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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 63 13

2. benchflow-ai/skillsbench benchflow-ai/skillsbench Public

   SkillsBench evaluates how well skills work and how effective agents are at using them.

   PDDL 1.6k 344

3. 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

4. L-MARS L-MARS Public

   [ICML 2026 AI4Law] Legal Multi-Agent System with Agentic Search and Citation-Faithfulness Audit https://arxiv.org/abs/2509.00761

   Python 13 4