Guizang Social Cards
op7418/guizang-social-card-skill
Produces social card sets for Xiaohongshu and WeChat: carousels, Live Photo motion cards and puzzle layouts, and WeChat cover pairs, rendered from single-file HTML.
Produces evidence-backed cover candidates and three reviewable local cover variants for a ClipTalk video.
Install Cliptalk Cover Director
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-director --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/cliptalk-cover-director .claude/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.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/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-cover-director into .claude/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-cover-directorType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-director --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/cliptalk-cover-director .agents/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-cover-director into .agents/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-director --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/cliptalk-cover-director .cursor/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-cover-director into .cursor/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/GML-MMGroup/ClipTalk.git --path skills/cliptalk-cover-director--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-director --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/cliptalk-cover-director .gemini/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-cover-director into .gemini/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-directorInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/cliptalk-cover-director .github/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-cover-director into .github/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-cover-director --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/GML-MMGroup/ClipTalk.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/cliptalk-cover-director .opencode/skills/cliptalk-cover-director && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "cliptalk-cover-director" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-cover-director into .opencode/skills/cliptalk-cover-director/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-cover-director", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
cliptalk-cover-director- GitHub stars
- 136
- Token cost
- ~439 tokens
- SKILL.md length
- 182 words
- Files
- 1
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Produces evidence-backed cover candidates and three reviewable local cover variants for a ClipTalk video.
- The user asks for a cover
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Do not use for timeline editing
- Social-video reframing
What it does
Cliptalk Cover Director is an agent skill from GML-MMGroup/ClipTalk. Produces evidence-backed cover candidates and three reviewable local cover variants for a ClipTalk video. Use when the user asks for a cover, poster frame, or thumbnail; do not use for timeline editing or social-video reframing.
Its SKILL.md is about 440 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
- The user asks for a cover
- Do not use for timeline editing
- Social-video reframing
Example prompts
- “Use the cliptalk-cover-director skill to produce evidence-backed cover candidates and three reviewable local cover variants for a ClipTalk video”
- “/cliptalk-cover-director”
Requirements
- Pre-approved tools (allowed-tools): inspect_workspace, propose_cover_candidates, render_cover_variants, review_cover_variants, confirm_cover
What it can do on your machine
Read from SKILL.md and the folder at commit 7471e73. 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_workspacepropose_cover_candidatesrender_cover_variantsreview_cover_variantsconfirm_cover
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 Cover Director loads about 439 tokens when it runs. Until then it costs about 63 tokens; SKILL.md has 182 words of instructions outside code blocks.
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 182 words (~439 tokens).
“Create a recognizable, faithful, small-screen-legible cover and require an exact user selection before changing the current cover.”
- name
- cliptalk-cover-director
- allowed-tools
- inspect_workspace, propose_cover_candidates, render_cover_variants, review_cover_variants, confirm_cover
- version
- 1.0.0
- workflow-profile
- cover
Files
Just SKILL.md in skills/cliptalk-cover-director of GML-MMGroup/ClipTalk.
Open the folder on GitHubat commit 7471e73
Compare with similar skills
Cliptalk Cover Director 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Cliptalk Cover Director this skillGML-MMGroup/ClipTalk | 136 | — | ~439 | Automated safety check: Pass | Custom licence | |
| Guizang Social Cardsop7418/guizang-social-card-skill | 7.4k | 1 repos | ~7.8k | Automated safety check: Pass | AGPL-3.0 | |
| Weekly Changelog Videoheygen-com/hyperframes | 60k | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | |
| Anthropic Brand Stylinganthropics/skills | 180k | 30 repos | ~559 | Automated safety check: Pass | Apache-2.0 | |
| MoneyPrinterTurbo Video Generatorharry0703/MoneyPrinterTurbo | 130k | — | ~2.1k | Automated safety check: Warn | MIT | |
| HyperFrames Media Useheygen-com/hyperframes | 60k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 |
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More from GML-MMGroup/ClipTalk
All 13 skills in this repoCliptalk Cover Director
GML-MMGroup/ClipTalk
Produces evidence-backed cover candidates and reviewable cover variants for a ClipTalk video.
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.
Cliptalk Content Extractor
GML-MMGroup/ClipTalk
Locates and assembles source passages matching a semantic request.
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.
Cliptalk Highlight Director
GML-MMGroup/ClipTalk
Finds and assembles the strongest moments from a source video.
Cliptalk Interview Editor
GML-MMGroup/ClipTalk
Produces a coherent interview edit by combining speaker discovery, topic selection, dialogue context, cleanup, subtitles, and preview.
Related
Categories
Questions about Cliptalk Cover Director
What does Cliptalk Cover Director do?
Produces evidence-backed cover candidates and three reviewable local cover variants for a ClipTalk video. Cliptalk Cover Director is an agent skill from GML-MMGroup/ClipTalk. Produces evidence-backed cover candidates and three reviewable local cover variants for a ClipTalk video.
When should I use Cliptalk Cover Director?
Cliptalk Cover Director fits situations like: the user asks for a cover; do not use for timeline editing; social-video reframing.
How do I install Cliptalk Cover Director in Claude Code?
Run `npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a claude-code`. Or copy the skill folder (skills/cliptalk-cover-director in GML-MMGroup/ClipTalk) into .claude/skills/cliptalk-cover-director in your project. Claude Code loads it when a task matches its description.
How do I install Cliptalk Cover Director in Codex?
Run `npx skills add GML-MMGroup/ClipTalk --skill cliptalk-cover-director -a codex`. Or copy the skill folder (skills/cliptalk-cover-director in GML-MMGroup/ClipTalk) into .agents/skills/cliptalk-cover-director in your project. Codex loads it when a task matches its description.
Can I use Cliptalk Cover Director 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-cover-director -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-cover-director, .gemini/skills/cliptalk-cover-director, .github/skills/cliptalk-cover-director and .opencode/skills/cliptalk-cover-director in your project.
What does Cliptalk Cover Director need to run?
SKILL.md names no scripts, command-line tools or credentials: Cliptalk Cover Director is instructions for the agent only. Its frontmatter pre-approves these tools: inspect_workspace, propose_cover_candidates, render_cover_variants, review_cover_variants, confirm_cover.
Does Cliptalk Cover Director 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 Cover Director 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 Cover Director use?
Cliptalk Cover Director 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 Cover Director use?
About 439 tokens (SKILL.md is roughly 1.8k 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 Cover Director?
Skills that share tags, products or a category with Cliptalk Cover Director: Guizang Social Cards (op7418/guizang-social-card-skill, 7.4k stars), Weekly Changelog Video (heygen-com/hyperframes, 60k stars), Anthropic Brand Styling (anthropics/skills, 180k stars) and MoneyPrinterTurbo Video Generator (harry0703/MoneyPrinterTurbo, 130k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Cliptalk Cover Director?
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 October 10, 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.