Use cases

Real runs of agentic-video on public clips. Every answer was checked by a script against truth fixed before the run. Runs where the tool got the answer wrong are under Misses.

View on GitHub

Try it

GitHub · PyPI

Claude Code: install ffmpeg and uv with Homebrew, then run:

brew install ffmpeg uv
claude mcp add -s user agentic-video -- uvx agentic-video

Other MCP clients

Verified runs

105

Tools shown

25 of 25

Checks passed

105 of 136

0:24

Find a momentVerified

Find the exact start of a spliced-in shot

Exactly when does the new shot start in this clip?

refine_temporal_beamdetect_cuts
0:24

Find a momentVerified

Find the exact start of a spliced-in shot

Exactly when does the new shot start in this clip?

refine_temporal_beamdetect_cuts
0:24

Find a momentVerified

Find the exact start of a spliced-in shot

Exactly when does the new shot start in this clip?

refine_temporal_beamdetect_cuts
0:24

Find a momentVerified

Find the exact start of a spliced-in shot

Exactly when does the new shot start in this clip?

refine_temporal_beamdetect_cuts
0:20

SoundTool missed

Find the time of each beep in a clip's sound

When does each beep sound in this video?

audio_onsets
0:20

SoundTool missed

Find the time of each beep in a clip's sound

When does each beep sound in this video?

audio_onsets
0:20

CountTool missed

Count the clicks in a quiet stretch of sound

How many clicks are there in this video's sound, and when do they happen?

audio_onsets
0:20

CountTool missed

Count the clicks in a quiet stretch of sound

How many clicks are there in this video's sound, and when do they happen?

audio_onsets
0:20

CountTool missed

Count the clicks in a quiet stretch of sound

How many clicks are there in this video's sound, and when do they happen?

audio_onsets
0:20

CountTool missed

Count the clicks in a quiet stretch of sound

How many clicks are there in this video's sound, and when do they happen?

audio_onsets
0:13

Cuts and editsVerified

Find the edits in a 4-shot lecture clip

Where are the edits in this video? Which are hard cuts and which are fades?

detect_cutsframe_at
0:08

Cuts and editsVerified

Find the edits in a 3-shot music clip

Where are the edits in this video? Which are hard cuts and which are fades?

detect_cutsframe_at
0:13

Cuts and editsTool missed

Find the edits in a 4-shot screen recording clip

Where are the edits in this video? Which are hard cuts and which are fades?

detect_cutsframe_at
0:13

Cuts and editsVerified

Find the edits in a 4-shot sports clip

Where are the edits in this video? Which are hard cuts and which are fades?

detect_cutsframe_at
0:11

Cuts and editsTool missed

Find the edits in a 4-shot tutorial clip

Where are the edits in this video? Which are hard cuts and which are fades?

detect_cutsframe_at
0:11

Cuts and editsVerified

Find the cross-dissolve where two shots are joined

Is there a fade between shots? Where is it?

detect_cutsinspect_window
0:08

Cuts and editsTool missed

Find the cross-dissolve where two shots are joined

Is there a fade between shots? Where is it?

detect_cutsinspect_window
0:10

Cuts and editsVerified

Find the cross-dissolve where two shots are joined

Is there a fade between shots? Where is it?

detect_cutsinspect_window
0:08

Cuts and editsVerified

Find the cross-dissolve where two shots are joined

Is there a fade between shots? Where is it?

detect_cutsinspect_window
0:07

Cuts and editsVerified

Find the cross-dissolve where two shots are joined

Is there a fade between shots? Where is it?

detect_cutsinspect_window
0:12

Sync and qualityVerified

Find where a video stutters, from repeated frames

Does the video stutter anywhere? When does it start?

check_frame_cadence
0:12

Sync and qualityVerified

Find where a video stutters, from repeated frames

Does the video stutter anywhere? When does it start?

check_frame_cadence
0:12

Sync and qualityTool missed

Find where a video stutters, from repeated frames

Does the video stutter anywhere? When does it start?

check_frame_cadence
0:12

Sync and qualityVerified

Find where a video stutters, from repeated frames

Does the video stutter anywhere? When does it start?

check_frame_cadence
0:12

Sync and qualityVerified

Find where a video stutters, from repeated frames

Does the video stutter anywhere? When does it start?

check_frame_cadence
0:12

Sync and qualityVerified

Find where a video stutters, from repeated frames

Does the video stutter anywhere? When does it start?

check_frame_cadence
0:20

Sync and qualityTool missed

Find a short frozen picture in a moving clip

Is there a freeze in this clip?

check_frame_cadenceframe_at
0:20

Sync and qualityTool missed

Find a short frozen picture in a moving clip

Is there a freeze in this clip?

check_frame_cadenceframe_at
0:20

Sync and qualityTool missed

Find a short frozen picture in a moving clip

Is there a freeze in this clip?

check_frame_cadenceframe_at
0:20

Sync and qualityTool missed

Find a short frozen picture in a moving clip

Is there a freeze in this clip?

check_frame_cadenceframe_at
0:40

Motion and regionsVerified

Count how often a light turns on or off in cooking footage

How many times does the light turn on or off in this video?

track_region_events
0:40

Motion and regionsVerified

Count how often a light turns on or off in game footage

How many times does the light turn on or off in this video?

track_region_events
0:40

Motion and regionsVerified

Count how often a light turns on or off in lecture footage

How many times does the light turn on or off in this video?

track_region_events
0:40

Motion and regionsVerified

Count how often a light turns on or off in music footage

How many times does the light turn on or off in this video?

track_region_events
0:40

Motion and regionsVerified

Count how often a light turns on or off in archive news footage

How many times does the light turn on or off in this video?

track_region_events
0:40

Motion and regionsVerified

Count how often a light turns on or off in space footage

How many times does the light turn on or off in this video?

track_region_events
0:20

SoundVerified

Find where the sound drops out for a moment

Is there a silent gap in the sound? Where does it start and end?

loudness_timelinereview_video
0:20

SoundVerified

Find where the sound drops out for a moment

Is there a silent gap in the sound? Where does it start and end?

loudness_timelinereview_video
0:20

SoundVerified

Find where the sound drops out for a moment

Is there a silent gap in the sound? Where does it start and end?

loudness_timelinereview_video
0:20

SoundVerified

Find where the sound drops out for a moment

Is there a silent gap in the sound? Where does it start and end?

loudness_timelinereview_video
0:20

SoundVerified

Find where the sound drops out for a moment

Is there a silent gap in the sound? Where does it start and end?

loudness_timelinereview_video
0:20

SoundVerified

Find where the sound drops out for a moment

Is there a silent gap in the sound? Where does it start and end?

loudness_timelinereview_video
0:47

Find a momentVerified

Find the shot of Earth through a station window

Where is the shot of blue Earth seen through a space station window?

build_visual_indexsearch_visual
0:51

Find a momentVerified

Find the shot of Earth through a station window

Where is the shot of blue Earth seen through a space station window?

build_visual_indexsearch_visual
0:56

Find a momentVerified

Find the shot of Earth through a station window

Where is the shot of blue Earth seen through a space station window?

build_visual_indexsearch_visual
0:56

Find a momentVerified

Find the shot of Earth through a station window

Where is the shot of blue Earth seen through a space station window?

build_visual_indexsearch_visual
0:55

Find a momentVerified

Find the shot of Earth through a station window

Where is the shot of blue Earth seen through a space station window?

build_visual_indexsearch_visual
0:56

Find a momentVerified

Find the shot of Earth through a station window

Where is the shot of blue Earth seen through a space station window?

build_visual_indexsearch_visual
0:53

Find a momentVerified

Find the Earth-through-window shot in a film clip

Where is the shot of blue Earth through a space station window in a film clip?

build_visual_indexsearch_visualinspect_moments
0:49

Find a momentTool missed

Find the Earth-through-window shot in a monitoring clip

Where is the shot of blue Earth through a space station window in a monitoring clip?

build_visual_indexsearch_visualinspect_moments
0:51

Find a momentTool missed

Find the Earth-through-window shot in a music clip

Where is the shot of blue Earth through a space station window in a music clip?

build_visual_indexsearch_visualinspect_moments
0:47

Find a momentVerified

Find the Earth-through-window shot in a nature clip

Where is the shot of blue Earth through a space station window in a nature clip?

build_visual_indexsearch_visualinspect_moments
0:57

Find a momentVerified

Find the Earth-through-window shot in a screen recording

Where is the shot of blue Earth through a space station window in a screen recording?

build_visual_indexsearch_visualinspect_moments
0:30

SoundVerified

Name the sound in one 5-second window of game footage

What sound is heard from 10 to 15 seconds?

label_sounds
0:30

SoundVerified

Name the sound in one 5-second window of archive news footage

What sound is heard from 25 to 30 seconds?

label_sounds
0:30

SoundTool missed

Name the sound in one 5-second window of space footage

What sound is heard from 5 to 10 seconds?

label_sounds
0:30

SoundVerified

Name the sound in one 5-second window of a generated test clip

What sound is heard from 0 to 5 seconds?

label_sounds
0:30

CountVerified

Count how many times a purple circle logo pops up

How many times does the logo pop up?

count_occurrences
0:30

CountVerified

Count how many times a purple circle logo pops up

How many times does the logo pop up?

count_occurrences
0:30

CountVerified

Count how many times a purple circle logo pops up

How many times does the logo pop up?

count_occurrences
0:30

CountVerified

Count how many times a purple circle logo pops up

How many times does the logo pop up?

count_occurrences
0:30

CountVerified

Count how many times a purple circle logo pops up

How many times does the logo pop up?

count_occurrences
0:30

CountVerified

Count how many times a purple circle logo pops up

How many times does the logo pop up?

count_occurrences
0:16

CountTool missed

Count how many times one short motion repeats

How many times does the speaker repeat the same gesture?

count_repetitions
0:08

CountTool missed

Count how many times one short motion repeats

How many times does the same motion repeat on screen?

count_repetitions
0:11

CountTool missed

Count how many times one short motion repeats

How many times does the player repeat the move?

count_repetitions
0:11

CountTool missed

Count how many times one short motion repeats

How many times does the same motion repeat on screen?

count_repetitions
0:18

SoundVerified

Find where the sound suddenly gets loud

Where does it suddenly get loud?

loudness_timeline
0:18

SoundVerified

Find where the sound suddenly gets loud

Where does it suddenly get loud?

loudness_timeline
0:18

SoundVerified

Find where the sound suddenly gets loud

Where does it suddenly get loud?

loudness_timeline
0:18

SoundVerified

Find where the sound suddenly gets loud

Where does it suddenly get loud?

loudness_timeline
0:18

SoundVerified

Find where the sound suddenly gets loud

Where does it suddenly get loud?

loudness_timeline
0:24

OrientTool missed

Tour a 3-section film montage and find each section start

Give me a quick tour of this video. Where do the sections start?

overview_chunksdetect_cuts
0:28

OrientVerified

Tour a 3-section lecture montage and find each section start

Give me a quick tour of this video. Where do the sections start?

overview_chunksdetect_cuts
0:43

OrientVerified

Tour a 5-section monitoring montage and find each section start

Give me a quick tour of this video. Where do the sections start?

overview_chunksdetect_cuts
0:40

OrientTool missed

Tour a 5-section music montage and find each section start

Give me a quick tour of this video. Where do the sections start?

overview_chunksdetect_cuts
0:33

OrientTool missed

Tour a 4-section nature montage and find each section start

Give me a quick tour of this video. Where do the sections start?

overview_chunksdetect_cuts
0:22

OrientVerified

Tour a 3-section sports montage and find each section start

Give me a quick tour of this video. Where do the sections start?

overview_chunksdetect_cuts
1:00

OrientVerified

Find the frame rate and size of a clip

What is the frame rate of this video, and how big is it?

probe_videocontact_sheet
0:40

OrientVerified

Find the frame rate and size of a clip

What is the frame rate of this video, and how big is it?

probe_videocontact_sheet
0:38

OrientVerified

Find the frame rate and size of a clip

What is the frame rate of this video, and how big is it?

probe_videocontact_sheet
1:00

OrientVerified

Find the frame rate and size of a clip

What is the frame rate of this video, and how big is it?

probe_videocontact_sheet
0:24

OrientVerified

Find the frame rate and size of a clip

What is the frame rate of this video, and how big is it?

probe_videocontact_sheet
1:00

OrientVerified

Find the frame rate and size of a clip

What is the frame rate of this video, and how big is it?

probe_videocontact_sheet
0:27

What was saidTool missed

Quote what a lecturer says at one moment

What exactly is said starting about 4 seconds into this clip?

transcribe
0:30

What was saidTool missed

Quote what a NASA speaker says at one moment

What exactly is said starting about 4 seconds into this clip?

transcribe
0:17

What was saidVerified

Quote the narration at one moment of a generated clip

What exactly is said starting about 4 seconds into this clip?

transcribe
0:30

What was saidVerified

Quote what a tutorial narrator says at one moment

What exactly is said starting about 4 seconds into this clip?

transcribe
0:20

Motion and regionsVerified

Find when a scoreboard-like box in one region changes

When does the scoreboard change?

track_region_changes
0:20

Motion and regionsVerified

Find when a scoreboard-like box in one region changes

When does the scoreboard change?

track_region_changes
0:20

Motion and regionsVerified

Find when a scoreboard-like box in one region changes

When does the scoreboard change?

track_region_changes
0:20

Motion and regionsVerified

Find when a scoreboard-like box in one region changes

When does the scoreboard change?

track_region_changes
0:20

Motion and regionsVerified

Find when a scoreboard-like box in one region changes

When does the scoreboard change?

track_region_changes
0:20

Motion and regionsVerified

Find when a scoreboard-like box in one region changes

When does the scoreboard change?

track_region_changes
0:08

CountVerified

Count how many times a ball bounces in a clip

How many times does the ball bounce in this clip?

count_repetitions
0:12

CountVerified

Count how many times a ball bounces in a clip

How many times does the ball bounce in this clip?

count_repetitions
0:08

CountVerified

Count how many times a ball bounces in a clip

How many times does the ball bounce in this clip?

count_repetitions
0:13

CountTool missed

Count how many times a ball bounces in a clip

How many times does the ball bounce in this clip?

count_repetitions
0:20

ReviewVerified

QA a clip for a silent gap before posting

QA this clip before I post it.

review_video
0:20

ReviewVerified

QA a clip for a silent gap before posting

QA this clip before I post it.

review_video
0:20

ReviewVerified

QA a clip for a silent gap before posting

QA this clip before I post it.

review_video
0:20

ReviewVerified

QA a clip for a silent gap before posting

QA this clip before I post it.

review_video
0:20

ReviewVerified

QA a clip for a silent gap before posting

QA this clip before I post it.

review_video
0:20

ReviewVerified

QA a clip for a silent gap before posting

QA this clip before I post it.

review_video
0:58

What was saidVerified

Find the moment a lecturer says two key words

When does the speaker say "accompany particular"?

transcribesearch_transcript
0:58

What was saidVerified

Find the moment a space video narrator says a phrase

When does the speaker say "mission validate"?

transcribesearch_transcript
0:33

What was saidVerified

Find the moment a generated test narrator says a phrase

When does the speaker say "speaker mouth"?

transcribesearch_transcript
0:58

What was saidVerified

Find the moment a tutorial narrator says a phrase

When does the speaker say "right improve"?

transcribesearch_transcript
0:20

Read the screenVerified

Find when small text in one corner of a video appears

When does the word BOOKMARK appear in the corner of the video?

count_occurrencesframe_at
0:20

Read the screenVerified

Find when small text in one corner of a video appears

When does the word PLAYBACK appear in the corner of the video?

count_occurrencesframe_at
0:20

Read the screenVerified

Find when small text in one corner of a video appears

When does the word CHECKPOINT appear in the corner of the video?

count_occurrencesframe_at
0:20

Sync and qualityVerified

Measure how far the sound is out of sync with the picture

Is the sound out of sync in this clip? By how much?

sync_checkframe_at
0:20

Sync and qualityVerified

Measure how far the sound is out of sync with the picture

Is the sound out of sync in this clip? By how much?

sync_checkframe_at
0:20

Sync and qualityVerified

Measure how far the sound is out of sync with the picture

Is the sound out of sync in this clip? By how much?

sync_checkframe_at
0:20

Sync and qualityVerified

Measure how far the sound is out of sync with the picture

Is the sound out of sync in this clip? By how much?

sync_checkframe_at
0:30

Read the screenVerified

Find when a word shows on screen in film footage

When does the word STOP show up on the screen in this video?

count_occurrencesframe_at
0:30

Read the screenVerified

Find when a word shows on screen in lecture footage

When does the word OFFLINE show up on the screen in this video?

count_occurrencesframe_at
0:30

Read the screenVerified

Find when a word shows on screen in monitoring footage

When does the word OFFLINE show up on the screen in this video?

count_occurrencesframe_at
0:30

Read the screenVerified

Find when a word shows on screen in music footage

When does the word OFFLINE show up on the screen in this video?

count_occurrencesframe_at
0:28

Read the screenVerified

Find when a word shows on screen in a screen recording

When does the word DONE show up on the screen in this video?

count_occurrencesframe_at
0:30

Read the screenVerified

Find when a word shows on screen in sports footage

When does the word READY show up on the screen in this video?

count_occurrencesframe_at
0:30

Read the screenVerified

Find when a word shows on screen in tutorial footage

When does the word SAVED show up on the screen in this video?

count_occurrencesframe_at
0:12

SoundVerified

Find when a steady tone is heard in the mid band of a clip

There's a whine in the audio. When does it start and stop?

spectrogram_windowloudness_timeline
0:12

SoundTool missed

Find when a steady tone is heard in the mid band of a clip

There's a whine in the audio. When does it start and stop?

spectrogram_windowloudness_timeline
0:12

SoundVerified

Find when a steady tone is heard in the mid band of a clip

There's a whine in the audio. When does it start and stop?

spectrogram_windowloudness_timeline
0:30

Find a momentVerified

Find when a magenta square first appears in a cooking clip

When does a bright magenta square first appear in this video?

watch_for
0:30

Find a momentVerified

Find when a magenta square first appears in a game clip

When does a bright magenta square first appear in this video?

watch_for
0:30

Find a momentVerified

Find when a magenta square first appears in a lecture clip

When does a bright magenta square first appear in this video?

watch_for
0:30

Find a momentVerified

Find when a magenta square first appears in a music clip

When does a bright magenta square first appear in this video?

watch_for
0:30

Find a momentVerified

Find when a magenta square first appears in an archive newsreel

When does a bright magenta square first appear in this video?

watch_for
0:30

Find a momentVerified

Find when a magenta square first appears in a generated test clip

When does a bright magenta square first appear in this video?

watch_for
0:26

ReviewTool missed

Find each shot change in a 4-shot film clip

Where does the shot change? Show me each change.

detect_cutsinspect_windows
0:24

ReviewVerified

Find each shot change in a 4-shot monitoring clip

Where does the shot change? Show me each change.

detect_cutsinspect_windows
0:23

ReviewTool missed

Find each shot change in a 4-shot music clip

Where does the shot change? Show me each change.

detect_cutsinspect_windows
0:23

ReviewTool missed

Find each shot change in a 4-shot nature clip

Where does the shot change? Show me each change.

detect_cutsinspect_windows
0:24

ReviewVerified

Find each shot change in a 4-shot tutorial clip

Where does the shot change? Show me each change.

detect_cutsinspect_windows

Use cases

Try it

Find the exact start of a spliced-in shot

Find the exact start of a spliced-in shot

Find the exact start of a spliced-in shot

Find the exact start of a spliced-in shot

Find the time of each beep in a clip's sound

Find the time of each beep in a clip's sound

Count the clicks in a quiet stretch of sound

Count the clicks in a quiet stretch of sound

Count the clicks in a quiet stretch of sound

Count the clicks in a quiet stretch of sound

Find the edits in a 4-shot lecture clip

Find the edits in a 3-shot music clip

Find the edits in a 4-shot screen recording clip

Find the edits in a 4-shot sports clip

Find the edits in a 4-shot tutorial clip

Find the cross-dissolve where two shots are joined

Find the cross-dissolve where two shots are joined

Find the cross-dissolve where two shots are joined

Find the cross-dissolve where two shots are joined

Find the cross-dissolve where two shots are joined

Find where a video stutters, from repeated frames

Find where a video stutters, from repeated frames

Find where a video stutters, from repeated frames

Find where a video stutters, from repeated frames

Find where a video stutters, from repeated frames

Find where a video stutters, from repeated frames

Find a short frozen picture in a moving clip

Find a short frozen picture in a moving clip

Find a short frozen picture in a moving clip

Find a short frozen picture in a moving clip

Count how often a light turns on or off in cooking footage

Count how often a light turns on or off in game footage

Count how often a light turns on or off in lecture footage

Count how often a light turns on or off in music footage

Count how often a light turns on or off in archive news footage

Count how often a light turns on or off in space footage

Find where the sound drops out for a moment

Find where the sound drops out for a moment

Find where the sound drops out for a moment

Find where the sound drops out for a moment

Find where the sound drops out for a moment

Find where the sound drops out for a moment

Find the shot of Earth through a station window

Find the shot of Earth through a station window

Find the shot of Earth through a station window

Find the shot of Earth through a station window

Find the shot of Earth through a station window

Find the shot of Earth through a station window

Find the Earth-through-window shot in a film clip

Find the Earth-through-window shot in a monitoring clip

Find the Earth-through-window shot in a music clip

Find the Earth-through-window shot in a nature clip

Find the Earth-through-window shot in a screen recording

Name the sound in one 5-second window of game footage

Name the sound in one 5-second window of archive news footage

Name the sound in one 5-second window of space footage

Name the sound in one 5-second window of a generated test clip

Count how many times a purple circle logo pops up

Count how many times a purple circle logo pops up

Count how many times a purple circle logo pops up

Count how many times a purple circle logo pops up

Count how many times a purple circle logo pops up

Count how many times a purple circle logo pops up

Count how many times one short motion repeats

Count how many times one short motion repeats

Count how many times one short motion repeats

Count how many times one short motion repeats

Find where the sound suddenly gets loud

Find where the sound suddenly gets loud

Find where the sound suddenly gets loud

Find where the sound suddenly gets loud

Find where the sound suddenly gets loud

Tour a 3-section film montage and find each section start

Tour a 3-section lecture montage and find each section start

Tour a 5-section monitoring montage and find each section start

Tour a 5-section music montage and find each section start

Tour a 4-section nature montage and find each section start

Tour a 3-section sports montage and find each section start