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Scored across 19 tools
Most tools have distinct purposes with clear boundaries, such as capture_screenshot_url for visual snapshots, read_url for text extraction, and search_web for web searches. However, some overlap exists between parallel_search_web and search_web, where the parallel version is for multiple queries but could be confused with the single-query version, and between deduplicate_images and deduplicate_strings, which share a similar semantic deduplication concept but target different data types, potentially causing minor confusion.
Tool names follow a highly consistent snake_case verb_noun pattern throughout, such as capture_screenshot_url, read_url, search_web, and deduplicate_images. This predictability makes it easy for agents to understand and select tools based on their naming conventions, with no deviations or mixed styles observed.
With 19 tools, the count is slightly high but reasonable for a server focused on web and academic research tasks, covering areas like content extraction, search, deduplication, and analysis. It provides comprehensive functionality without being overwhelmingly bloated, though it borders on being heavy for a single domain.
The tool set offers complete coverage for web and academic research workflows, including content extraction (read_url, extract_pdf), search across multiple sources (web, arXiv, SSRN), deduplication (images, strings), query expansion, relevance sorting, and utility functions like datetime guessing and API key display. There are no obvious gaps, and tools support each other effectively, such as expand_query feeding into parallel searches.