Personalization Python Packages

honcho-ai

Memory library for building stateful agents

rusket

rusket 🦀🧺

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

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

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.

rexmex

A general purpose recommender metrics library for fair evaluation.

gradata

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

honcho-cli

Memory library for building stateful agents

banditml

A lightweight contextual bandit & reinforcement learning library designed to be used in production Python services.

stateshaper

An infinite, deterministic token stream derived from just one number.

solitaire-ai

Identity infrastructure for AI agents. Local-first, model-agnostic. Not just another memory tool.

improveai

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

honcho-crewai

CrewAI integration with Honcho for persistent agent memory

lightmem

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

dtwc

Change your desktop wallpaper daily!

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 tool to download and set desktop wallpapers from Reddit

expert-score

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

myca

Personalized Text Classification dataset with transient labels inspired by Myca productivity tool

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.