A
licenseA
qualityB
maintenanceExtract YouTube transcripts for AI agents, RAG pipelines, and LLM workflows. Supports any YouTube URL. Returns clean text or timestamped segments. No API keys required.
1
4
MIT
japan-ux-mcp
by mrslbt
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TDQS
A4.1/5.0
Scored across 6 tools
Disambiguation5/5
Each tool has a clearly distinct purpose with no overlap: generate_jp_form creates new forms, generate_jp_placeholder provides test data, score_japan_readiness evaluates pages, suggest_keigo_level advises on politeness levels, transform_for_japan converts Western markup, and validate_jp_form audits existing forms. The descriptions reinforce these unique roles, making tool selection unambiguous.
Naming Consistency5/5
All tool names follow a consistent verb_noun pattern with underscores (e.g., generate_jp_form, score_japan_readiness, suggest_keigo_level). This predictability enhances readability and usability, allowing agents to easily understand and navigate the toolset without confusion from mixed conventions.
Tool Count5/5
With 6 tools, the server is well-scoped for its purpose of Japanese UX optimization. Each tool serves a specific, non-redundant function in the workflow, from creation and transformation to validation and scoring, making the count appropriate and efficient for the domain.
Completeness5/5
The toolset provides complete coverage for Japanese UX tasks, including form generation, data provisioning, readiness scoring, keigo suggestions, markup transformation, and form validation. This covers the full lifecycle from design to audit, with no obvious gaps that would hinder agent workflows in this domain.
Maintenance
ActivitySlowing
ResponsivenessNo issues