---
title: Agent Memory Leaderboard
emoji: 🧠
colorFrom: blue
colorTo: green
sdk: static
pinned: false
short_description: A unified evaluation platform for memory systems.
---

# Agent Memory Leaderboard · 记忆之巅

**A unified evaluation platform for long-term memory systems and memory-enabled agents.**

Agent Memory Leaderboard (a.k.a. 记忆之巅) evaluates how effectively memory systems store, retrieve, and use information across long conversations, persistent user contexts, and memory-intensive agent tasks.

> Official evaluation and submission are conducted exclusively through the [Agent Memory Leaderboard website](https://agentmemories.ai/). This Hugging Face organization hosts public leaderboard releases, evaluation documentation, and community updates.

## What We Evaluate

- Long-term memory storage and retrieval
- Long-context and multi-session understanding
- Personalized and user-specific memory
- Temporal and event-ordering reasoning

## Evaluation Tracks

| Track | Intended for |
|---|---|
| **Academic Methods** | Reproducible research systems, open-source methods, and academic implementations |
| **Industry Systems** | Production APIs, hosted services, commercial systems, and closed-source products |

All systems are evaluated under a versioned evaluation contract with fixed datasets, prompts, answer models, judge configurations, and pipeline hashes.

## First Public Release

The inaugural public leaderboard is scheduled for **mid-August 2026**.

Results published on Hugging Face are official release snapshots. The live and authoritative leaderboard remains on the Agent Memory Leaderboard website.

## Links

- 🌐 [Official Website](https://agentmemories.ai/)
- 🚀 [Evaluation Portal](https://agentmemories.ai/evaluation)
- 🏆 [Public Leaderboard](https://agentmemories.ai/leaderboard/textual)
- 📖 [Evaluation Documentation](https://agentmemories.ai/docs)
- 💻 [GitHub Repository](https://github.com/tjuniko/agent-memory-leaderboard)
- 𝕏 [Follow Agent Memory Leaderboard](https://x.com/AgentMemoryL)

## On Hugging Face

This organization will publish:

- Versioned leaderboard result datasets
- Public leaderboard Spaces
- Benchmark and methodology documentation
- Baselines and reproducibility materials
- Release announcements and technical analyses

Follow this organization for the inaugural leaderboard release and future evaluation cycles.