Module noop 

No-op / fallback implementations of EmbeddingProvider and VectorStore.

NoopEmbedding always returns an empty vector, signalling to the store that keyword search should be used instead of cosine similarity.

NoopVectorStore keeps entries in memory and performs case-insensitive substring search — identical to the original recall tool behaviour.

Structs

NoopEmbedding

An EmbeddingProvider that returns an empty vector for every input.

NoopVectorStore

An in-memory VectorStore that ignores embedding vectors and performs case-insensitive substring search on query_text.