Leeroopedia MCP Server
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TDQS
Scored across 8 tools
Most tools have clearly distinct purposes: get_page vs search_knowledge vs query_hyperparameter_priors separate retrieval modes, and build_plan/review_plan/verify_code_math/diagnose_failure cover distinct lifecycle stages. However, propose_hypothesis overlaps noticeably with build_plan (both suggest approaches/implementation steps), and query_hyperparameter_priors can be confused with search_knowledge for config lookups.
All eight tools use consistent snake_case verb_noun patterns (query_hyperparameter_priors, search_knowledge, build_plan, review_plan, verify_code_math, diagnose_failure, propose_hypothesis). get_page is the only noun-first name but is a common idiom and still clearly readable.
Eight tools is well within the ideal 3-15 range and each maps to a distinct KB-backed capability (search, retrieve, plan, review, verify, diagnose, propose, config lookup). No tool feels redundant or padded.
The surface covers the full dev lifecycle from retrieval through planning, review, verification, and diagnosis, which matches the stated KB-assistant purpose well. A minor gap is the absence of any discovery/index tool to browse or enumerate available page IDs, leaving get_page dependent on citations from other tools.