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Scored across 112 tools
Each tool targets a specific resource or action with clear descriptions. Overlapping tools like 'export_responses' and 'export_responses_filtered' are explicitly differentiated by filtering capabilities. The helpers (e.g., 'add_multiple_choice_question') are clearly documented as simplified wrappers, so an agent can easily distinguish them.
Tool names consistently follow a verb_noun snake_case pattern (e.g., list_surveys, create_survey, delete_question). Exceptions like 'add_embedded_data' and 'piped_text_reference' are still systematic within their context. The naming is highly predictable.
At 112 tools, the number is extremely high for typical MCP usage. While the server aims to cover a broad API, such a large surface can overwhelm agents and lead to selection difficulty. Most tools earn their place for the domain, but the count exceeds even the 'too many' threshold of 25+.
The tool set covers nearly every aspect of the Qualtrics API: CRUD for surveys, questions, blocks, flows, responses, distributions, contacts, quotas, libraries, and more. It includes import/export, translation, and an escape hatch ('qualtrics_api_request') for any missing endpoints, ensuring no dead ends.