ViralScout MCP
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- AlicenseAqualityCmaintenanceEnables AI coding agents to turn local or public transcripts into ranked Shorts candidates, non-spoiling chapters, SEO title matrices, thumbnail briefs, and compliance audits without API keys.4MIT
- AlicenseNot gradedqualityBmaintenanceEnables social media creators to pull TikTok, Instagram, Facebook, and YouTube analytics into a persistent vault, receive weekly digests, review scripts, build media kits, and draft brand outreach using official APIs only.MIT
- AlicenseNot gradedqualityCmaintenanceEnables extracting video and post metadata, creator feeds, comments, direct media streams, and transcripts from YouTube, TikTok, Instagram, and Threads, with no API keys or logins required for most sources. Combines Faster-Whisper audio transcription with ffmpeg keyframe and carousel OCR so videos that have no captions or consist of screenshots and text slides still yield full text.MIT
- AlicenseNot gradedqualityCmaintenanceEnables AI clients to find strong Instagram Reels and TikTok videos relative to an author’s usual performance, compare public creators’ recent videos, and analyze linked videos for metrics, speech, hooks, scenes, keyframes, and comments.MIT
- FlicenseNot gradedqualityDmaintenanceEnables YouTube competitor research, signal analysis, and transcript-aware pack building for content ideation and scriptwriting.1-
- AlicenseNot gradedqualityBmaintenanceEnables retrieval and analysis of content from YouTube, TikTok, Instagram, and Threads, including metadata, captions, comments, feeds, search results, transcripts, and on-screen text from videos or slides. Supports local stdio and remote HTTP/SSE deployment with optional API keys, Whisper transcription, and Tesseract OCR.MIT
TDQS
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.