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GML-MMGroup/ClipTalk

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.

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

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docs/skill-proposals/cliptalk-cover-director/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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docs/skill-proposals/cliptalk-smart-reframe/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-audio-polish-mixer/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-broll-overlay-editor/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-caption-layout-director/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-content-extractor/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-cover-director/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-cover-intro-composer/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-delivery-qc/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-dynamic-reframe-director/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-edit-diagnostics/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-graphics-packager/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-highlight-director/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-interview-editor/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-local-draft-exporter/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-local-motion-renderer/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-multi-topic-assembler/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-person-editor/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-platform-delivery-exporter/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-revision-editor/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-shortform-hook-director/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-smart-reframe/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-social-reframe-exporter/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-source-provenance-guard/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-speaker-editor/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

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skills/cliptalk-subtitle-editor/SKILL.md

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Instructions only

First observation → 7471e7329453

No earlier version was observed for comparison.

Compare on GitHub

View on GitHubAdd to my skills

Verified commit 7471e7329453299cd4f30793fedfaf94cf3d9808

git clone --filter=blob:none --no-checkout https://github.com/GML-MMGroup/ClipTalk.git .hotskills/gml-mmgroup-cliptalk && git -C .hotskills/gml-mmgroup-cliptalk checkout --detach 7471e7329453299cd4f30793fedfaf94cf3d9808 # Copy each selected skill directory from .hotskills/gml-mmgroup-cliptalk into .claude/skills/<skill-name>/
git clone --filter=blob:none --no-checkout https://github.com/GML-MMGroup/ClipTalk.git .hotskills/gml-mmgroup-cliptalk && git -C .hotskills/gml-mmgroup-cliptalk checkout --detach 7471e7329453299cd4f30793fedfaf94cf3d9808 # Copy each selected skill directory from .hotskills/gml-mmgroup-cliptalk into .agents/skills/<skill-name>/
git clone --filter=blob:none --no-checkout https://github.com/GML-MMGroup/ClipTalk.git .hotskills/gml-mmgroup-cliptalk && git -C .hotskills/gml-mmgroup-cliptalk checkout --detach 7471e7329453299cd4f30793fedfaf94cf3d9808 # Copy each selected skill directory from .hotskills/gml-mmgroup-cliptalk into .gemini/skills/<skill-name>/
143GitHub stars
4stars in 7 days
26skills in this repository
1commit in 30 days

Heat

3.9
  • Star growth, last 7 daysNot available
  • Star growth, last 24 hoursNot available
  • Rank movement, last 7 daysNot available
  • Commits, last 30 daysNot available
  • Accounts asking about it through MCP, last 7 daysNot available
  • Hot votes this weekNot available

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Oct 25, 2026Nov 3, 2026143

30-day change not yet available: not enough history.

Individual skills in this repository

How it works

cliptalk-cover-director

When your agent uses it

Produces evidence-backed cover candidates and reviewable cover variants for a ClipTalk video. Use when the user asks for a cover, poster frame, thumbnail, or multiple cover directions; do not use for timeline editing or social-video reframing.

What it loads into context

Frontmatter

77 tokens

Always available to the agent

SKILL.md

474 tokens

When the skill is activated

Reference documents

857 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

    Files

    • SKILL.mdcore2,428 bytes
    • SKILL.mdcore2,428 bytes
    • references/contracts.mddoc3,615 bytes

    No excerpt is shown for this license. Read the source on GitHub.

    View the complete source on GitHub

    Skills included

    • cliptalk-cover-director
    • cliptalk-smart-reframe
    • cliptalk-audio-polish-mixer
    • cliptalk-broll-overlay-editor
    • cliptalk-caption-layout-director
    • cliptalk-content-extractor
    • cliptalk-cover-director
    • cliptalk-cover-intro-composer
    • cliptalk-delivery-qc
    • cliptalk-dynamic-reframe-director
    • cliptalk-edit-diagnostics
    • cliptalk-graphics-packager
    • cliptalk-highlight-director
    • cliptalk-interview-editor
    • cliptalk-local-draft-exporter
    • cliptalk-local-motion-renderer
    • cliptalk-multi-topic-assembler
    • cliptalk-person-editor
    • cliptalk-platform-delivery-exporter
    • cliptalk-revision-editor
    • cliptalk-shortform-hook-director
    • cliptalk-smart-reframe
    • cliptalk-social-reframe-exporter
    • cliptalk-source-provenance-guard
    • cliptalk-speaker-editor
    • cliptalk-subtitle-editor

    Repository facts

    License
    No license detected
    Created
    Jul 6, 2026
    Last pushed
    Oct 10, 2026
    Forks
    10
    Open issues
    0
    Project activity
    Active

    Before you install

    Instructions only

    Automated signals, not a guarantee

    Checked Nov 4, 2026

    Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

    Show 36 notes
    • docs/skill-proposals/cliptalk-cover-director/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • docs/skill-proposals/cliptalk-smart-reframe/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-audio-polish-mixer/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-content-extractor/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-cover-director/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-cover-director/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-cover-intro-composer/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-cover-intro-composer/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-dynamic-reframe-director/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-dynamic-reframe-director/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-dynamic-reframe-director/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-edit-diagnostics/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-edit-diagnostics/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-graphics-packager/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-highlight-director/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-highlight-director/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-highlight-director/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-local-draft-exporter/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-multi-topic-assembler/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • skills/cliptalk-multi-topic-assembler/SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
    • No broad tool permissions
    • No dangerous shell commands
    • No network access
    • No hidden or obfuscated text
    • No instruction overrides
    • No executable scripts
    • No access to secrets
    • No requests to vote in Hot

    How the signals fit together

    Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

    Some files could not be read; the facts below still hold.

    No combined signals at this commit.

    Works with

    Agent compatibility, from the files in this repository
    AgentStatusEvidenceInstall to
    Claude CodeNativePath CLAUDE.md.claude/skills/<skill-name>/
    CodexNativeManifest AGENTS.md.agents/skills/<skill-name>/
    CursorCompatibleStandard SKILL.md docs/skill-proposals/cliptalk-cover-director/SKILL.md.cursor/skills/<skill-name>/
    Gemini CLINativePath GEMINI.md.gemini/skills/<skill-name>/
    GitHub CopilotCompatibleStandard SKILL.md docs/skill-proposals/cliptalk-cover-director/SKILL.md.github/skills/<skill-name>/
    OpenCodeCompatibleStandard SKILL.md docs/skill-proposals/cliptalk-cover-director/SKILL.md.opencode/skills/<skill-name>/
    • Native The repository ships a manifest, folder or frontmatter field for this agent.
    • Compatible A standard SKILL.md that this agent can read.
    • Unknown No evidence either way.

    Derived automatically from paths, manifests and frontmatter. Not tested on each agent.