The evaluation benchmark on MCP servers

[COLM'26] SkillLearnBench is the first benchmark for evaluating continual learning methods that automatically generate agent skills.

SRA-Bench and SR-Agents: a benchmark and toolkit for skill-retrieval-augmented LLM agents.

The best-benchmarked open-source AI memory system. And it's free.

Use cultivar to test your Agent Skills, run them in sandboxes, and across different agents.

Open-source infrastructure that turns scattered SKILL.md files into curated, retrieval-ready agent-skill corpora—with retrieval and evaluation tooling included.