# Memori

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

- **URL**: https://www.freshcrate.ai/projects/Memori
- **Author**: MemoriLabs
- **Category**: MCP Servers
- **Latest version**: `v3.3.6` (2026-05-28)
- **License**: NOASSERTION
- **Source**: https://github.com/MemoriLabs/Memori
- **Homepage**: https://memorilabs.ai
- **Language**: Python
- **GitHub**: 13,450 stars, 1,711 forks
- **Registry**: github
- **Tags**: `agent`, `agent-memory`, `ai`, `ai-memory`, `aiagent`, `awesome`, `chatgpt`, `llm`, `python`

## Description

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

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `v3.3.6` | 2026-05-28 | High | ## What's Changed * Release version 3.3.6rc1 with exclusive Rust `fastembed` backend for … by @devwdave in https://github.com/MemoriLabs/Memori/pull/561 * fix mysql datetime type by @devwdave in https://github.com/MemoriLabs/Memori/pull/562 * Release version 3.3.6, updating changelog and project files to reflec… by @devwdave in https://github.com/MemoriLabs/Memori/pull/563   **Full Changelog**: https://github.com/MemoriLabs/Memori/compare/v3.3.5...v3.3.6 |
| `v3.3.4` | 2026-05-20 | High | ## What's Changed * Revise README to open all Python SDK sections by default by @jayyao18 in https://github.com/MemoriLabs/Memori/pull/479 * Revert Trendshift alt text on Memori readme by @jayyao18 in https://github.com/MemoriLabs/Memori/pull/488 * Merged Python and TypeScript BYODB pages, updated AI models in examples by @jayyao18 in https://github.com/MemoriLabs/Memori/pull/494 * Remove irrelevant providers from the Install your LLM Provider section by @jayyao18 in https://github.com/Memor |
| `v3.3.3` | 2026-05-05 | High | ## What's Changed * TS OC Changes for Cloud by @rpkruse in https://github.com/MemoriLabs/Memori/pull/450 * Fixed native rust build path for ts by @rpkruse in https://github.com/MemoriLabs/Memori/pull/451 * Enhance CI workflows for multi-platform Rust builds and Android support by @devwdave in https://github.com/MemoriLabs/Memori/pull/452 * Added Agent trace & execution under core concepts and TiDB in BYODB docs by @jayyao18 in https://github.com/MemoriLabs/Memori/pull/457 * Update OC Quicks |
| `v3.3.2` | 2026-04-29 | High | ## What's Changed * Bump version to 3.3.2 by @devwdave in https://github.com/MemoriLabs/Memori/pull/443 * Feature/3.3.2 rust core opt out by @devwdave in https://github.com/MemoriLabs/Memori/pull/444 * Enhance Android support for Rust-backed Python extension by @devwdave in https://github.com/MemoriLabs/Memori/pull/445 * Ci required checks merge gate by @devwdave in https://github.com/MemoriLabs/Memori/pull/447 * Lazy rust core init by @devwdave in https://github.com/MemoriLabs/Memori/pull/ |
| `v3.3.1` | 2026-04-27 | High | ## What's Changed * Update embedding configurations to suppress progress output by @devwdave in https://github.com/MemoriLabs/Memori/pull/416 * Refactor publish workflow and update package management by @devwdave in https://github.com/MemoriLabs/Memori/pull/426 * Add macOS 15 Intel to the publish workflow matrix by @devwdave in https://github.com/MemoriLabs/Memori/pull/428 * Enhance CI workflows and update dependencies by @devwdave in https://github.com/MemoriLabs/Memori/pull/432 * feat: su |
| `v3.3.0` | 2026-04-20 | High | ## What's Changed * feat: add MongoDB driver handshake metadata (DriverInfo) by @alexbevi in https://github.com/MemoriLabs/Memori/pull/407 * Rust core by @devwdave in https://github.com/MemoriLabs/Memori/pull/408 * Dependency updates by @devwdave in https://github.com/MemoriLabs/Memori/pull/409 * Update CI workflows to skip manylinux tests for heavy ML dependencies by @devwdave in https://github.com/MemoriLabs/Memori/pull/410 * Bump version to 3.3.0 in pyproject.toml and add skip_integratio |
| `v3.3.0rc1` | 2026-04-20 | High | ## What's Changed * feat: add MongoDB driver handshake metadata (DriverInfo) by @alexbevi in https://github.com/MemoriLabs/Memori/pull/407 * Rust core by @devwdave in https://github.com/MemoriLabs/Memori/pull/408 * Dependency updates by @devwdave in https://github.com/MemoriLabs/Memori/pull/409 * Update CI workflows to skip manylinux tests for heavy ML dependencies by @devwdave in https://github.com/MemoriLabs/Memori/pull/410  ## New Contributors * @alexbevi made their first contribution |
| `v3.2.8` | 2026-04-13 | High | ## What's Changed * Add question template for GitHub issues to enhance user support by @devwdave in https://github.com/MemoriLabs/Memori/pull/399 * Update banner to fix typo (changed extraction to execution) by @jayyao18 in https://github.com/MemoriLabs/Memori/pull/400 * Bump version to 3.2.8 and update aiohttp dependency to version 3.13.2 by @devwdave in https://github.com/MemoriLabs/Memori/pull/405   **Full Changelog**: https://github.com/MemoriLabs/Memori/compare/v3.2.7...v3.2.8 |
| `v3.2.7` | 2026-04-06 | High | **Full Changelog**: https://github.com/MemoriLabs/Memori/compare/v3.2.6...v3.2.7 |
| `v3.2.6` | 2026-04-06 | Medium | Release v3.2.6 |

## Dependency audit

- **Score**: 79/100
- **Total deps**: 12
- **Resolved**: 8
- **Unresolved**: 4
- **License conflicts**: 0
- **Warnings**: 7
- **Scanned**: 2026-05-04

## Citation

- HTML: https://www.freshcrate.ai/projects/Memori
- Markdown: https://www.freshcrate.ai/projects/Memori.md
- Dependencies JSON: https://www.freshcrate.ai/api/projects/Memori/deps

_Generated by freshcrate.ai. Indexes github releases for AI-agent ecosystem packages._