SKILL.md
Trend Analysis
Discover and track emerging trends using Apify Actors to extract data from multiple platforms.
Prerequisites
(No need to check it upfront)
.envfile withAPIFY_TOKEN
- Node.js 20.6+ (for native
--env-filesupport)
mcpcCLI tool:npm install -g @apify/mcpc
Workflow
Copy this checklist and track progress:
Task Progress:
- [ ] Step 1: Identify trend type (select Actor)
- [ ] Step 2: Fetch Actor schema via mcpc
- [ ] Step 3: Ask user preferences (format, filename)
- [ ] Step 4: Run the analysis script
- [ ] Step 5: Summarize findings
Step 1: Identify Trend Type
Select the appropriate Actor based on research needs:
User Need
Actor ID
Best For
Search trends
apify/google-trends-scraper
Google Trends data
Hashtag tracking
apify/instagram-hashtag-scraper
Hashtag content
Hashtag metrics
apify/instagram-hashtag-stats
Performance stats
Visual trends
apify/instagram-post-scraper
Post analysis
Trending discovery
apify/instagram-search-scraper
Search trends
Comprehensive tracking
apify/instagram-scraper
Full data
API-based trends
apify/instagram-api-scraper
API access
Engagement trends
apify/export-instagram-comments-posts
Comment tracking
Product trends
apify/facebook-marketplace-scraper
Marketplace data
Visual analysis
apify/facebook-photos-scraper
Photo trends
Community trends
apify/facebook-groups-scraper
Group monitoring
YouTube Shorts
streamers/youtube-shorts-scraper
Short-form trends
YouTube hashtags
streamers/youtube-video-scraper-by-hashtag
Hashtag videos
TikTok hashtags
clockworks/tiktok-hashtag-scraper
Hashtag content
Trending sounds
clockworks/tiktok-sound-scraper
Audio trends
TikTok ads
clockworks/tiktok-ads-scraper
Ad trends
Discover page
clockworks/tiktok-discover-scraper
Discover trends
Explore trends
clockworks/tiktok-explore-scraper
Explore content
Trending content
clockworks/tiktok-trends-scraper
Viral content
Step 2: Fetch Actor Schema
Fetch the Actor's input schema and details dynamically using mcpc:
export $(grep APIFY_TOKEN .env | xargs) && mcpc --json mcp.apify.com --header "Authorization: Bearer $APIFY_TOKEN" tools-call fetch-actor-details actor:="ACTOR_ID" | jq -r ".content"
Replace ACTOR_ID with the selected Actor (e.g., apify/google-trends-scraper).
This returns:
- Actor description and README
- Required and optional input parameters
- Output fields (if available)
Step 3: Ask User Preferences
Before running, ask:
- Output format:
- Quick answer - Display top few results in chat (no file saved)
- CSV - Full export with all fields
- JSON - Full export in JSON format
- Number of results: Based on character of use case
Step 4: Run the Script
Quick answer (display in chat, no file):
node --env-file=.env ${CLAUDE_PLUGIN_ROOT}/reference/scripts/run_actor.js \
--actor "ACTOR_ID" \
--input 'JSON_INPUT'
CSV:
node --env-file=.env ${CLAUDE_PLUGIN_ROOT}/reference/scripts/run_actor.js \
--actor "ACTOR_ID" \
--input 'JSON_INPUT' \
--output YYYY-MM-DD_OUTPUT_FILE.csv \
--format csv
JSON:
node --env-file=.env ${CLAUDE_PLUGIN_ROOT}/reference/scripts/run_actor.js \
--actor "ACTOR_ID" \
--input 'JSON_INPUT' \
--output YYYY-MM-DD_OUTPUT_FILE.json \
--format json
Step 5: Summarize Findings
After completion, report:
- Number of results found
- File location and name
- Key trend insights
- Suggested next steps (deeper analysis, content opportunities)
Error Handling
APIFY_TOKEN not found - Ask user to create .env with APIFY_TOKEN=your_token
mcpc not found - Ask user to install npm install -g @apify/mcpc
Actor not found - Check Actor ID spelling
Run FAILED - Ask user to check Apify console link in error output
Timeout - Reduce input size or increase --timeout