Video Highlight Extraction

Extract the best moments and highlights from long-form video content using each::sense. This skill intelligently analyzes videos to identify and extract compelling clips, action sequences, emotional peaks, and key moments.

Features

• Smart Detection: AI-powered analysis to find the most engaging moments
• Gaming Highlights: Extract kills, wins, clutch plays, and epic moments
• Sports Clips: Capture goals, touchdowns, dunks, and pivotal plays
• Podcast Moments: Find quotable segments and viral-worthy clips
• Webinar Summaries: Extract key points and actionable insights
• Meeting Highlights: Summarize decisions, action items, and key discussions
• Event Highlights: Concert peaks, wedding moments, travel adventures
• Trailer Generation: Auto-generate trailers from full-length content

Quick Start

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Extract the 5 best highlight moments from this gaming video, focus on action sequences and wins"}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/gameplay-session.mp4"]
  }'

Highlight Types & Use Cases

| Content Type | Focus Areas | Output Format | |--------------|-------------|---------------| | Gaming | Kills, wins, fails, reactions | Short clips (15-60s) | | Sports | Scores, plays, celebrations | Highlight reel (30-90s) | | Podcasts | Quotes, insights, debates | Clip compilations (30-120s) | | Webinars | Key points, demos, Q&A | Summary clips (60-180s) | | Meetings | Decisions, action items | Condensed recap (2-5min) | | Concerts | Peaks, crowd moments | Best-of compilation | | Weddings | Ceremony, reactions, speeches | Highlight reel | | Travel | Scenic views, activities | Adventure montage |

Use Case Examples

1. Extract Best Moments from Long Video

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Analyze this 2-hour video and extract the top 10 most engaging moments. Look for emotional peaks, funny moments, and visually impressive scenes. Create individual clips of 30-60 seconds each."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/long-form-content.mp4"]
  }'

2. Gaming Highlight Detection

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Extract gaming highlights from this Valorant stream. Find all clutch rounds, ace plays, and epic kills. Create a highlight reel with smooth transitions between clips."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/valorant-stream.mp4"]
  }'

3. Sports Highlight Extraction

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Create a sports highlight reel from this football game. Extract all touchdowns, big plays, interceptions, and celebration moments. Include 2 seconds before and after each key moment for context."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/football-game.mp4"]
  }'

4. Podcast Best Clips

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Find the most shareable clips from this podcast episode. Look for controversial takes, insightful moments, funny exchanges, and quotable statements. Extract 5-8 clips optimized for social media (under 60 seconds each)."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/podcast-episode.mp4"]
  }'

5. Webinar Key Moments

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Extract key moments from this 90-minute webinar. Identify main talking points, important demonstrations, audience questions, and actionable takeaways. Create a 5-minute summary highlight reel."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/webinar-recording.mp4"]
  }'

6. Meeting Highlights

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Create a meeting highlight summary from this team call. Extract all decisions made, action items assigned, key discussion points, and any important announcements. Condense into a 3-minute recap video."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "eco",
    "video_urls": ["https://example.com/team-meeting.mp4"]
  }'

7. Concert Best Moments

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Extract the best moments from this concert recording. Find crowd singalongs, guitar solos, drum fills, artist interactions with crowd, and emotional peaks. Create a 4-minute highlight compilation with the most energetic parts."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/concert-full.mp4"]
  }'

8. Travel Video Highlights

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Create a travel highlight reel from my vacation footage. Extract the most scenic views, exciting activities, local food experiences, and memorable moments. Make a 2-minute shareable video with dynamic pacing."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/vacation-footage.mp4"]
  }'

9. Wedding Highlight Reel

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Create a wedding highlight reel from the full ceremony and reception footage. Extract the vows, first kiss, first dance, cake cutting, bouquet toss, speeches with emotional reactions, and candid guest moments. Create a 5-minute cinematic highlight video."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/wedding-full.mp4"]
  }'

10. Auto-Generate Trailer from Movie

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Generate a 2-minute trailer from this feature film. Select the most dramatic moments, action sequences, emotional beats, and visually stunning shots. Build tension with the pacing - start slow, build to climax. Avoid major spoilers but hint at the story."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/feature-film.mp4"]
  }'

Mode Selection

Ask your users before processing:

"Do you want fast & cheap, or high quality?"

| Mode | Best For | Speed | Quality | |------|----------|-------|---------| | max | Final highlight reels, client deliverables, trailer cuts | Slower | Highest | | eco | Quick previews, meeting recaps, internal reviews | Faster | Good |

Multi-Turn Highlight Refinement

Use session_id to iterate on extracted highlights:

# Initial extraction
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Extract highlights from this gaming stream, focus on the best plays"}],
    "model": "eachsense/beta",
    "stream": true,
    "session_id": "highlight-project-001",
    "video_urls": ["https://example.com/stream.mp4"]
  }'

# Refine selection
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Remove the third clip and find more moments with team fights"}],
    "model": "eachsense/beta",
    "stream": true,
    "session_id": "highlight-project-001"
  }'

# Adjust timing
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Make each clip shorter, around 15-20 seconds, and add transitions between them"}],
    "model": "eachsense/beta",
    "stream": true,
    "session_id": "highlight-project-001"
  }'

Platform-Optimized Clips

Generate highlights optimized for different platforms:

# YouTube Shorts / TikTok (vertical 9:16)
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Extract viral-worthy moments and format them as vertical 9:16 clips for TikTok/YouTube Shorts. Each clip should be 15-30 seconds with a strong hook in the first 2 seconds."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/content.mp4"]
  }'

# Twitter/X (square 1:1)
curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Create square 1:1 highlight clips optimized for Twitter. Under 2 minutes each, punchy and shareable."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/content.mp4"]
  }'

Highlight Detection Parameters

Customize what the AI looks for:

curl -X POST https://eachsense-agent.core.eachlabs.run/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Extract highlights with the following criteria: prioritize moments with high audio energy (cheering, music peaks), visual motion (fast action, camera movement), and emotional expressions (laughter, surprise). Skip any slow or static segments. Create 8 clips of 20-40 seconds each."}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max",
    "video_urls": ["https://example.com/event-footage.mp4"]
  }'

Error Handling

| Error | Cause | Solution | |-------|-------|----------| | Failed to create prediction: HTTP 422 | Insufficient balance | Top up at eachlabs.ai | | Video too long | Exceeds processing limits | Split into smaller segments | | Unsupported format | Video codec not supported | Convert to MP4 H.264 | | Timeout | Long video processing | Set client timeout to minimum 10 minutes |

Important: Video highlight extraction can take significant time for long videos. Always set your HTTP client timeout to at least 10 minutes to avoid premature disconnection.

Best Practices

Input Video

• Format: MP4 with H.264 codec works best
• Quality: Higher resolution enables better moment detection
• Length: For videos over 2 hours, consider processing in segments

Prompt Tips

• Specify the number of highlights you want
• Describe the types of moments to look for
• Mention desired clip length
• Indicate output format requirements (aspect ratio, duration)

Output Optimization

• Use max mode for final deliverables
• Use eco mode for quick previews and iteration
• Leverage session_id for multi-turn refinement

Related Skills

• each-sense - Core API documentation
• video-generation - Generate new video content
• video-edit - Edit and modify existing videos