Personalization Python Packages

honcho-ai

Memory library for building stateful agents

rusket

rusket 🦀🧺

rectools

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

agent-magnet

Give your AI a memory. Drop-in learning layer for any LLM — no retraining, no RAG setup.

harness-maker

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

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.

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.

honcho-cli

Memory library for building stateful agents

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.

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.

rexmex

A general purpose recommender metrics library for fair evaluation.

solitaire-ai

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

banditml

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

lightmem

A light agent memory

gradata

AI that learns your judgment. Corrections become behavioral rules that converge on your style.

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.

honcho-crewai

CrewAI integration with Honcho for persistent agent memory

improveai

Improve AI: Build self-improving apps that optimize their own variables and data structures.

dtwc

:computer: CLI to personalize your desktop wallpaper anytime!

hermes-mnemory

Mnemory persistent memory plugin for Hermes Agent

stateshaper-ml

Create an unlimited, memorized chain of synthetic data from a small seed.

expert-score

The implementation of the ExPerT score.

myca

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