Summarize
trpc-group/trpc-agent-go
Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).
Produces a coherent interview edit by combining speaker discovery, topic selection, dialogue context, cleanup, subtitles, and preview.
Install Cliptalk Interview Editor
$ npx skills add GML-MMGroup/ClipTalk --skill cliptalk-interview-editor -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-interview-editor --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-interview-editor .claude/skills/cliptalk-interview-editor && 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-interview-editor" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-interview-editor into .claude/skills/cliptalk-interview-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-interview-editor", 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-interview-editorType 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-interview-editor -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-interview-editor --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-interview-editor .agents/skills/cliptalk-interview-editor && 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-interview-editor" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-interview-editor into .agents/skills/cliptalk-interview-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-interview-editor", 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-interview-editor -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-interview-editor --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-interview-editor .cursor/skills/cliptalk-interview-editor && 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-interview-editor" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-interview-editor into .cursor/skills/cliptalk-interview-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-interview-editor", 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-interview-editor--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-interview-editor -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install GML-MMGroup/ClipTalk cliptalk-interview-editor --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-interview-editor .gemini/skills/cliptalk-interview-editor && 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-interview-editor" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-interview-editor into .gemini/skills/cliptalk-interview-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-interview-editor", 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-interview-editorInstalls 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-interview-editor -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-interview-editor .github/skills/cliptalk-interview-editor && 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-interview-editor" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-interview-editor into .github/skills/cliptalk-interview-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-interview-editor", 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-interview-editor -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-interview-editor --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-interview-editor .opencode/skills/cliptalk-interview-editor && 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-interview-editor" agent skill from https://github.com/GML-MMGroup/ClipTalk/tree/main/skills/cliptalk-interview-editor into .opencode/skills/cliptalk-interview-editor/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cliptalk-interview-editor", 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-interview-editor- GitHub stars
- 136
- Token cost
- ~460 tokens
- SKILL.md length
- 186 words
- Files
- 1
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Produces a coherent interview edit by combining speaker discovery, topic selection, dialogue context, cleanup, subtitles, and preview.
- Question-and-answer recordings
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Tasks that involve Transcription
- Tasks that involve Podcasting
What it does
Cliptalk Interview Editor is an agent skill from GML-MMGroup/ClipTalk. Produces a coherent interview edit by combining speaker discovery, topic selection, dialogue context, cleanup, subtitles, and preview. Use for interviews, podcasts, testimonials, or question-and-answer recordings.
Its SKILL.md is about 460 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, covering Transcription and Podcasting. 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
- Question-and-answer recordings
- Tasks that involve Transcription
- Tasks that involve Podcasting
Example prompts
- “Use the cliptalk-interview-editor skill to produce a coherent interview edit by combining speaker discovery, topic selection, dialogue context…”
- “/cliptalk-interview-editor”
Requirements
- Pre-approved tools (allowed-tools): inspect_workspace, discover_speakers, select_speakers, 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_workspacediscover_speakersselect_speakerssearch_contentreview_content_evidencepropose_timeline_editconfirm_timeline_editprepare_subtitle_reviewrender_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 Interview Editor loads about 460 tokens when it runs. Until then it costs about 60 tokens; SKILL.md has 186 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 186 words (~460 tokens).
“Plan a coherent interview story rather than a bag of isolated quotes.”
- name
- cliptalk-interview-editor
- allowed-tools
- inspect_workspace, discover_speakers, select_speakers, search_content, review_content_evidence, propose_timeline_edit, confirm_timeline_edit, prepare_subtitle_review, render_review_preview
- version
- 1.2.0
- workflow-profile
- interview
Files
Just SKILL.md in skills/cliptalk-interview-editor of GML-MMGroup/ClipTalk.
Open the folder on GitHubat commit c2870c2
Compare with similar skills
Cliptalk Interview Editor 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 Interview Editor this skillGML-MMGroup/ClipTalk | 136 | — | ~460 | Automated safety check: Pass | Custom licence | |
| Summarizetrpc-group/trpc-agent-go | 1.9k | 22 repos | ~552 | Automated safety check: Pass | Apache-2.0 | |
| VideoiBigQiang/feedgrab | 614 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Podcast Transcript FetcherVarnan-Tech/opendirectory | 674 | — | ~1.9k | Automated safety check: Notes | MIT | |
| Spec Riffrec Feedback Analysisleo-kuang-ai/spec-first | 107 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Transcribegnekt/My-Brain-Is-Full-Crew | 3.9k | — | ~5k | Automated safety check: Pass | Custom licence |
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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 Cover Director
GML-MMGroup/ClipTalk
Produces evidence-backed cover candidates and three reviewable local cover variants for a ClipTalk video.
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.
Related
Categories
Questions about Cliptalk Interview Editor
What does Cliptalk Interview Editor do?
Produces a coherent interview edit by combining speaker discovery, topic selection, dialogue context, cleanup, subtitles, and preview. Cliptalk Interview Editor is an agent skill from GML-MMGroup/ClipTalk. Produces a coherent interview edit by combining speaker discovery, topic selection, dialogue context, cleanup, subtitles, and preview.
When should I use Cliptalk Interview Editor?
Cliptalk Interview Editor fits situations like: question-and-answer recordings; tasks that involve Transcription; tasks that involve Podcasting.
How do I install Cliptalk Interview Editor in Claude Code?
Run `npx skills add GML-MMGroup/ClipTalk --skill cliptalk-interview-editor -a claude-code`. Or copy the skill folder (skills/cliptalk-interview-editor in GML-MMGroup/ClipTalk) into .claude/skills/cliptalk-interview-editor in your project. Claude Code loads it when a task matches its description.
How do I install Cliptalk Interview Editor in Codex?
Run `npx skills add GML-MMGroup/ClipTalk --skill cliptalk-interview-editor -a codex`. Or copy the skill folder (skills/cliptalk-interview-editor in GML-MMGroup/ClipTalk) into .agents/skills/cliptalk-interview-editor in your project. Codex loads it when a task matches its description.
Can I use Cliptalk Interview Editor 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-interview-editor -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-interview-editor, .gemini/skills/cliptalk-interview-editor, .github/skills/cliptalk-interview-editor and .opencode/skills/cliptalk-interview-editor in your project.
What does Cliptalk Interview Editor need to run?
SKILL.md names no scripts, command-line tools or credentials: Cliptalk Interview Editor is instructions for the agent only. Its frontmatter pre-approves these tools: inspect_workspace, discover_speakers, select_speakers, search_content, review_content_evidence, propose_timeline_edit, confirm_timeline_edit, prepare_subtitle_review, render_review_preview.
Does Cliptalk Interview Editor 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 Interview Editor 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 Interview Editor use?
Cliptalk Interview Editor 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 Interview Editor use?
About 460 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 Interview Editor?
Skills that share tags, products or a category with Cliptalk Interview Editor: Summarize (trpc-group/trpc-agent-go, 1.9k stars), Video (iBigQiang/feedgrab, 614 stars), Podcast Transcript Fetcher (Varnan-Tech/opendirectory, 674 stars) and Spec Riffrec Feedback Analysis (leo-kuang-ai/spec-first, 107 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Cliptalk Interview Editor?
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.