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1. AMA-Bench/AMA-Bench AMA-Bench/AMA-Bench Public

   [ICML 26] An evaluation framework assessing long-context retention and long-horizon memory performance for agentic applications (AMA-bench).

   Python 55 10

2. memory-probe memory-probe Public

   [ICLR '26 W] Diagnosing Retrieval vs. Utilization Bottlenecks in LLM Agent Memory https://arxiv.org/abs/2603.02473

   Python 16 3

3. L-MARS L-MARS Public

   L-MARS: Legal Multi-Agent Workflow with Orchestrated Reasoning and Agentic Search https://arxiv.org/abs/2509.00761

   Python 13 3

4. epsilla-cloud/clawtrace epsilla-cloud/clawtrace Public

   Make your OpenClaw agents better, cheaper, and faster.

   TypeScript 36 9