Memory Management Python Packages

circular-dict

CircularDict is a high-performance Python data structure that blends the functionality of dictionaries and circular buffers. Inheriting the usage of traditional dictionaries, it allows you to define constraints on size and memory usage. Ideal for caching large data structures while maintaining control over memory footprint.

rmm-cu12

RAPIDS Memory Manager

librmm-cu12

RAPIDS Memory Manager

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.

memori

Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems.

rmm-cu13

RAPIDS Memory Manager

librmm-cu13

RAPIDS Memory Manager

memorisdk

Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems.

stress-injector

Python script, to inject memory, CPU and URL stress

errand-boy

A memory-conscious alternative to os.fork() and subprocess.Popen().

rma

Redis memory profiler to find the RAM bottlenecks throw scaning key space in real time and aggregate RAM usage statistic by patterns.

memoryos

Self-evolving memory OS for LLM & AI Agents: ultra-persistent memory, hybrid-retrieval, and cross-task skill reuse, with 35.24% token savings

mnemo-db

MCP-native embedded memory database for AI agents built in Rust. REMEMBER/RECALL/FORGET/SHARE primitives with hybrid vector search, AES-256-GCM encryption, DuckDB/PostgreSQL backends & SDKs for Python, TypeScript and Go.

lerim

Context compiler layer for AI agents. 🌟 Star if you like it!

pymemtrace

Python memory tracing.

anneal-memory

Living memory for AI agents with an immune system. Episodes compress into identity. Zero dependencies, works with any client.

cognitiveos

Local-first cognitive graph middleware with CLI, MCP, and Docker runtime targets.

memor

Reproducible Structured Memory for LLMs

memmachine-server

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

rmm-cu11

RAPIDS Memory Manager

marm-mcp-server

Stop re-explaining yourself to your AI. MARM gives every session persistent memory, cross-agent context sharing, and structured reasoning that builds as you work, not resets. Includes a live web dashboard for browsing memories, logs, and sessions without touching the CLI. Connects over HTTP, HTTPS, STDIO to fit any stack or deployment.

hermes-memori

Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems.

pointers-py

Bringing the hell of pointers to Python.