Weekly Changelog Video
heygen-com/hyperframes
Turns a weekly changelog markdown file into a branded HyperFrames video with voiceover, animated mock-UI scenes and captions, using fonts, background and scripts bundled in the skill.
Generate popular science short video scripts based on topic, duration, and style.
Install Short Video Script Generator
$ npx skills add aipoch/medical-research-skills --skill short-video-script-generator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install aipoch/medical-research-skills short-video-script-generator --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/aipoch/medical-research-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/scientific-skills/Other/short-video-script-generator .claude/skills/short-video-script-generator && 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 "short-video-script-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/short-video-script-generator into .claude/skills/short-video-script-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "short-video-script-generator", 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/aipoch/medical-research-skills/tree/main/scientific-skills/Other/short-video-script-generatorType 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 aipoch/medical-research-skills --skill short-video-script-generator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install aipoch/medical-research-skills short-video-script-generator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/scientific-skills/Other/short-video-script-generator .agents/skills/short-video-script-generator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "short-video-script-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/short-video-script-generator into .agents/skills/short-video-script-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "short-video-script-generator", 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 aipoch/medical-research-skills --skill short-video-script-generator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install aipoch/medical-research-skills short-video-script-generator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/scientific-skills/Other/short-video-script-generator .cursor/skills/short-video-script-generator && 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 "short-video-script-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/short-video-script-generator into .cursor/skills/short-video-script-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "short-video-script-generator", 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/aipoch/medical-research-skills.git --path scientific-skills/Other/short-video-script-generator--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 aipoch/medical-research-skills --skill short-video-script-generator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install aipoch/medical-research-skills short-video-script-generator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/scientific-skills/Other/short-video-script-generator .gemini/skills/short-video-script-generator && 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 "short-video-script-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/short-video-script-generator into .gemini/skills/short-video-script-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "short-video-script-generator", 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 aipoch/medical-research-skills short-video-script-generatorInstalls 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 aipoch/medical-research-skills --skill short-video-script-generator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/scientific-skills/Other/short-video-script-generator .github/skills/short-video-script-generator && 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 "short-video-script-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/short-video-script-generator into .github/skills/short-video-script-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "short-video-script-generator", 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 aipoch/medical-research-skills --skill short-video-script-generator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install aipoch/medical-research-skills short-video-script-generator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/aipoch/medical-research-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/scientific-skills/Other/short-video-script-generator .opencode/skills/short-video-script-generator && 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 "short-video-script-generator" agent skill from https://github.com/aipoch/medical-research-skills/tree/main/scientific-skills/Other/short-video-script-generator into .opencode/skills/short-video-script-generator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "short-video-script-generator", 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
short-video-script-generator- GitHub stars
- 2k
- Token cost
- ~1.5k tokens
- SKILL.md length
- 718 words
- Files
- 3 (incl. scripts)
- Skills in repo
- 567
- Repo updated
- First seen
- Licence
- MIT
At a glance
Generate popular science short video scripts based on topic, duration, and style.
- Works in 4 steps: Confirm the user input, output path, and… → Edit the in-file CONFIG block or… → Run python scripts/validate_skill.py… → …
- Needs to create scripts for short science videos
- SKILL.md covers When to Use, Key Features, Dependencies and Example Usage, plus 14 more sections
- Runs Python scripts from its folder; calls python
What it does
Short Video Script Generator is an agent skill from aipoch/medical-research-skills. Generate popular science short video scripts based on topic, duration, and style. Invoke when the user needs to create scripts for short science videos.
Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including scripts (for example `scripts/validate_skill.py` and `short-video-script-generator_audit_result_v2.json`).
It sits in Media & Creative, covering Video scripts and shorts. The repository describes itself as: Hundreds of agent skills for medical research, including protocol design, data analysis, evidence insights, and academic writing. The licence is MIT.
When your agent uses it
- Needs to create scripts for short science videos
- Tasks that involve Video scripts and shorts
Example prompts
- “/short-video-script-generator”
Requirements
- Python 3
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Confirm the user input, output path, and any required config values.
- Edit the in-file CONFIG block or documented parameters if the script uses fixed settings.
- Run python scripts/validate_skill.py with the validated inputs.
- Review the generated output and return the final artifact with any assumptions called out.
What it can do on your machine
Read from SKILL.md and the folder at commit 686e09d. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python
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
Short Video Script Generator loads about 1.5k tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 718 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); the scripts in this folder are not scanned.
SKILL.md
The full file from aipoch/medical-research-skills at commit 686e09d, republished under its MIT licence (© aipoch). 718 words, ~1,542 tokens.
Download SKILL.mdSave it as
.claude/skills/short-video-script-generator/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- short-video-script-generator
- description
- Generate popular science short video scripts based on topic, duration, and style. Invoke when the user needs to create scripts for short science videos.
- license
- MIT
- author
- AIPOCH
When to Use
- Use this skill when the request matches its documented task boundary.
- Use it when the user can provide the required inputs and expects a structured deliverable.
- Prefer this skill for repeatable, checklist-driven execution rather than open-ended brainstorming.
Key Features
- Scope-focused workflow aligned to: "Generate popular science short video scripts based on topic, duration, and style. Invoke when the user needs to create scripts for short science videos.".
- Packaged executable path(s):
scripts/validate_skill.py. - Structured execution path designed to keep outputs consistent and reviewable.
Dependencies
Python:3.10+. Repository baseline for current packaged skills.Third-party packages:not explicitly version-pinned in this skill package. Add pinned versions if this skill needs stricter environment control.
Example Usage
cd "20260316/scientific-skills/Others/short-video-script-generator"
python -m py_compile scripts/validate_skill.py
python scripts/validate_skill.py --helpExample run plan:
- Confirm the user input, output path, and any required config values.
- Edit the in-file
CONFIGblock or documented parameters if the script uses fixed settings. - Run
python scripts/validate_skill.pywith the validated inputs. - Review the generated output and return the final artifact with any assumptions called out.
Implementation Details
See ## Workflow above for related details.
- Execution model: validate the request, choose the packaged workflow, and produce a bounded deliverable.
- Input controls: confirm the source files, scope limits, output format, and acceptance criteria before running any script.
- Primary implementation surface:
scripts/validate_skill.py. - Parameters to clarify first: input path, output path, scope filters, thresholds, and any domain-specific constraints.
- Output discipline: keep results reproducible, identify assumptions explicitly, and avoid undocumented side effects.
Validation Shortcut
Run this minimal command first to verify the supported execution path:
python scripts/validate_skill.py --helpShort Video Script Generator
Generate short video scripts based on input topic, duration, and language style.
Inputs
- Topic: Subject of the video (Text, Required)
- Time: Duration (Options: 15-30s, 30-60s, 1-2min, 3-5min, 6-8min)
- Style: Script Structure (Options: Problem Description, Myth Busting, Benefit Delivery, Hazard Phenomenon, Industry Reveal, Golden Quote Sharing, Explosive Opening, Trending Topic)
- type: Script Type (Options: Spoken Script, Storyboard Script)
Outputs
- output: The complete generated short video script
Workflow
- Branch based on script type
- Generate script outline for the specific type
- Refine script details
- Output final script
Use Cases
- Science content creators needing quick video scripts
- Adjusting script style for different platforms and audiences
- Batch production of popular science short video content
When Not to Use
- Do not use this skill when the required source data, identifiers, files, or credentials are missing.
- Do not use this skill when the user asks for fabricated results, unsupported claims, or out-of-scope conclusions.
- Do not use this skill when a simpler direct answer is more appropriate than the documented workflow.
Show full SKILL.md (294 more words)Show less
Required Inputs
- A clearly specified task goal aligned with the documented scope.
- All required files, identifiers, parameters, or environment variables before execution.
- Any domain constraints, formatting requirements, and expected output destination if applicable.
Output Contract
- Return a structured deliverable that is directly usable without reformatting.
- If a file is produced, prefer a deterministic output name such as
short_video_script_generator_result.mdunless the skill documentation defines a better convention. - Include a short validation summary describing what was checked, what assumptions were made, and any remaining limitations.
Validation and Safety Rules
- Validate required inputs before execution and stop early when mandatory fields or files are missing.
- Do not fabricate measurements, references, findings, or conclusions that are not supported by the provided source material.
- Emit a clear warning when credentials, privacy constraints, safety boundaries, or unsupported requests affect the result.
- Keep the output safe, reproducible, and within the documented scope at all times.
Failure Handling
- If validation fails, explain the exact missing field, file, or parameter and show the minimum fix required.
- If an external dependency or script fails, surface the command path, likely cause, and the next recovery step.
- If partial output is returned, label it clearly and identify which checks could not be completed.
Quick Validation
Run this minimal verification path before full execution when possible:
No local script validation step is required for this skill.Expected output format:
Result file: short_video_script_generator_result.md
Validation summary: PASS/FAIL with brief notes
Assumptions: explicit list if anyDeterministic Output Rules
- Use the same section order for every supported request of this skill.
- Keep output field names stable and do not rename documented keys across examples.
- If a value is unavailable, emit an explicit placeholder instead of omitting the field.
Completion Checklist
- Confirm all required inputs were present and valid.
- Confirm the supported execution path completed without unresolved errors.
- Confirm the final deliverable matches the documented format exactly.
- Confirm assumptions, limitations, and warnings are surfaced explicitly.
© aipoch, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 2 other files (scripts) in scientific-skills/Other/short-video-script-generator of aipoch/medical-research-skills.
- SKILL.md
- scripts/validate_skill.py
- short-video-script-generator_audit_result_v2.json
Open the folder on GitHubat commit 686e09d
Compare with similar skills
Short Video Script Generator 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 |
|---|---|---|---|---|---|---|
| Short Video Script Generator this skillaipoch/medical-research-skills | 2k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Weekly Changelog Videoheygen-com/hyperframes | 59k | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | |
| Viral Captions And Ctasvyralcontent/content-skills | 132 | 1 repos | ~2.8k | Automated safety check: Pass | MIT | |
| Video Scriptitwanger/toBeBetterJavaer | 18k | — | ~2.2k | Automated safety check: Pass | None | |
| AI Pairaxtonliu/ai-pair | 346 | — | ~4.2k | Automated safety check: Pass | MIT | |
| AI Design Teamjinggreen15/ai-design-team | 194 | — | ~614 | Automated safety check: Pass | None |
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Categories
Questions about Short Video Script Generator
What does Short Video Script Generator do?
Generate popular science short video scripts based on topic, duration, and style. Short Video Script Generator is an agent skill from aipoch/medical-research-skills. Generate popular science short video scripts based on topic, duration, and style.
When should I use Short Video Script Generator?
Short Video Script Generator fits situations like: needs to create scripts for short science videos; tasks that involve Video scripts and shorts.
How do I install Short Video Script Generator in Claude Code?
Run `npx skills add aipoch/medical-research-skills --skill short-video-script-generator -a claude-code`. Or copy the skill folder (scientific-skills/Other/short-video-script-generator in aipoch/medical-research-skills) into .claude/skills/short-video-script-generator in your project. Claude Code loads it when a task matches its description.
How do I install Short Video Script Generator in Codex?
Run `npx skills add aipoch/medical-research-skills --skill short-video-script-generator -a codex`. Or copy the skill folder (scientific-skills/Other/short-video-script-generator in aipoch/medical-research-skills) into .agents/skills/short-video-script-generator in your project. Codex loads it when a task matches its description.
Can I use Short Video Script Generator 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 aipoch/medical-research-skills --skill short-video-script-generator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/short-video-script-generator, .gemini/skills/short-video-script-generator, .github/skills/short-video-script-generator and .opencode/skills/short-video-script-generator in your project.
What does Short Video Script Generator need to run?
Going by SKILL.md and its folder, Short Video Script Generator needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Short Video Script Generator 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 Short Video Script Generator 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Short Video Script Generator use?
Short Video Script Generator is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Short Video Script Generator use?
About 1.5k tokens (SKILL.md is roughly 6.2k 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 Short Video Script Generator?
Skills that share tags, products or a category with Short Video Script Generator: Weekly Changelog Video (heygen-com/hyperframes, 59k stars), Viral Captions And Ctas (vyralcontent/content-skills, 132 stars), Video Script (itwanger/toBeBetterJavaer, 18k stars) and AI Pair (axtonliu/ai-pair, 346 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Short Video Script Generator?
aipoch (a GitHub organization) maintains it in aipoch/medical-research-skills, which has 1,974 GitHub stars. The repository holds 567 skills in this directory. The repository was last updated on September 17, 2026.
Source: aipoch/medical-research-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.