Agent skill

Cliptalk Smart Reframe

by GML-MMGroup in GML-MMGroup/ClipTalk

Creates a subject-aware, time-varying crop track and a review-only social-format preview from an accepted ClipTalk cut.

Custom licenceAuto-check passedMedia & Creative

Install Cliptalk Smart Reframe

skills CLI
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-smart-reframe -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install GML-MMGroup/ClipTalk cliptalk-smart-reframe --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .claude/skills && cp -r skills-src/docs/skill-proposals/cliptalk-smart-reframe .claude/skills/cliptalk-smart-reframe && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
cliptalk-smart-reframe
GitHub stars
136
Token cost
~628 tokens
SKILL.md length
276 words
Files
2 (incl. references)
Skills in repo
13
Repo updated
First seen
Licence
Custom licence

At a glance

Creates a subject-aware, time-varying crop track and a review-only social-format preview from an accepted ClipTalk cut.

  • Automatic vertical
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Portrait reframing
  • Do not use for a fixed manual crop

What it does

Cliptalk Smart Reframe is an agent skill from GML-MMGroup/ClipTalk. Creates a subject-aware, time-varying crop track and a review-only social-format preview from an accepted ClipTalk cut. Use for automatic vertical, square, or portrait reframing; do not use for a fixed manual crop or before content editing is accepted.

Its SKILL.md is about 630 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/contracts.md`).

It sits in Media & Creative, covering Proposals and quotes. The repository describes itself as: ClipTalk —— 通过对话完成视频剪辑的 AI Agent。说句话,片子就剪好了。ClipTalk — An AI agent that edits videos through conversation. Just say it, it's edited.

When your agent uses it

  • Automatic vertical
  • Portrait reframing
  • Do not use for a fixed manual crop
  • Before content editing is accepted

Example prompts

  • “Use the cliptalk-smart-reframe skill to create a subject-aware, time-varying crop track and a review-only social-format preview from an accepted…”
  • “/cliptalk-smart-reframe”

Requirements

  • Pre-approved tools (allowed-tools): inspect_workspace, build_subject_track, propose_crop_track, render_reframe_preview, review_reframe_quality, confirm_reframe, run_delivery_qc

What it can do on your machine

Read from SKILL.md and the folder at commit c2870c2. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • inspect_workspace
    • build_subject_track
    • propose_crop_track
    • render_reframe_preview
    • review_reframe_quality
    • confirm_reframe
    • run_delivery_qc

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Cliptalk Smart Reframe loads about 628 tokens when it runs, and up to ~1.8k if it reads all its reference files. Until then it costs about 69 tokens; SKILL.md has 276 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~69
When it runs · the whole SKILL.md, loaded when a task matches
~628
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.8k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 276 words (~628 tokens).

“Turn an accepted cut into a stable, subject-aware composition without changing its editorial content.”

— opening of SKILL.md by GML-MMGroup, Custom licence
name
cliptalk-smart-reframe
allowed-tools
inspect_workspace, build_subject_track, propose_crop_track, render_reframe_preview, review_reframe_quality, confirm_reframe, run_delivery_qc

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file (references) in docs/skill-proposals/cliptalk-smart-reframe of GML-MMGroup/ClipTalk.

  • SKILL.md
  • references/contracts.md

Open the folder on GitHubat commit c2870c2

Compare with similar skills

Cliptalk Smart Reframe next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Cliptalk Smart Reframe compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Cliptalk Smart Reframe this skillGML-MMGroup/ClipTalk136—~628Automated safety check: PassCustom licence
Broll Directorerduo1998-cell/erduo-broll-loop-engineering209—~1.9kAutomated safety check: PassMIT
Kv Designaipoch/medical-research-skills2k—~974Automated safety check: PassMIT
Hardware SolutionLeoKemp223/NextBoard382—~1.5kAutomated safety check: PassNone
Strategy Consulting Visualizationkgraph57/mckinsey-style-visualization-skill128—~3.2kAutomated safety check: PassMIT
Architecture Design Reviewbbartling/open-fdd173—~1.3kAutomated safety check: PassCustom licence

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More from GML-MMGroup/ClipTalk

All 13 skills in this repo
  • Cliptalk Cover Director

    GML-MMGroup/ClipTalk

    Produces evidence-backed cover candidates and reviewable cover variants for a ClipTalk video.

    136 GitHub stars~607 tokensUpdated 15 days ago
    Auto-check passed
  • Cliptalk Content Extractor

    GML-MMGroup/ClipTalk

    Locates and assembles source passages matching a semantic request.

    136 GitHub stars~386 tokensUpdated 15 days ago
    Auto-check passed
  • Cliptalk Cover Director

    GML-MMGroup/ClipTalk

    Produces evidence-backed cover candidates and three reviewable local cover variants for a ClipTalk video.

    136 GitHub stars~439 tokensUpdated 15 days ago
    Auto-check passed
  • Cliptalk Delivery Qc

    GML-MMGroup/ClipTalk

    Checks an existing ClipTalk render for delivery defects such as decode failures, duration or stream mismatch, black or frozen frames, long silence, and incorrect dialogue loudness.

    136 GitHub stars~307 tokensUpdated 15 days ago
    Auto-check passed
  • Cliptalk Highlight Director

    GML-MMGroup/ClipTalk

    Finds and assembles the strongest moments from a source video.

    136 GitHub stars~312 tokensUpdated 15 days ago
    Auto-check passed
  • Cliptalk Interview Editor

    GML-MMGroup/ClipTalk

    Produces a coherent interview edit by combining speaker discovery, topic selection, dialogue context, cleanup, subtitles, and preview.

    136 GitHub stars~460 tokensUpdated 15 days ago
    Auto-check passed

Questions about Cliptalk Smart Reframe

What does Cliptalk Smart Reframe do?

Creates a subject-aware, time-varying crop track and a review-only social-format preview from an accepted ClipTalk cut. Cliptalk Smart Reframe is an agent skill from GML-MMGroup/ClipTalk. Creates a subject-aware, time-varying crop track and a review-only social-format preview from an accepted ClipTalk cut.

When should I use Cliptalk Smart Reframe?

Cliptalk Smart Reframe fits situations like: automatic vertical; portrait reframing; do not use for a fixed manual crop; before content editing is accepted.

How do I install Cliptalk Smart Reframe in Claude Code?

Run `npx skills add GML-MMGroup/ClipTalk --skill cliptalk-smart-reframe -a claude-code`. Or copy the skill folder (docs/skill-proposals/cliptalk-smart-reframe in GML-MMGroup/ClipTalk) into .claude/skills/cliptalk-smart-reframe in your project. Claude Code loads it when a task matches its description.

How do I install Cliptalk Smart Reframe in Codex?

Run `npx skills add GML-MMGroup/ClipTalk --skill cliptalk-smart-reframe -a codex`. Or copy the skill folder (docs/skill-proposals/cliptalk-smart-reframe in GML-MMGroup/ClipTalk) into .agents/skills/cliptalk-smart-reframe in your project. Codex loads it when a task matches its description.

Can I use Cliptalk Smart Reframe in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add GML-MMGroup/ClipTalk --skill cliptalk-smart-reframe -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cliptalk-smart-reframe, .gemini/skills/cliptalk-smart-reframe, .github/skills/cliptalk-smart-reframe and .opencode/skills/cliptalk-smart-reframe in your project.

What does Cliptalk Smart Reframe need to run?

SKILL.md names no scripts, command-line tools or credentials: Cliptalk Smart Reframe is instructions for the agent only. Its frontmatter pre-approves these tools: inspect_workspace, build_subject_track, propose_crop_track, render_reframe_preview, review_reframe_quality, confirm_reframe, run_delivery_qc.

Does Cliptalk Smart Reframe access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Cliptalk Smart Reframe safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Cliptalk Smart Reframe use?

Cliptalk Smart Reframe has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Cliptalk Smart Reframe use?

About 628 tokens (SKILL.md is roughly 2.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.2k tokens, read only when the agent opens those files.

What are the alternatives to Cliptalk Smart Reframe?

Skills that share tags, products or a category with Cliptalk Smart Reframe: Broll Director (erduo1998-cell/erduo-broll-loop-engineering, 209 stars), Kv Design (aipoch/medical-research-skills, 2k stars), Hardware Solution (LeoKemp223/NextBoard, 382 stars) and Strategy Consulting Visualization (kgraph57/mckinsey-style-visualization-skill, 128 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cliptalk Smart Reframe?

GML-MMGroup (a GitHub user) maintains it in GML-MMGroup/ClipTalk, which has 136 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on September 24, 2026.

Source: GML-MMGroup/ClipTalk on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.