engagement-analysis

Original：🇺🇸 English

Translated

Analyze per-video engagement and comments through SocialKit across YouTube, TikTok, Instagram, and Facebook. Use when the user asks for views, likes, shares, reactions, comment counts, or the actual comments on a post, or wants sentiment and audience reaction analysis. Also covers single tweet and single LinkedIn post detail. Not for posting, private accounts, or unrelated website scraping.

2installs

Sourcesocialkit-api/skills

Added on2026-10-24

NPX Install

npx skill4agent add socialkit-api/skills engagement-analysis

SKILL.md Content

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Engagement Analysis

Overview

Measure how a specific post performed and what the audience said. Two moves: pull the stats, and pull the comments. Use

socialkit-api

for auth and endpoint details.

Per-Video Stats

Source	Endpoint / MCP tool	Returns
YouTube	`/youtube/stats` / `youtube_stats`	views, likes, comments, duration, channel
TikTok	`/tiktok/stats` / `tiktok_stats`	views, likes, comments, shares, collects
Instagram	`/instagram/stats` / `instagram_stats`	likes, views, comments, author
Facebook	`/facebook/stats` / `facebook_stats`	views, reactions breakdown, shares
X/Twitter (single)	`/twitter/tweet` / `twitter_tweet`	tweet detail
LinkedIn (single)	`/linkedin/post` / `linkedin_post`	post detail

Comments

Source	Endpoint / MCP tool	Params
YouTube	`/youtube/comments` / `youtube_comments`	`url` , `limit` ; no cursor
TikTok	`/tiktok/comments` / `tiktok_comments`	`url` , `limit` , `cursor`
Instagram	`/instagram/comments` / `instagram_comments`	`url` , `limit` , `cursor`
Facebook	`/facebook/comments` / `facebook_comments`	`url` , `limit` , `cursor`

Comment fields vary by platform. Preserve missing counts as unknown, including null Instagram views/shares. Instagram comments expose collectionStatus and stopReason; hasMore=false alone does not establish completeness.

Workflow

For "how did this do", call the stats endpoint for the video URL.
For "what did people say", call the comments endpoint. Set
```
limit
```
; use a returned cursor only where supported and cap the pages fetched.
To analyze sentiment, pull a bounded sample of returned comments, then summarize themes and tone yourself. State the sample size and collection limits; a popularity-ranked sample is not representative of the entire audience.
To compare many videos, use the bulk stats or bulk comments routes rather than looping.

Examples

bash

export SOCIALKIT_API_KEY="YOUR_SOCIALKIT_ACCESS_KEY"

# Stats
curl -s "https://api.socialkit.dev/tiktok/stats?url=https://www.tiktok.com/@user/video/7370790114802322694" \
  -H "x-access-key: $SOCIALKIT_API_KEY"

# Top comments
curl -s "https://api.socialkit.dev/youtube/comments?url=https://youtube.com/watch?v=dQw4w9WgXcQ&limit=50" \
  -H "x-access-key: $SOCIALKIT_API_KEY"

Bulk

Bulk stats:

/youtube/stats/bulk

,

/tiktok/stats/bulk

,

/instagram/stats/bulk

. Bulk comments:

/youtube/comments/bulk

,

/tiktok/comments/bulk

. All take a

urls

array by

POST

.

Common Pitfalls

Stats and comments need a single post URL, not a profile URL.
YouTube comments have no cursor input. Other supported comment endpoints may expose a cursor; stop when absent/repeated or the page budget is reached. A collected sample is not the full discussion.
Like counts and view counts are point-in-time. Note when the user needs a trend rather than a snapshot.
Sentiment is your analysis of the returned comments, not a field the API returns.

Output Standards

Lead with the headline numbers, then the comment themes.
When claiming sentiment, back it with a few quoted, high-engagement comments.
Keep the post URL and any IDs for follow-up.

Use only public supported content. Do not route posting, private-account access, login bypass, or unrelated website scraping here. See

socialkit-api

for authentication, endpoint-specific pagination, failure handling, and credits. Preserve unknown metrics and scope conclusions to the collected sample.

Use

/twitter/thread

/

twitter_thread

for a public author self-reply chain,

/twitter/article

/

twitter_article

for full native X Articles, and REST

/reddit/post

for a public Reddit submission. These do not imply Reddit comment collection or arbitrary website extraction.