
Local memory for AI agents to reuse work, spend fewer tokens
Eggshell carries useful work across AI agent chats. It stores results and evidence locally, retrieves relevant memory, and helps reduce repeated investigation—without LLM calls to organize that memory.
Eggshell is an open-source tool that enables AI agents to store and retrieve local memory, facilitating the reuse of previous work and reducing the need for repeated investigations. By minimizing LLM calls, it helps optimize token usage in AI applications.
Scored deterministically. Only candidates that fire a story trigger are sent to a model, so this one has no written angle.
Gaps in our data, not findings about the product. Their weight is redistributed across the 5 we did measure.
A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.