F
licenseNot graded
qualityC
maintenanceEnables AI assistants to query structured NYC family data, including neighborhoods, schools, admissions, safety, health, family resources, kids' activities, and neighborhood comparisons.
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SF Early Learning For All (ELFA) & CareWait MCP Server
by pmerlin1
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TDQS
A3.6/5.0
Scored across 7 tools
Disambiguation4/5
Most tools have clearly distinct purposes: rates/rules, eligibility, search, details, recommendations, comparison, and licensing records. The only potential confusion is between get_elfa_rates_and_rules and check_elfa_eligibility, but their descriptions are specific enough to separate reference data from calculation.
Naming Consistency4/5
Tool names mostly follow a consistent get_/check_/search_/compare_ verb pattern with descriptive noun phrases. Minor inconsistency: compare_llm_vs_jev uses an abbreviation-heavy name and doesn't follow the get_/search_ convention, but the pattern is still readable and predictable.
Tool Count5/5
Seven tools is well-scoped for a domain covering ELFA eligibility, childcare search, recommendations, and licensing. Each tool addresses a distinct user need without redundancy or bloat.
Completeness4/5
The set covers the core workflow: eligibility check, search, details, recommendations, and licensing verification. Minor gaps include no tool for applying for ELFA or managing a CareWait waitlist, but the informational and decision-support surface is largely complete.
Maintenance
ActivityMaintained
ResponsivenessNo issues