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Scored across 6 tools
The source-specific search tools are clearly distinct, but match_tools_for_query and unified_research_context both describe RAG-based tool selection and pruning, creating overlap in purpose. unified_research_context also partially subsumes the direct search tools, so boundaries are not fully clean.
Most names use lower_snake_case and a search/fetch style, but the convention is inconsistent: fallback_web_search and unified_research_context are noun/adjective phrases rather than verb-first names. match_tools_for_query adds a prepositional construct, so the set doesn't follow a single predictable pattern.
Six tools is a reasonable size for a multi-source research server. However, the set is slightly redundant because match_tools_for_query duplicates part of unified_research_context's functionality, so not every tool is strictly necessary.
The server covers academic search, deep paper context, code repository search, web fallback, and an end-to-end pipeline, which is solid for its stated purpose. Minor gaps remain, such as fetching papers by DOI or Semantic Scholar ID, but they are not blocking for typical research workflows.