Agent skill

Cliptalk Content Extractor

by GML-MMGroup in GML-MMGroup/ClipTalk

Locates and assembles source passages matching a semantic request.

Custom licenceAuto-check passedMedia & Creative

Install Cliptalk Content Extractor

skills CLI
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-content-extractor -a claude-code

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

GitHub CLI
$ gh skill install GML-MMGroup/ClipTalk cliptalk-content-extractor --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/skills/cliptalk-content-extractor .claude/skills/cliptalk-content-extractor && 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-content-extractor
GitHub stars
136
Token cost
~386 tokens
SKILL.md length
146 words
Files
1
Skills in repo
13
Repo updated
First seen
Licence
Custom licence

At a glance

Locates and assembles source passages matching a semantic request.

  • Extracting explanations
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Other specifically described content

What it does

Cliptalk Content Extractor is an agent skill from GML-MMGroup/ClipTalk. Locates and assembles source passages matching a semantic request. Use for extracting explanations, topics, quotes, demonstrations, or other specifically described content.

Its SKILL.md is about 390 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Media & Creative. 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

  • Extracting explanations
  • Other specifically described content

Example prompts

  • “Use the cliptalk-content-extractor skill to locate and assembles source passages matching a semantic request”
  • “/cliptalk-content-extractor”

Requirements

  • Pre-approved tools (allowed-tools): inspect_workspace, search_content, review_content_evidence, propose_timeline_edit, confirm_timeline_edit, prepare_subtitle_review, render_review_preview

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
    • search_content
    • review_content_evidence
    • propose_timeline_edit
    • confirm_timeline_edit
    • prepare_subtitle_review
    • render_review_preview

    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 Content Extractor loads about 386 tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 146 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~50
When it runs · the whole SKILL.md, loaded when a task matches
~386

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 146 words (~386 tokens).

“Turn the requested subject and boundaries into a traceable content-selection plan.”

— opening of SKILL.md by GML-MMGroup, Custom licence
name
cliptalk-content-extractor
allowed-tools
inspect_workspace, search_content, review_content_evidence, propose_timeline_edit, confirm_timeline_edit, prepare_subtitle_review, render_review_preview
version
1.2.0
workflow-profile
content

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/cliptalk-content-extractor of GML-MMGroup/ClipTalk.

Open the folder on GitHubat commit c2870c2

Compare with similar skills

Cliptalk Content Extractor 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 Content Extractor compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Cliptalk Content Extractor this skillGML-MMGroup/ClipTalk136—~386Automated safety check: PassCustom licence
Guizang Social Cardsop7418/guizang-social-card-skill7.4k1 repos~7.8kAutomated safety check: PassAGPL-3.0
Weekly Changelog Videoheygen-com/hyperframes59k—~3.3kAutomated safety check: PassApache-2.0
Anthropic Brand Stylinganthropics/skills180k30 repos~559Automated safety check: PassApache-2.0
MoneyPrinterTurbo Video Generatorharry0703/MoneyPrinterTurbo129k—~2.1kAutomated safety check: WarnMIT
Brag Slim Launch Video Makerlatent-spaces/brag14k1 repos~1.9kAutomated safety check: PassMIT

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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 Smart Reframe

    GML-MMGroup/ClipTalk

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

    136 GitHub stars~628 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 Content Extractor

What does Cliptalk Content Extractor do?

Locates and assembles source passages matching a semantic request. Cliptalk Content Extractor is an agent skill from GML-MMGroup/ClipTalk. Locates and assembles source passages matching a semantic request.

When should I use Cliptalk Content Extractor?

Cliptalk Content Extractor fits situations like: extracting explanations; other specifically described content.

How do I install Cliptalk Content Extractor in Claude Code?

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

How do I install Cliptalk Content Extractor in Codex?

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

Can I use Cliptalk Content Extractor 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-content-extractor -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-content-extractor, .gemini/skills/cliptalk-content-extractor, .github/skills/cliptalk-content-extractor and .opencode/skills/cliptalk-content-extractor in your project.

What does Cliptalk Content Extractor need to run?

SKILL.md names no scripts, command-line tools or credentials: Cliptalk Content Extractor is instructions for the agent only. Its frontmatter pre-approves these tools: inspect_workspace, search_content, review_content_evidence, propose_timeline_edit, confirm_timeline_edit, prepare_subtitle_review, render_review_preview.

Does Cliptalk Content Extractor 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 Content Extractor 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 Content Extractor use?

Cliptalk Content Extractor 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 Content Extractor use?

About 386 tokens (SKILL.md is roughly 1.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Cliptalk Content Extractor?

Skills that share tags, products or a category with Cliptalk Content Extractor: Guizang Social Cards (op7418/guizang-social-card-skill, 7.4k stars), Weekly Changelog Video (heygen-com/hyperframes, 59k stars), Anthropic Brand Styling (anthropics/skills, 180k stars) and MoneyPrinterTurbo Video Generator (harry0703/MoneyPrinterTurbo, 129k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Cliptalk Content Extractor?

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.