# Research: MemoryBench providers, Claude skills, and container tag filtering

[Changelog](https://supermemory.ai/changelog)

ResearchFebruary 25, 2026

## MemoryBench providers, Claude skills, and container tag filtering[#](https://supermemory.ai/changelog/2026-02-25-improvements)

MemoryBench gains a Claude skill for scaffolding provider adapters and running benchmarks, new filesystem-memory and hybrid-RAG providers for comparison, and the Supermemory repository gets a Claude skill with setup guidance and TypeScript and Python examples.

### Improvements

* [The MemoryBench repository now includes a Claude skill that can scaffold a provider adapter, run a benchmark, and summarize the results.](https://github.com/supermemoryai/memorybench)
* [MemoryBench can now compare filesystem memory and hybrid RAG providers with its existing providers.](https://supermemory.ai/docs/memorybench/overview)
* [The Supermemory repository now includes a Claude skill with setup guidance and TypeScript and Python examples for adding memory to applications.](https://github.com/supermemoryai/supermemory)
* [The Documents API can now match either any or all selected container tags.](https://supermemory.ai/docs/concepts/filtering)

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