Ig Caption Writer
sergebulaev/instagram-skills
Draft an Instagram caption with the hook in the first 125 characters, a skimmable body, and one clear CTA, using a 2026 hook formula chosen by goal (saves, shares, comments, follows).
AST-based outline director for human-centered AI presentation workflows.
Install Humanize Ppt
$ npx skills add infometa/workbuddyskills --skill humanize-ppt -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install infometa/workbuddyskills humanize-ppt --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/infometa/workbuddyskills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/experts/humanize-ppt-team/skills/humanize-ppt .claude/skills/humanize-ppt && 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 "humanize-ppt" agent skill from https://github.com/infometa/workbuddyskills/tree/main/experts/humanize-ppt-team/skills/humanize-ppt into .claude/skills/humanize-ppt/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-ppt", 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/infometa/workbuddyskills/tree/main/experts/humanize-ppt-team/skills/humanize-pptType 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 infometa/workbuddyskills --skill humanize-ppt -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install infometa/workbuddyskills humanize-ppt --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/infometa/workbuddyskills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/experts/humanize-ppt-team/skills/humanize-ppt .agents/skills/humanize-ppt && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "humanize-ppt" agent skill from https://github.com/infometa/workbuddyskills/tree/main/experts/humanize-ppt-team/skills/humanize-ppt into .agents/skills/humanize-ppt/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-ppt", 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 infometa/workbuddyskills --skill humanize-ppt -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install infometa/workbuddyskills humanize-ppt --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/infometa/workbuddyskills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/experts/humanize-ppt-team/skills/humanize-ppt .cursor/skills/humanize-ppt && 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 "humanize-ppt" agent skill from https://github.com/infometa/workbuddyskills/tree/main/experts/humanize-ppt-team/skills/humanize-ppt into .cursor/skills/humanize-ppt/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-ppt", 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/infometa/workbuddyskills.git --path experts/humanize-ppt-team/skills/humanize-ppt--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 infometa/workbuddyskills --skill humanize-ppt -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install infometa/workbuddyskills humanize-ppt --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/infometa/workbuddyskills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/experts/humanize-ppt-team/skills/humanize-ppt .gemini/skills/humanize-ppt && 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 "humanize-ppt" agent skill from https://github.com/infometa/workbuddyskills/tree/main/experts/humanize-ppt-team/skills/humanize-ppt into .gemini/skills/humanize-ppt/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-ppt", 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 infometa/workbuddyskills humanize-pptInstalls 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 infometa/workbuddyskills --skill humanize-ppt -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/infometa/workbuddyskills.git skills-src && mkdir -p .github/skills && cp -r skills-src/experts/humanize-ppt-team/skills/humanize-ppt .github/skills/humanize-ppt && 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 "humanize-ppt" agent skill from https://github.com/infometa/workbuddyskills/tree/main/experts/humanize-ppt-team/skills/humanize-ppt into .github/skills/humanize-ppt/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-ppt", 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 infometa/workbuddyskills --skill humanize-ppt -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install infometa/workbuddyskills humanize-ppt --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/infometa/workbuddyskills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/experts/humanize-ppt-team/skills/humanize-ppt .opencode/skills/humanize-ppt && 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 "humanize-ppt" agent skill from https://github.com/infometa/workbuddyskills/tree/main/experts/humanize-ppt-team/skills/humanize-ppt into .opencode/skills/humanize-ppt/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "humanize-ppt", 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
humanize-ppt- GitHub stars
- 344
- Token cost
- ~908 tokens
- SKILL.md length
- 386 words
- Files
- 54 (incl. scripts, references)
- Skills in repo
- 212
- Repo updated
- First seen
- Licence
- MIT
At a glance
AST-based outline director for human-centered AI presentation workflows.
- Works in 6 steps: deck_brief.md — audience, goal, tension,… → ast_outline.md — AST map and narrative… → slide_plan.json — slide-by-slide plan. → …
- Tasks that involve Humanizing AI text
- SKILL.md covers Positioning, AST theory, Required output contract and Recommended OPC workflow, plus 3 more sections
- Calls python3
What it does
Humanize Ppt is an agent skill from infometa/workbuddyskills. AST-based outline director for human-centered AI presentation workflows. Use before generating PPT/HTML slides from raw material.
Its SKILL.md is about 910 tokens, which your agent loads only when the skill is triggered. The skill folder holds 56 other files, including scripts and reference files (for example `README.en.md`, `README.md` and `adapters/guizang-bridge-notes.md`).
It sits in Documents & Office, covering Humanizing AI text and Slides and decks. The repository describes itself as: WorkBuddy skills / connectors / experts archive for offline study. The licence is MIT.
When your agent uses it
- Tasks that involve Humanizing AI text
- Tasks that involve Slides and decks
Example prompts
- “/humanize-ppt”
Requirements
- Python 3
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- deck_brief.md — audience, goal, tension, success criteria.
- ast_outline.md — AST map and narrative arc.
- slide_plan.json — slide-by-slide plan.
- speaker_intent.md — what the speaker should do on each slide.
- asset_manifest.md — screenshots, charts, images, video needs.
- video_slots.json — optional HyperFrames / video insertion plan.
What it can do on your machine
Read from SKILL.md and the folder at commit 75a5ad9. 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/, which the agent can run.
Shell commands in SKILL.md call:
python3
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
Humanize Ppt loads about 908 tokens when it runs, and up to ~1.7k if it reads all its reference files. Until then it costs about 36 tokens; SKILL.md has 386 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 infometa/workbuddyskills at commit 75a5ad9, republished under its MIT licence (© infometa). 386 words, ~908 tokens.
Download SKILL.mdSave it as
.claude/skills/humanize-ppt/SKILL.md (or your agent's skills folder). This skill also uses 53 other files; get the full folder from GitHub.- name
- humanize-ppt
- description
- AST-based outline director for human-centered AI presentation workflows. Use before generating PPT/HTML slides from raw material.
- version
- 0.1.0
- author
- LearnPrompt
- license
- MIT
- metadata.tags
- presentation, ppt, html-slides, humanizer, ast, workflow
Humanize PPT
Use this skill when a user wants to turn raw material, notes, voice transcripts, documents, links, or old PPTs into a presentation-ready outline before rendering slides.
Positioning
Humanize PPT is an Outline Director and Agent Teams Orchestrator, not a slide renderer.
It should run before downstream PPT / HTML slide skills. Its job is to produce a clean AST-based production brief so renderers do not ingest raw noisy material directly.
In Agent Teams mode, the main Humanize PPT Agent loads this skill and controls specialist agents:
- Guizang Agent for Chinese stable rendering.
- Zara Agent for style exploration, HTML production, and deploy.
- HyperFrames Agent for video slots.
- Presenter Agent for presenter mode after the deck is finalized.
- QA Agent for content, visual, path, and delivery checks.
AST theory
AST means Audience-State-Transfer.
- Audience: who is listening, what they know, what they resist, and why they would keep listening.
- State: the audience state before and after the deck, plus the core tension that blocks the transition.
- Transfer: the slide-by-slide path that moves the audience from initial state to desired state.
Core sentence:
PPT is not an information container. PPT is an audience state-transfer artifact.
Required output contract
For every Humanize PPT run, produce:
deck_brief.md— audience, goal, tension, success criteria.ast_outline.md— AST map and narrative arc.slide_plan.json— slide-by-slide plan.speaker_intent.md— what the speaker should do on each slide.asset_manifest.md— screenshots, charts, images, video needs.video_slots.json— optional HyperFrames / video insertion plan.
Show full SKILL.md (143 more words)Show less
Recommended OPC workflow
O — Outline Director
Humanize PPT: raw material → AST outline + production brief
P — Presentation Production
guizang path: Chinese stable HTML PPT
Zara path: style exploration and HTML production
C — Complete / Control
HyperFrames video adapter
Presenter Adapter shell
Deploy / export adapter
QA checklistRules
- Do not let slide renderers consume raw material directly when Humanize PPT can first produce the AST contract.
- Keep presenter mode as a post-processing adapter, not a style.
- Separate deployment from presenter mode.
- Absorb AI-writing cleanup principles from humanizer tools, but do not reduce Humanize PPT to text polishing.
- Prefer a small verified workflow over a broad unverified promise.
- For public Skill releases, create/push the repo, install from GitHub locally, run one safe full sample, verify style exploration + presenter mode + deploy URL, and only then polish README details.
- For Agent Teams development, emit
router_plan.json,run_manifest.json, boundedcommands/*.md, and separateoutputs/<agent>/directories before wiring real downstream Skills.
Operational references
references/agent-teams-public-preview.md— Agent Teams architecture, specialist-agent command protocol, public preview release loop, and README split convention.
Local demo
If this repository is installed locally, run:
python3 scripts/humanize_ppt_v1.py \
--source examples/01-ai-tool-update/source.md \
--out .humanize-ppt-runs/ai-tool-update \
--title "AI 工具更新，不只是功能清单"© infometa, 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 53 other files (scripts, references) in experts/humanize-ppt-team/skills/humanize-ppt of infometa/workbuddyskills.
- SKILL.md
- .gitignore
- LICENSE
- README.en.md
- README.md
- adapters/guizang-bridge-notes.md
- adapters/presenter-adapter-spec.md
- adapters/zara-bridge-notes.md
- contracts/asset-manifest.template.md
- contracts/ast-outline.schema.md
- contracts/deck-brief.template.md
- contracts/slide-plan.schema.json
- contracts/speaker-intent.template.md
- contracts/video-slots.schema.json
- docs/AST-theory.md
- docs/OPC-workflow.md
- docs/agent-teams.md
- docs/demo
- … and 36 more
Open the folder on GitHubat commit 75a5ad9
Compare with similar skills
Humanize Ppt 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 |
|---|---|---|---|---|---|---|
| Humanize Ppt this skillinfometa/workbuddyskills | 344 | — | ~908 | Automated safety check: Pass | MIT | |
| Ig Caption Writersergebulaev/instagram-skills | 308 | 1 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Ig Humanizersergebulaev/instagram-skills | 308 | — | ~4k | Automated safety check: Pass | MIT | |
| Human Reviewpetergyang/human-review | 1.4k | — | ~2.1k | Automated safety check: Pass | MIT | |
| Persian Writingali2000hos/persian-writing | 361 | — | ~4.4k | Automated safety check: Warn | MIT | |
| Hermes3000 WritingHybridAIOne/hybridclaw | 158 | — | ~2.7k | Automated safety check: Pass | MIT |
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Categories
Questions about Humanize Ppt
What does Humanize Ppt do?
AST-based outline director for human-centered AI presentation workflows. Humanize Ppt is an agent skill from infometa/workbuddyskills. AST-based outline director for human-centered AI presentation workflows.
When should I use Humanize Ppt?
Humanize Ppt fits situations like: tasks that involve Humanizing AI text; tasks that involve Slides and decks.
How do I install Humanize Ppt in Claude Code?
Run `npx skills add infometa/workbuddyskills --skill humanize-ppt -a claude-code`. Or copy the skill folder (experts/humanize-ppt-team/skills/humanize-ppt in infometa/workbuddyskills) into .claude/skills/humanize-ppt in your project. Claude Code loads it when a task matches its description.
How do I install Humanize Ppt in Codex?
Run `npx skills add infometa/workbuddyskills --skill humanize-ppt -a codex`. Or copy the skill folder (experts/humanize-ppt-team/skills/humanize-ppt in infometa/workbuddyskills) into .agents/skills/humanize-ppt in your project. Codex loads it when a task matches its description.
Can I use Humanize Ppt 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 infometa/workbuddyskills --skill humanize-ppt -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/humanize-ppt, .gemini/skills/humanize-ppt, .github/skills/humanize-ppt and .opencode/skills/humanize-ppt in your project.
What does Humanize Ppt need to run?
Going by SKILL.md and its folder, Humanize Ppt needs the command-line tools its instructions call (python3). Our summary lists: Python 3.
Does Humanize Ppt 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 Humanize Ppt 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 Humanize Ppt use?
Humanize Ppt 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 Humanize Ppt use?
About 908 tokens (SKILL.md is roughly 3.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 747 tokens, read only when the agent opens those files.
What are the alternatives to Humanize Ppt?
Skills that share tags, products or a category with Humanize Ppt: Ig Caption Writer (sergebulaev/instagram-skills, 308 stars), Ig Humanizer (sergebulaev/instagram-skills, 308 stars), Human Review (petergyang/human-review, 1.4k stars) and Persian Writing (ali2000hos/persian-writing, 361 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Humanize Ppt?
infometa (a GitHub user) maintains it in infometa/workbuddyskills, which has 344 GitHub stars. The repository holds 212 skills in this directory. The repository was last updated on October 7, 2026.
Source: infometa/workbuddyskills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.