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Memori

MemoriLabs/Memori

Agent-native memory infrastructure for LLM systems

GraphCanon updated 1d · GitHub synced 1d

16k stars3.2k forksLast push 1d Python Other

Decision brief

Memori is an agent-native memory infrastructure layer that converts agent execution and conversation into a structured, persistent state for use in production systems. It supports various deployment environments such as云

Good fit when

  • 您需要一个可以在多种部署环境中工作的内存基础设施,包括云端和本地环境时。
  • 您希望在不替换现有数据基础设施的情况下增强LLM系统的记忆力时。

Avoid when

  • 如果您已经有了一套成熟的、满足当前需求的企业内存系统,并且不想增添新的技术栈。
  • 如果您的项目对使用特定语言(例如TypeScript和Python之外的语言)有严格限制,而Memori的SDK并未覆盖这些语言。

Observed Jul 11, 2026 · Source: enrich:decision_facts

Verify the decision

Maintenance and security

Full trust report
Maintenance
Very active (0d since push)
As of 1d
Provenance
Not a fork · Organization account
As of 1d
Security (OSV)
No lockfile
As of 1mo

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install Memori
PyPI

How it fits your stack(9)

Typed graph edges - alternatives, integrations, successors, and dependencies. Ranked by relationship type, not raw GitHub stars.

Alternative

Relationship graph

Optional deeper exploration of typed edges and category neighbours.

Similar tools

Same-category neighbours not already linked as typed edges.

Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

Memori provides a layer that converts agent execution and conversations into structured, persistent state. It is designed to work across various deployment environments including cloud and on-premises.

Capability facts

Deploy
Self-host

Source: dockerfile:Dockerfile · Aug 18, 2026

Docker
Dockerfile present

Source: dockerfile:Dockerfile · Aug 18, 2026

Languages
python

Source: github.language+pyproject.toml · Aug 18, 2026

Categories

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Node.js runtimeNode.js

Source: README excerpt (regex_v1, Aug 18, 2026)

npm install @memorilabs/memori
Source link
Python runtimePython

Source: README excerpt (regex_v1, Aug 18, 2026)

<summary><b>Python SDK</b></summary>
Source link

Tags

README

Installation

TypeScript SDK
npm install @memorilabs/memori
Python SDK
pip install memori

Install the CLI via pip to manage your account

python -m memori sign-up <email_address>


Memori Advanced Augmentation is always free for developers!

Once you've obtained an API key, set the following environment variable (used by both Python and TypeScript SDKs):

```bash
export MEMORI_API_KEY=[api_key]

The Memori CLI uses your exported environment first, then fills missing values from a .env file in the directory where you run the command.


License

Apache 2.0 - see LICENSE

For agents

This page has a .md twin and JSON over the API.

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