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Scored across 8 tools
Individual analyze and generate tools target fairly distinct tasks, but create_creator_pack bundles hook analysis, retention, remix ideas, and script generation, overlapping directly with analyze_hook, analyze_retention, generate_remix_ideas, and generate_short_script. The descriptions clarify that one is a complete pack versus standalone components, but an agent may still hesitate between calling the bundled tool or its components.
All tool names use consistent snake_case with a clear verb_noun pattern: analyze_video, normalize_transcript, analyze_hook, analyze_retention, generate_remix_ideas, generate_short_script, generate_content_gaps, create_creator_pack. There are no mixed conventions or vague verb styles.
With 8 tools, the set is well-scoped for short-form video analysis and content generation. Each tool earns its place by covering either normalization, analysis, ideation, or bundled creation, and the count avoids both thinness and bloat.
The tools cover a full transcript-based workflow: normalization, video analysis, hook and retention breakdowns, remix/script/content-gap generation, and an all-in-one creator pack. Minor gaps exist for standalone keyword, caption, or CTA generation, but these are bundled inside create_creator_pack, so agents can still complete the workflow.