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by Mert Düzgün
MCP servers/Design & Creative
makkov-design avatar

Frame Lens

makkov-design/framelens

Eyes and ears for AI agents: measured cuts, easing, palette, beats and transcripts from any video.

GitHub stars
1
tools
17
auth
Secret needed
transport
STDIO
env vars
4
last updated
Nov 10, 2026
View on GitHubSave

Tools

17 tools

Public tool metadata for what this MCP can expose to an agent.

planStart here for any video. Classifies it (talking head, screen, motion graphics, music video, live action), reads the goal from the request (`listen`, `learn`, `find`, `style`, `sound`, `production`) and lists the steps with an image-token estimate

Start here for any video. Classifies it (talking head, screen, motion graphics, music video, live action), reads the goal from the request (`listen`, `learn`, `find`, `style`, `sound`, `production`) and lists the steps with an image-token estimate

No parameter schema in public metadata yet.

probeFetches the source; duration, size, frame rate (variable or not), HDR, audio, captions, workspace folder

Fetches the source; duration, size, frame rate (variable or not), HDR, audio, captions, workspace folder

No parameter schema in public metadata yet.

transcriptWord-timed transcript from captions (Gemini as a fallback for YouTube)

Word-timed transcript from captions (Gemini as a fallback for YouTube)

No parameter schema in public metadata yet.

framesFrames and contact sheets with time, frame number and the words spoken under each picture: `at`, `every`, `fps`, `every_frame` (every native frame with real timestamps) or `around` a phrase

Frames and contact sheets with time, frame number and the words spoken under each picture: `at`, `every`, `fps`, `every_frame` (every native frame with real timestamps) or `around` a phrase

No parameter schema in public metadata yet.

boundariesWhere the picture changes abruptly, scored, plus how dynamic the video is

Where the picture changes abruptly, scored, plus how dynamic the video is

No parameter schema in public metadata yet.

styleCuts told apart from fast motion and flashes, dissolves, fades, dips through black or white and wipes (derived), shots split at them with palettes, moves with duration and easing family; writes `motion-spec.json`, `STYLE.md`, `TIMELINE.md`, `ANALYSIS.md`

Cuts told apart from fast motion and flashes, dissolves, fades, dips through black or white and wipes (derived), shots split at them with palettes, moves with duration and easing family; writes `motion-spec.json`, `STYLE.md`, `TIMELINE.md`, `ANALYSIS.md`

No parameter schema in public metadata yet.

trackFollows one element (found automatically or from a box) and fits the exact curve of each property that moves (x, y, scale, opacity): `cubic-bezier`, spring (stiffness, damping, mass), linear or steps, with fit error, duration in frames, delay and a quality grade; writes `TRACK...

Follows one element (found automatically or from a box) and fits the exact curve of each property that moves (x, y, scale, opacity): `cubic-bezier`, spring (stiffness, damping, mass), linear or steps, with fit error, duration in frames, delay and a quality grade; writes `TRACK...

No parameter schema in public metadata yet.

audioLoudness (LUFS), silences, onsets, tempo and beats, cuts on the beat, spectrogram

Loudness (LUFS), silences, onsets, tempo and beats, cuts on the beat, spectrogram

No parameter schema in public metadata yet.

exportStarter project from the motion spec (see [Exports](#exports))

Starter project from the motion spec (see [Exports](#exports))

No parameter schema in public metadata yet.

compareYour render against the reference: duration, cuts matched within 3 frames, palette distance, picture similarity, the least similar moments side by side

Your render against the reference: duration, cuts matched within 3 frames, palette distance, picture similarity, the least similar moments side by side

No parameter schema in public metadata yet.

webA live page's animations read exactly from the browser (CSS, Web Animations, Motion, GSAP), scroll-triggered ones too, plus real fonts and colours (needs Chrome or Edge and Node 22+). They are recorded from the first frame, so page-load animations that end before the page is r...

A live page's animations read exactly from the browser (CSS, Web Animations, Motion, GSAP), scroll-triggered ones too, plus real fonts and colours (needs Chrome or Edge and Node 22+). They are recorded from the first frame, so page-load animations that end before the page is r...

No parameter schema in public metadata yet.

exactLottie / dotLottie, Rive (`.riv`: artboards, timelines, curves, state machines) and Figma prototype transitions, read from the source's own data

Lottie / dotLottie, Rive (`.riv`: artboards, timelines, curves, state machines) and Figma prototype transitions, read from the source's own data

No parameter schema in public metadata yet.

summarize_youtube_videoGemini-based tool for YouTube links (requires your own GEMINI_API_KEY); timing and colour are described by the model, not measured

Gemini-based tool for YouTube links (requires your own GEMINI_API_KEY); timing and colour are described by the model, not measured

No parameter schema in public metadata yet.

ask_about_youtube_videoGemini-based tool for YouTube links (requires your own GEMINI_API_KEY); timing and colour are described by the model, not measured

Gemini-based tool for YouTube links (requires your own GEMINI_API_KEY); timing and colour are described by the model, not measured

No parameter schema in public metadata yet.

extract_key_momentsGemini-based tool for YouTube links (requires your own GEMINI_API_KEY); timing and colour are described by the model, not measured

Gemini-based tool for YouTube links (requires your own GEMINI_API_KEY); timing and colour are described by the model, not measured

No parameter schema in public metadata yet.

get_video_transcriptGemini-based tool for YouTube links (requires your own GEMINI_API_KEY); timing and colour are described by the model, not measured

Gemini-based tool for YouTube links (requires your own GEMINI_API_KEY); timing and colour are described by the model, not measured

No parameter schema in public metadata yet.

list_supported_modelsGemini-based tool for YouTube links (requires your own GEMINI_API_KEY); timing and colour are described by the model, not measured

Gemini-based tool for YouTube links (requires your own GEMINI_API_KEY); timing and colour are described by the model, not measured

No parameter schema in public metadata yet.

Sponsors

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Configuration

GEMINI_API_KEYsecret

Optional. Google Gemini API key, only for the Gemini YouTube tools; the local tools need no key.

GEMINI_MODEL_NAMEdefault: gemini-flash-lite-latest

Optional. Gemini model for the Gemini tools.

FRAMELENS_WORKSPACE

Optional. Folder for results; defaults to .framelens in the working folder (or ~/.framelens).

FRAMELENS_AUTO_INSTALL

Optional. Set to 0 to stop the automatic, hash-checked download of a missing ffmpeg or yt-dlp.

Readme

Frame Lens: video your agent can measure. A strip of Big Buck Bunny trailer frames with red cut marks and the reading: cut at 9.08 s, frame 227; 11 cuts, 10 fades and dissolves, 20 shots at 25 fps.

Frame Lens

Eyes and ears for AI agents. Give your agent any video or animation and a goal in plain words.
It gets back measurements, not retellings: cuts to the frame, exact easing curves, colour, beats and word-timed speech.


View the full README on GitHub

Details

Repository
github.com/makkov-design/framelens
Website
makkov-design.github.io/framelens
Categories
Design & Creative, Media & Entertainment
Package
framelens
Transport
STDIO
Auth
Required
Registry
MCP registry, active

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