Personalization Python Packages

rusket

rusket 🦀🧺

rectools

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

harness-maker

Per-project AI coding harness for Claude Code · Cursor · Codex. Profiler + 10-dim interview build a different harness for every project.

pybandits

Python library for Multi-Armed Bandits

emulo

Mine your Claude Code and Codex logs into a local you.md agent profile.

agent-magnet

Remembers your project so you don't have to explain it again. Memory across Claude, Codex, Cursor.

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.

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.

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.

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.

banditml

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

rexmex

A general purpose recommender metrics library for fair evaluation.

vektori

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

ditto-cli

Mine your Claude Code and Codex logs into a local you.md agent profile.

recotem

Recipe-driven recommender systems on irspack — one YAML = one model = one recommendation API. Train writes a signed artifact; serve mounts it with hot-swap. Single binary, no database.

gradata

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

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

dtwc

:computer: CLI to personalize your desktop wallpaper anytime!

lightmem

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

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.

expert-score

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

stateshaper-ml

A connector that helps apps generate memorized data from small, numerical seeds. For many types of uses including user profiles, ML training and quality assurance.

redpaper

A tool to download and set desktop wallpapers from Reddit