decisions

hermes-mnemory

A self-hosted, secure, feature-rich memory system for AI agents and assistants. Provides intelligent fact extraction and deduplication, with an artifact store for detailed content.

lightmem

[ICLR 2026] LightMem: Lightweight and Efficient Memory-Augmented Generation

dtwc

:computer: CLI to personalize your desktop wallpaper anytime!

stateshaper-ml

Instantly re-creates data from a significantly smaller file size. This is achieved using methods similar to PRNG or LCG combined with application specific rulesets. The resulting data array can be traversed, reversed and accessed by index. Best uses include personalization, content generation, synthetic data and world building.

redpaper

A program to download and change desktop wallpapers

expert-score

Codes for paper: ExPerT: Effective and Explainable Evaluation of Personalized Long-Form Text Generation

myca

Personalized Text Classification dataset

memmachine

Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and retrieval to streamline AI agent state management for next-generation autonomous systems.