# Memori review

> Memori is agent-native memory infrastructure. A LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems. Built for enterprise, Memori works with the data infrastructure you already run, no rip-and-replace, and deploys across managed cloud, single-tenant cloud, VPC, and on-premises.

Devtoolwatch Board, the week of Oct 25–31, 2026. Canonical page: https://index.devtoolwatch.com/tools/memorilabs-memori/

## Memori at a glance

- **Category:** [Model SDKs and gateways](https://index.devtoolwatch.com/categories/model-sdks-and-gateways/)
- **Website:** [memorilabs.ai](https://memorilabs.ai)

## Usage data (the week of Oct 25–31, 2026)

- Board rank: #269 overall, #16 in Model SDKs and gateways, momentum score 35
- Downloads that week: 3.8k (+1% vs 4-week average)
- New GitHub stars per week (last 12 weeks): Aug 9: 381; Aug 16: 97; Aug 23: 97; Aug 30: 189; Sep 6: 245; Sep 13: 186; Sep 20: 134; Sep 27: 131; Oct 4: 111; Oct 11: 24; Oct 18: 18; Oct 25: 153

## Memori alternatives

| Rank | Tool | Stars | Downloads/wk |
|---|---|---|---|
| #1 | [thinking-orbs](https://index.devtoolwatch.com/tools/jakubantalik-thinking-orbs/) | 3.9k | 1.4M |
| #2 | [Headroom](https://index.devtoolwatch.com/tools/headroomlabs-ai-headroom/) | 78.5k | 125.8k |
| #3 | [LiteLLM](https://index.devtoolwatch.com/tools/litellm/) | 62.5k | 23.1M |
| #4 | [Honcho](https://index.devtoolwatch.com/tools/plastic-labs-honcho/) | 7.9k | – |
| #5 | [Anthropic SDK](https://index.devtoolwatch.com/tools/anthropic-sdk/) | 4k | 111M |
| #6 | [Hugging Face Hub](https://index.devtoolwatch.com/tools/hf-hub/) | 4k | 68.3M |

## Memori FAQ

### How popular is Memori?

Memori has 17.3k GitHub stars as of Nov 1, 2026. It gained 153 new stars in the week of Oct 25–31, 2026, against a 12-week average of 147 a week. Its main package had 3.8k downloads that week, +1% against its own 4-week average. That made it #16 among LLM SDKs and gateways on the Devtoolwatch Board.

### What are the best alternatives to Memori?

Other LLM SDKs and gateways on the Devtoolwatch Board in the week of Oct 25–31, 2026, by momentum: thinking-orbs (#1), Headroom (#2), LiteLLM (#3), Honcho (#4), Anthropic SDK (#5). The alternatives table above has their numbers.

## Sources

1. [Devtoolwatch Board, the week of Oct 25–31, 2026](https://index.devtoolwatch.com/)