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Scored across 13 tools
Every tool targets a distinct action+resource, and descriptions explicitly route between neighbors (e.g. 'use score_initiative when fields are known, assess_ai_initiative for plain language', 'use score_portfolio for several initiatives'). The assess/score_initiative pair both return verdicts but is cleanly separated by input state, and map_to_taxonomy vs list_taxonomy vs validate_portfolio vs assemble_portfolio are unambiguous.
All 13 names are snake_case with a consistent verb_noun pattern (assess_ai_initiative, score_portfolio, validate_portfolio, map_to_taxonomy, get_benchmark, infer_readiness, diagnose_process). No mixed conventions or vague verbs like process/run/execute.
13 tools is well within the sweet spot and each earns its place: lookup (taxonomy, benchmark), assembly/validation, scoring (single/portfolio), sequencing, and diagnosis/remediation are all distinct functions. No redundant or filler tools.
The surface covers the full lifecycle: free-text mapping, taxonomy listing, portfolio assembly and validation, single/portfolio scoring, wave sequencing, improvement planning, pace-layer cost, benchmark lookup, process diagnosis and readiness inference. No obvious dead ends for the stated domain.
