VeloxRAG
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TDQS
Scored across 4 tools
Each tool occupies a distinct role: status readiness, document inventory, passage search, and context reading. There is no real overlap between searching and reading, since read_document is explicitly tied to expanding a search result's context.
Most tools use verb_noun snake_case: list_documents, search_memory, read_document. memory_status breaks the verb pattern as a noun_noun status check, but the naming style is otherwise uniform and clear.
Four tools is a tight, well-scoped set for a read-oriented RAG memory server, and each one has a clear purpose in the search/inspect workflow. No tool feels redundant or missing at the count level.
The retrieval/inspection workflow is closed: an agent can check readiness, list what is indexed, search, and read around any hit. Ingestion and deletion are absent, but they appear to be outside this server's read-only scope rather than a dead end in its described workflow.