Agent skill

Develop Topic

by sugarforever in sugarforever/boring-video-studio

A skill your agent uses when a content-driven video has a candidate topic but still needs research, experiments, a defensible thesis, or user-approved scope before an article or video beats can be…

MITAuto-check passedEducation

Install Develop Topic

skills CLI
$ npx skills add sugarforever/boring-video-studio --skill develop-topic -a claude-code

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

GitHub CLI
$ gh skill install sugarforever/boring-video-studio develop-topic --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/sugarforever/boring-video-studio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/develop-topic .claude/skills/develop-topic && 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
develop-topic
GitHub stars
167
Token cost
~1.1k tokens
SKILL.md length
511 words
Files
1
Skills in repo
11
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when a content-driven video has a candidate topic but still needs research, experiments, a defensible thesis, or user-approved scope before an article or video beats can be…

  • A content-driven video has a candidate topic but still needs research
  • SKILL.md covers Scope, Evidence workspace, Content contract and Approval gate
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • A defensible thesis

What it does

Develop Topic is an agent skill from sugarforever/boring-video-studio. Use when a content-driven video has a candidate topic but still needs research, experiments, a defensible thesis, or user-approved scope before an article or video beats can be written.

Its SKILL.md is about 1.1k 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 Education, covering Essays and academic help. The repository describes itself as: 小木头的个人视频流水线 Agent Skill - VerySmallWoods Video. The licence is MIT.

When your agent uses it

  • A content-driven video has a candidate topic but still needs research
  • A defensible thesis
  • User-approved scope before an article
  • Video beats can be written

Example prompts

  • “/develop-topic”

What it can do on your machine

Read from SKILL.md and the folder at commit ec7b52f. 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

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown and yaml).

    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

Develop Topic loads about 1.1k tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 511 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
~1.1k

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

The full file from sugarforever/boring-video-studio at commit ec7b52f, republished under its MIT licence (© sugarforever). 511 words, ~1,139 tokens.

Download SKILL.mdSave it as .claude/skills/develop-topic/SKILL.md (or your agent's skills folder).
name
develop-topic
description
Use when a content-driven video has a candidate topic but still needs research, experiments, a defensible thesis, or user-approved scope before an article or video beats can be written.

Develop topic

Turn a candidate topic into an approved content contract. The work is ready for writing only when the argument, evidence, and boundaries no longer need to be invented downstream.

Scope

Start from one candidate topic or a small, naturally bounded set. When several nearby directions remain, compare them lightly for audience value, novelty, verifiability, demonstrability, author fit, and overclaiming risk; ask the user to choose before deep research. Open-ended trend scanning and maintaining an idea backlog stay outside this skill.

Evidence workspace

Create a content/ directory in the video project:

text
content/
|-- RESEARCH.md
|-- TOPIC.md
`-- experiments/

Use RESEARCH.md for sourced facts, interpretations, disagreements, unknowns, rejected directions, and links to primary material. Keep collection separate from editorial selection.

Treat a claim as material when it affects whether the subject works, matters to the audience, differs from an alternative, can be demonstrated, or remains valid within the stated scope. Support it with a source or experiment strong enough for that exact claim; label weaker evidence provisional rather than silently stretching it.

When a claim needs runnable evidence, perform the smallest experiment that can settle it and write content/experiments/<name>.md with the question, method, samples, environment, command, results, limitations, and conclusions the result supports. Keep code and raw data in the project that owns them; record their paths and Git revision instead of copying them into the video project.

Content contract

Write content/TOPIC.md:

markdown
---
status: draft
audience: ...
core_question: ...
thesis: ...
scope: ...
voice:
  language: ...
  skills: []
  documents: []
  unavailable: []
  status: resolved | assumed
---

# Working title

## Reader promise

## Argument

### A01 - Claim
- role: Why this claim exists in the argument
- claim: The exact proposition
- evidence: Links to RESEARCH.md headings or experiment reports
- confidence: established | provisional
- boundary: What the evidence does not establish

## Out of scope

## Open questions

## Alternate titles

Resolve voice sources in this order: explicit user direction, project or brand guidance, an available writing-style skill matching the language and content type, visible user preferences, writing samples, then a clear explanatory default. Record the sources actually used and persist requested but unavailable sources under voice.unavailable; do not assume unavailable memory or a hidden profile.

Show full SKILL.md (231 more words)Show less

Approval gate

Present the working title, thesis, scope, argument, key evidence, boundaries, and material open questions for review. A title may keep changing, but audience, thesis, scope, argument, evidence, and conclusion boundaries are locked decisions.

Only explicit user approval changes the frontmatter to:

yaml
status: approved
approved_at: YYYY-MM-DD
approved_digest: sha256:<digest>

The digest is SHA-256 of the complete file after removing only the approved_digest: line. Recompute it before trusting approval. A mismatch makes the approval stale and returns the file to draft. After a verified non-material title or copy edit, the digest may be refreshed without renewed approval; propagate the new digest to every dependent artifact.

Until then, keep all writing inside RESEARCH.md, experiment reports, and the draft TOPIC.md. Do not create ARTICLE.md or BEATS.md; a request to move quickly or permission to choose a thesis does not substitute for approval of the resulting contract.

A later material change to a locked decision returns TOPIC.md to draft and makes downstream article approval stale. Copy edits, examples, and title changes that preserve meaning do not revoke approval.

REQUIRED SUB-SKILL: Use artifact-preview for content/TOPIC.md whenever it is ready for review and after every later source change.

The topic is complete when TOPIC.md is approved, every material claim points to sufficient evidence, remaining open questions are non-blocking and visible, an article writer can draft without inventing facts, experiments, author position, argument, or scope, and the artifact-preview completion criterion is satisfied for content/TOPIC.preview.html.

© sugarforever, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/develop-topic of sugarforever/boring-video-studio.

Open the folder on GitHubat commit ec7b52f

Compare with similar skills

Develop Topic 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.

Develop Topic compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Develop Topic this skillsugarforever/boring-video-studio167—~1.1kAutomated safety check: PassMIT
Academic Paper StrategistAAASS554/codex-academic-paper-skills5391 repos~2.7kAutomated safety check: PassMIT
Modeling Paper Rubric and Model Selectoryushui2022/MathModel-Skill4521 repos~1.8kAutomated safety check: PassMIT
Humanities Thesisganzhi-black/humanities-thesis-skill627—~1.7kAutomated safety check: PassMIT
Skill Thesis Writeryanlin-cheng/skill-thesis-writer207—~1.6kAutomated safety check: PassCustom licence
Thesis CreatorStars-OC/thesis-creator227—~2.8kAutomated safety check: PassMIT

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  • To Narration

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Categories

Questions about Develop Topic

What does Develop Topic do?

A skill your agent uses when a content-driven video has a candidate topic but still needs research, experiments, a defensible thesis, or user-approved scope before an article or video beats can be…. Develop Topic is an agent skill from sugarforever/boring-video-studio. Use when a content-driven video has a candidate topic but still needs research, experiments, a defensible thesis, or user-approved scope before an article or video beats can be written.

When should I use Develop Topic?

Develop Topic fits situations like: A content-driven video has a candidate topic but still needs research; A defensible thesis; user-approved scope before an article; video beats can be written.

How do I install Develop Topic in Claude Code?

Run `npx skills add sugarforever/boring-video-studio --skill develop-topic -a claude-code`. Or copy the skill folder (skills/develop-topic in sugarforever/boring-video-studio) into .claude/skills/develop-topic in your project. Claude Code loads it when a task matches its description.

How do I install Develop Topic in Codex?

Run `npx skills add sugarforever/boring-video-studio --skill develop-topic -a codex`. Or copy the skill folder (skills/develop-topic in sugarforever/boring-video-studio) into .agents/skills/develop-topic in your project. Codex loads it when a task matches its description.

Can I use Develop Topic 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 sugarforever/boring-video-studio --skill develop-topic -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/develop-topic, .gemini/skills/develop-topic, .github/skills/develop-topic and .opencode/skills/develop-topic in your project.

What does Develop Topic need to run?

SKILL.md names no scripts, command-line tools or credentials: Develop Topic is instructions for the agent only.

Does Develop Topic 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 Develop Topic 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 Develop Topic use?

Develop Topic is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Develop Topic use?

About 1.1k tokens (SKILL.md is roughly 4.6k 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 Develop Topic?

Skills that share tags, products or a category with Develop Topic: Academic Paper Strategist (AAASS554/codex-academic-paper-skills, 539 stars), Modeling Paper Rubric and Model Selector (yushui2022/MathModel-Skill, 452 stars), Humanities Thesis (ganzhi-black/humanities-thesis-skill, 627 stars) and Skill Thesis Writer (yanlin-cheng/skill-thesis-writer, 207 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Develop Topic?

sugarforever (a GitHub user) maintains it in sugarforever/boring-video-studio, which has 167 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 6, 2026.

Source: sugarforever/boring-video-studio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.