deepseek-litresearch
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TDQS
Scored across 18 tools
Several tools have overlapping boundaries: deep_research, plan_research, execute_research, create_research_job, and run_research_job all serve research initiation/execution with subtle workflow differences. While descriptions are detailed, an agent can easily misselect between these overlapping entry points, especially when deciding between one-shot deep_research and the plan/execute split.
Most tools follow a clear verb_noun snake_case pattern such as search_literature, read_paper, list_research_jobs, and set_settings. The exceptions are scihub and ezproxy, which are bare product-style names, and deep_research, which reads more like an adjective_noun phrase than a verb-driven action.
The listed surface exposes around 20 tools, which falls into the heavy range and feels over-scoped for a literature research server. The research-job lifecycle alone accounts for roughly ten tools, several of which duplicate the same conceptual operation.
The set provides strong domain coverage: multi-source search, full-text reading, citation chaining, settings management, connectivity diagnostics, and job persistence with CRUD operations. Minor gaps exist, such as no dedicated update endpoint for modifying a saved job, but plan_override and settings tools provide workarounds.