AI Shifu Course Creator

What it does

When your agent uses it

• The user works with AI-Shifu (AI师傅) courses in any capacity of creating
• Managing Teaching Prompts (per-lesson) and Course Prompts (course-level) — both written in MarkdownFlow (MDF)
• Any mention of AI-Shifu
• Teaching Prompt

Example prompts

• “/ai-shifu-course-creator”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

1. 1Script style: directive, not manuscript. Write in imperative, model-guiding language ("Ask the learner to …", "After collecting {{var}}…
2. 2Interaction syntax: prompt outside, options inside. Keep the learner-facing question on the line before the interaction; put only option…
3. 3Mandatory anchoring + downstream effect. After every interaction, restate the learner's selection as an instruction (Restate the learner's…
4. 4Visuals: two regimes — "no asset" vs "asset uploaded".
5. 5Output language must be resolved before any prompt content. Run Language Resolution per references/data-contracts.md#language-resolution…

What it can do on your machine

Read from SKILL.md and the folder at commit 91b77ea. 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

  Hosts in commands or code, which the agent is likely to contact:

  • resource.ai-shifu.cn

  Also links to:

  • ai-shifu.cn

  From URLs in SKILL.md, links to its own repository left out.

• Credentials

  Names these keys or tokens, usually read from environment variables:

  • SHIFU_TOKEN

  From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

AI Shifu Course Creator loads about 7.8k tokens when it runs, and up to ~44k if it reads all its reference files. Until then it costs about 242 tokens; SKILL.md has 3,437 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~242

When it runs · the whole SKILL.md, loaded when a task matches

~7.8k

With references · SKILL.md plus every file in references/, read only if the agent opens them

~44k

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

• NoteMentions a .env fileSKILL.md:137

  the Deployment authentication (token in `.env`); resolves `shifu_bid` via CLI `list` and outline via CLI `show`; runs DS

• NoteMentions a .env fileSKILL.md:381

  reuse the Deployment authentication. If `.env` lacks a valid `SHIFU_TOKEN`, guide the user through `shifu-cli.py login`

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 3,437 words (~7,834 tokens).

name

ai-shifu-course-creator

version

1.0.0

display_name

AI师傅课程创作

display_name_en

AI Shifu Course Creator

description_zh

AI师傅课程全生命周期管理，支持创建、编写、优化、部署及数据分析互动课程。

description_en

Full lifecycle management for AI-Shifu courses — create, write, optimize, deploy, and analyze interactive courses with MarkdownFlow.

visibility

public

Read the full SKILL.md on GitHub

Files

SKILL.md and 25 other files (scripts, references) in skills/ai-shifu-course-creator of infometa/workbuddyskills.

• SKILL.md
• examples/deploy-only.md
• examples/end-to-end-deploy.md
• examples/fallback-mode.md
• examples/generation-only.md
• examples/optimization-only.md
• examples/pipeline-full.md
• examples/segmentation-only.md
• references/analytics/dsl.md
• references/analytics/overview.md
• references/analytics/privacy-and-presentation.md
• references/analytics/recipes.md
• references/analytics/tables.md
• references/cli/cli-reference.md
• references/cli/course-directory-spec.md
• references/cli/import-json-format.md
• references/course-prompt.md
• … and 9 more

Open the folder on GitHubat commit 91b77ea