GraphCanon updated 1d · GitHub synced 1d
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 PyPIHow 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.
Source: README excerpt (regex_v1, Aug 18, 2026)
npm install @memorilabs/memoriSource link
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.