creator-analysis

Category: Content & Multimedia | Uploader: mark-ly-wang | Downloads: 0 | Version: v1.0（Latest）

Use this skill for creator, account profile, and content-collection retrieval, benchmarking, breakdown, and analysis. Trigger when the user asks to analyze creator / analyze account / profile analysis / creator benchmark / creator breakdown, or 创作者分析 / 账号分析 / 主页分析 / 博主分析 / 博主对标 / 账号拆解 / 作者卡 / 主页作品汇总, and the target is a creator, account profile, channel, or content collection rather than one content item.

Changelog: Source: GitHub https://github.com/mark-ly-wang/TikOmni-Skills

Directory Structure

Current level: skills/creator-analysis/

📁 agents/
- 📄 openai.yaml 322 B
📁 references/
- 📁 api-contracts/
  - 📄 asr-api.md 8.5 KB
  - 📄 bilibili-app-api.md 39.4 KB
  - 📄 bilibili-web-api.md 101.2 KB
  - 📄 demo-api.md 33.2 KB
  - 📄 douyin-app-v3-api.md 196.1 KB
  - 📄 douyin-billboard-api.md 121.6 KB
  - 📄 douyin-creator-api.md 78.1 KB
  - 📄 douyin-creator-v2-api.md 146.2 KB
  - 📄 douyin-search-api.md 186.4 KB
  - 📄 douyin-web-api.md 303.7 KB
  - 📄 douyin-xingtu-api.md 96.7 KB
  - 📄 douyin-xingtu-v2-api.md 81.9 KB
  - 📄 health-check.md 1.7 KB
  - 📄 hybrid-parsing.md 4.2 KB
  - 📄 instagram-v1-api.md 114.3 KB
  - 📄 instagram-v2-api.md 101.3 KB
  - 📄 instagram-v3-api.md 133.3 KB
  - 📄 ios-shortcut.md 1.7 KB
  - 📄 kuaishou-app-api.md 77.2 KB
  - 📄 kuaishou-web-api.md 67.2 KB
  - 📄 lemon8-app-api.md 59.8 KB
  - 📄 linkedin-web-api.md 101.1 KB
  - 📄 media-ingest-api.md 6.8 KB
  - 📄 pipixia-app-api.md 60.5 KB
  - 📄 reddit-app-api.md 107.7 KB
  - 📄 sora2-api.md 110.7 KB
  - 📄 temp-mail-api.md 10.6 KB
  - 📄 threads-web-api.md 44.7 KB
  - 📄 tikhub-downloader-api.md 4.1 KB
  - 📄 tikhub-user-api.md 25.2 KB
  - 📄 tiktok-ads-api.md 228.7 KB
  - 📄 tiktok-analytics-api.md 42.1 KB
  - 📄 tiktok-app-v3-api.md 310.5 KB
  - 📄 tiktok-creator-api.md 97.2 KB
  - 📄 tiktok-interaction-api.md 60.0 KB
  - 📄 tiktok-shop-web-api.md 87.3 KB
  - 📄 tiktok-web-api.md 253.9 KB
  - 📄 toutiao-app-api.md 18.1 KB
  - 📄 toutiao-web-api.md 7.5 KB
  - 📄 twitter-web-api.md 50.0 KB
  - 📄 wechat-channels-api.md 58.2 KB
  - 📄 wechat-media-platform-web-api.md 36.5 KB
  - 📄 weibo-app-api.md 79.0 KB
  - 📄 weibo-web-api.md 41.7 KB
  - 📄 weibo-web-v2-api.md 131.8 KB
  - 📄 xiaohongshu-app-api.md 65.4 KB
  - 📄 xiaohongshu-app-v2-api.md 97.3 KB
  - 📄 xiaohongshu-web-api.md 68.8 KB
  - 📄 xiaohongshu-web-v2-api.md 61.9 KB
  - 📄 xigua-app-v2-api.md 26.7 KB
  - 📄 youtube-web-api.md 125.2 KB
  - 📄 youtube-web-v2-api.md 121.6 KB
  - 📄 zhihu-web-api.md 114.5 KB
- 📁 api-tags/
  - 📄 asr-api.md 4.4 KB
  - 📄 bilibili-app-api.md 24.1 KB
  - 📄 bilibili-web-api.md 63.4 KB
  - 📄 demo-api.md 18.1 KB
  - 📄 douyin-app-v3-api.md 104.5 KB
  - 📄 douyin-billboard-api.md 73.7 KB
  - 📄 douyin-creator-api.md 38.4 KB
  - 📄 douyin-creator-v2-api.md 34.5 KB
  - 📄 douyin-search-api.md 62.7 KB
  - 📄 douyin-web-api.md 167.2 KB
  - 📄 douyin-xingtu-api.md 47.6 KB
  - 📄 douyin-xingtu-v2-api.md 48.4 KB
  - 📄 health-check.md 1.2 KB
  - 📄 hybrid-parsing.md 2.8 KB
  - 📄 instagram-v1-api.md 62.9 KB
  - 📄 instagram-v2-api.md 57.7 KB
  - 📄 instagram-v3-api.md 58.2 KB
  - 📄 ios-shortcut.md 1.5 KB
  - 📄 kuaishou-app-api.md 42.3 KB
  - 📄 kuaishou-web-api.md 27.4 KB
  - 📄 lemon8-app-api.md 34.0 KB
  - 📄 linkedin-web-api.md 58.4 KB
  - 📄 media-ingest-api.md 4.6 KB
  - 📄 pipixia-app-api.md 36.2 KB
  - 📄 reddit-app-api.md 56.5 KB
  - 📄 sora2-api.md 36.9 KB
  - 📄 temp-mail-api.md 6.4 KB
  - 📄 threads-web-api.md 23.5 KB
  - 📄 tikhub-downloader-api.md 2.4 KB
  - 📄 tikhub-user-api.md 12.3 KB
  - 📄 tiktok-ads-api.md 71.4 KB
  - 📄 tiktok-analytics-api.md 9.2 KB
  - 📄 tiktok-app-v3-api.md 169.3 KB
  - 📄 tiktok-creator-api.md 35.0 KB
  - 📄 tiktok-interaction-api.md 20.3 KB
  - 📄 tiktok-shop-web-api.md 34.7 KB
  - 📄 tiktok-web-api.md 124.5 KB
  - 📄 toutiao-app-api.md 10.8 KB
  - 📄 toutiao-web-api.md 4.7 KB
  - 📄 twitter-web-api.md 28.1 KB
  - 📄 wechat-channels-api.md 20.5 KB
  - 📄 wechat-media-platform-web-api.md 22.5 KB
  - 📄 weibo-app-api.md 42.3 KB
  - 📄 weibo-web-api.md 23.6 KB
  - 📄 weibo-web-v2-api.md 72.4 KB
  - 📄 xiaohongshu-app-api.md 27.9 KB
  - 📄 xiaohongshu-app-v2-api.md 50.0 KB
  - 📄 xiaohongshu-web-api.md 37.9 KB
  - 📄 xiaohongshu-web-v2-api.md 38.9 KB
  - 📄 xigua-app-v2-api.md 15.4 KB
  - 📄 youtube-web-api.md 49.9 KB
  - 📄 youtube-web-v2-api.md 39.2 KB
  - 📄 zhihu-web-api.md 69.8 KB
- 📁 config-templates/
  - 📄 defaults.yaml 1.3 KB
- 📁 contracts/
  - 📄 creator-card-fields.md 771 B
  - 📄 work-card-fields.md 1.8 KB
- 📁 platform-guides/
  - 📄 douyin.md 2.0 KB
  - 📄 generic.md 2.4 KB
  - 📄 xiaohongshu.md 2.7 KB
- 📁 prompt-contracts/
  - 📄 asr-clean.md 1.0 KB
  - 📄 author-analysis-v2.md 1.3 KB
  - 📄 author-analysis.md 1.3 KB
  - 📄 cta.md 795 B
  - 📄 hook.md 809 B
  - 📄 insight.md 2.0 KB
  - 📄 sampled-work-batch-explanations.md 808 B
  - 📄 structure.md 887 B
  - 📄 style.md 924 B
  - 📄 summary.md 826 B
  - 📄 topic.md 1.2 KB
- 📁 schemas/
  - 📄 author-analysis-input-v1.schema.json 12.3 KB
  - 📄 author-analysis-v2.schema.json 9.1 KB
  - 📄 sampled-work-batch-explanations.schema.json 1.1 KB
- 📁 service-guides/
  - 📄 asr-u2-u3-fallback.md 5.7 KB
- 📄 api-capability-index.md 20.0 KB
- 📄 asr-orchestration.md 1.4 KB
- 📄 workflow.md 990 B
📁 scripts/
- 📁 author_home/
  - 📁 adapters/
    
    📄 __init__.py 0 B
    
    📄 platform_adapters.py 18.5 KB
  - 📁 analyzers/
    
    📄 __init__.py 0 B
    
    📄 author_analysis_v2_support.py 65.5 KB
    
    📄 prompt_first_analyzers.py 18.2 KB
    
    📄 sampled_work_batch_explainer.py 12.8 KB
  - 📁 asr/
    
    📄 __init__.py 107 B
    
    📄 home_asr.py 37.5 KB
  - 📁 builders/
    
    📄 __init__.py 0 B
    
    📄 home_builders.py 10.3 KB
  - 📁 collectors/
    
    📄 __init__.py 0 B
    
    📄 homepage_collectors.py 29.7 KB
  - 📁 orchestrator/
    
    📄 __init__.py 0 B
    
    📄 run_author_analysis.py 35.4 KB
    
    📄 work_analysis_artifacts.py 26.2 KB
  - 📄 __init__.py 0 B
  - 📄 schema.py 15.5 KB
- 📁 core/
  - 📄 __init__.py 0 B
  - 📄 analysis_pipeline.py 4.3 KB
  - 📄 bootstrap_env.py 948 B
  - 📄 config_loader.py 14.7 KB
  - 📄 extract_pipeline.py 5.2 KB
  - 📄 progress_report.py 3.9 KB
  - 📄 storage_router.py 8.5 KB
  - 📄 tikomni_common.py 18.1 KB
- 📁 pipeline/
  - 📁 asr/
    
    📄 __init__.py 0 B
    
    📄 asr_pipeline.py 42.3 KB
    
    📄 poll_u2_task.py 3.1 KB
  - 📄 __init__.py 0 B
- 📁 platform/
  - 📁 douyin/
    
    📄 __init__.py 0 B
    
    📄 douyin_video_type_matrix.py 6.0 KB
    
    📄 run_douyin_single_video.py 41.2 KB
    
    📄 select_low_quality_video_url.py 7.4 KB
  - 📁 xiaohongshu/
    
    📄 __init__.py 0 B
    
    📄 run_xiaohongshu_extract.py 77.6 KB
  - 📄 __init__.py 0 B
- 📁 writers/
  - 📄 __init__.py 0 B
  - 📄 write_author_homepage_samples.py 3.4 KB
  - 📄 write_benchmark_card.py 63.0 KB
- 📄 __init__.py 0 B
📄 env.example 1.9 KB
📄 SKILL.md 6.0 KB

SKILL.md

---
name: creator-analysis
description: Use this skill for creator, account profile, and content-collection retrieval, benchmarking, breakdown, and analysis. Trigger when the user asks to analyze creator / analyze account / profile analysis / creator benchmark / creator breakdown, or 创作者分析 / 账号分析 / 主页分析 / 博主分析 / 博主对标 / 账号拆解 / 作者卡 / 主页作品汇总, and the target is a creator, account profile, channel, or content collection rather than one content item.
---

# Creator Analysis

## When To Use

- Use this skill when the target is a creator, account, profile page, channel, or content collection rather than a single content item.
- Use this skill when the user wants a creator card, author sample cards, sampled explanations, or aggregated creator-level conclusions.
- Use this skill when multiple videos under one profile should go through batch ASR first.
- Use this skill when the user provides a profile URL, creator handle, account identifier, channel entry, or another creator-level entry point.

## What It Can Do

- Fetch and normalize creator-side fact fields.
- Fetch and normalize the full content collection under a profile.
- Produce author sample cards for the retrieved items.
- Run batch ASR for video items when needed.
- Complete bucketing, sampling, sampled explanations, and creator-level analysis.
- Return creator cards, author sample cards, sampled enhanced cards, and aggregated conclusions.

## Core Workflow Rules

- Keep the task scoped to a creator, account profile, or content collection.
- Prefer the platform guide first. Only go back to API discovery references when the guide is insufficient.
- Keep fact cards for all retrieved works, but do not run per-work deep LLM analysis.
- Prefer batch ASR for video items, with up to 100 links per batch.
- Let sampled-work explanation fields come from one batch LLM step only.
- Treat `author_analysis_v2` as the formal creator-level analysis object.
- If `analysis_eligibility=incomplete`, keep the fact card but exclude the item from sampling, sampled explanations, and creator-level analysis.

## Shared Layer Boundaries

- Shared layer owns orchestration order, status semantics, output contracts, sampled-work explanation constraints, and final card-writing rules.
- Platform layer owns route strategy, collector behavior, platform-field compatibility, adapter normalization, and platform-specific cleaning rules.
- Keep sampled explanations as a batch-stage artifact. Do not reintroduce per-work deep analysis in the creator path.
- Treat `author`, `author_sample_work`, and sampled enhanced cards as separate output roles with explicit routing semantics.

## Platform Navigation

- Start with the platform guide:
  - Douyin: `references/platform-guides/douyin.md`
  - Xiaohongshu: `references/platform-guides/xiaohongshu.md`
  - Other platforms: `references/platform-guides/generic.md`
- Route strategy, collector behavior, and raw payload retrieval:
  - First stop: `scripts/author_home/collectors/homepage_collectors.py`
- Platform-field compatibility and normalization:
  - First stop: `scripts/author_home/adapters/platform_adapters.py`
- Orchestration order, stage status, degradation, persistence, and final result assembly:
  - First stop: `scripts/author_home/orchestrator/run_author_analysis.py`
- Work-analysis artifacts, cache behavior, and structural labels:
  - First stop: `scripts/author_home/orchestrator/work_analysis_artifacts.py`
- Sampled explanations and creator-level analysis logic:
  - First stop: `scripts/author_home/analyzers/`
- Card writing and markdown rendering:
  - First stop: `scripts/writers/write_author_homepage_samples.py`
  - Supporting renderer: `scripts/writers/write_benchmark_card.py`

## Do Not

- Do not paste sampled explanations directly into every work-card body.
- Do not expose platform process fields directly in the final card body.
- Do not introduce per-work LLM explanations inside the creator path.
- Do not bypass the platform guide and jump straight into local helpers without understanding the route and contract expectations first.

## Workflow

1. Identify the platform and confirm that the target is a creator, account profile, channel, or content collection.
2. Read `references/contracts/creator-card-fields.md` to confirm required creator-card fields.
3. Read `references/contracts/work-card-fields.md` to confirm required work-card fields for the collected items.
4. Read the platform guide first and then the first-stop implementation file for the problem type you are solving.
5. If video items are involved, read `references/service-guides/asr-u2-u3-fallback.md` and then `references/asr-orchestration.md` to run batch ASR and fallback.
6. Read `references/api-capability-index.md`, `references/api-tags/`, and `references/api-contracts/` only when the platform guide does not provide enough route or field detail.
7. Read `references/workflow.md` to complete bucketing, sampling, sampled explanations, and `author_analysis_v2`.
8. Return the creator card, author sample cards, sampled enhanced cards, and aggregated conclusions.

## References

- API capability index: `references/api-capability-index.md`
- Tag-level route summaries: `references/api-tags/`
- Tag-level full contracts: `references/api-contracts/`
- U2/U3 ASR fallback: `references/service-guides/asr-u2-u3-fallback.md`
- Creator-card fields: `references/contracts/creator-card-fields.md`
- Work-card fields: `references/contracts/work-card-fields.md`
- ASR orchestration: `references/asr-orchestration.md`
- Creator workflow: `references/workflow.md`
- Author-analysis prompt contract: `references/prompt-contracts/author-analysis-v2.md`
- Sampled-explanations prompt contract: `references/prompt-contracts/sampled-work-batch-explanations.md`
- Author-analysis schema: `references/schemas/author-analysis-v2.schema.json`
- Sampled-explanations schema: `references/schemas/sampled-work-batch-explanations.schema.json`
- Generic platform guide: `references/platform-guides/generic.md`
- Douyin guide: `references/platform-guides/douyin.md`
- Xiaohongshu guide: `references/platform-guides/xiaohongshu.md`

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SKILL.md

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