PyRank

Agent Memory Python Packages

Python packages with the GitHub topic agent-memory. Sorted by relevance, with stars and monthly downloads.
plastic-labs
honcho-ai

Memory library for building stateful agents

2.2M 4K 430
cafitac
cafitac-agent-memory

Universal memory and knowledge runtime for AI agents across Hermes and other harnesses.

63K 2 0
yantrikos
yantrikdb

Cognitive memory engine for AI agents — temporal decay, contradiction detection, autonomous consolidation, knowledge graph, ANN recall via HNSW. Embeddable Rust library with Python bindings; powers yantrikdb-server (HTTP gateway, MCP server, openraft cluster). AGPL.

45K 20 6
MemoriLabs
memori

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

35K 15K 2K
star-ga
mind-mem

Persistent AI memory for Claude Code, OpenClaw, and any MCP-compatible agent. v4.0.9 — Predicate.register() runtime API + CI fully green (26/26 jobs, 12 OS×Python matrix rows). BM25F+vector hybrid, governance-aware, 5428+ tests, 84 MCP tools, 15 clients.

27K 6 1
trustgraph-ai
trustgraph-embeddings-hf

The agent runtime platform powered by context graphs.

20K 2K 244
trustgraph-ai
trustgraph-base

The agent runtime platform powered by context graphs.

18K 2K 244
trustgraph-ai
trustgraph

The agent runtime platform powered by context graphs.

16K 2K 244
trustgraph-ai
trustgraph-flow

The agent runtime platform powered by context graphs.

15K 2K 244
Battam1111
myco

Self-evolving cognitive organism for AI agents — eternal devouring, eternal evolution.

15K 61 7
trustgraph-ai
trustgraph-bedrock

The agent runtime platform powered by context graphs.

15K 2K 244
trustgraph-ai
trustgraph-cli

The agent runtime platform powered by context graphs.

15K 2K 244
trustgraph-ai
trustgraph-vertexai

The agent runtime platform powered by context graphs.

15K 2K 244
trustgraph-ai
trustgraph-ocr

The agent runtime platform powered by context graphs.

13K 2K 244
robotrocketscience
aelfrice

Bayesian memory that learns from feedback for LLM agents

13K 5 1
trustgraph-ai
trustgraph-mcp

The agent runtime platform powered by context graphs.

12K 2K 244
qualixar
superlocalmemory

World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo. No cloud, no APIs, no data leaves your machine. Additionally, mode C (LLM/Cloud) - 87.7% LoCoMo. Research-backed. arXiv: 2603.14588

11K 150 18
trustgraph-ai
trustgraph-unstructured

The agent runtime platform powered by context graphs.

9K 2K 244
major7apps
pensyve

Universal memory runtime for AI agents

9K 26 6
MemoriLabs
memorisdk

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

9K 15K 2K
barrelc
kimi-mneme

Persistent memory plugin for Kimi Code CLI

8K 5 1
the-ai-project-co
z3rno-core

Core memory engine for Z3rno: PostgreSQL schema, SQLAlchemy models, Alembic migrations, store/recall/forget/audit library

8K 0 0
ben-ranford
cellin

Build long-lived multimodal memory, dream over it, and retrieve context with transparent weighting.

7K 0 0
roampal-ai
roampal

Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.

7K 46 7