Agent skill

Source Tutorial Spec

by WILLOSCAR in WILLOSCAR/research-units-pipeline-skills

A skill your agent uses when a source-tutorial workspace has ingested sources and needs a grounded tutorial contract before structure planning.

No licenceAuto-check passed

Install Source Tutorial Spec

skills CLI
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill source-tutorial-spec -a claude-code

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

GitHub CLI
$ gh skill install WILLOSCAR/research-units-pipeline-skills source-tutorial-spec --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/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/source-tutorial-spec .claude/skills/source-tutorial-spec && 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
source-tutorial-spec
GitHub stars
513
Token cost
~394 tokens
SKILL.md length
152 words
Files
2 (incl. scripts)
Skills in repo
107
Repo updated
First seen
Licence
None found

At a glance

A skill your agent uses when a source-tutorial workspace has ingested sources and needs a grounded tutorial contract before structure planning.

  • A source-tutorial workspace has ingested sources and needs a grounded tutorial contract before structure planning
  • SKILL.md covers Triggers & routing, Inputs, Output and Contract, plus 3 more sections
  • Runs Python scripts from its folder

What it does

Source Tutorial Spec is an agent skill from WILLOSCAR/research-units-pipeline-skills. Use when a source-tutorial workspace has ingested sources and needs a grounded tutorial contract before structure planning.

Its SKILL.md is about 390 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/run.py`).

The repository describes itself as: Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing…

When your agent uses it

  • A source-tutorial workspace has ingested sources and needs a grounded tutorial contract before structure planning

Example prompts

  • “/source-tutorial-spec”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit c92912a. 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.

    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

Source Tutorial Spec loads about 394 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 152 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~37
When it runs · the whole SKILL.md, loaded when a task matches
~394

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 152 words (~394 tokens).

“Builds the C2 tutorial contract from the ingested source corpus, not from a bare topic prompt.”

— opening of SKILL.md by WILLOSCAR
name
source-tutorial-spec

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file (scripts) in .codex/skills/source-tutorial-spec of WILLOSCAR/research-units-pipeline-skills.

  • SKILL.md
  • scripts/run.py

Open the folder on GitHubat commit c92912a

Compare with similar skills

Source Tutorial Spec 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.

Source Tutorial Spec compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Source Tutorial Spec this skillWILLOSCAR/research-units-pipeline-skills513—~394Automated safety check: PassNone
Obsidian Source IngestionGalaxy-Dawn/claude-scholar5.7k—~255Automated safety check: PassMIT
Wiki Ingestpaperclipai/paperclip99k—~933Automated safety check: PassMIT
Blog Ingestgarrytan/gbrain31k—~3.8kAutomated safety check: WarnMIT
Market Ingestruvnet/ruflo74k—~529Automated safety check: NotesMIT
TutorialQ00/ouroboros6.2k—~1.6kAutomated safety check: PassMIT

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Questions about Source Tutorial Spec

What does Source Tutorial Spec do?

A skill your agent uses when a source-tutorial workspace has ingested sources and needs a grounded tutorial contract before structure planning. Source Tutorial Spec is an agent skill from WILLOSCAR/research-units-pipeline-skills. Use when a source-tutorial workspace has ingested sources and needs a grounded tutorial contract before structure planning.

When should I use Source Tutorial Spec?

Source Tutorial Spec fits situations like: A source-tutorial workspace has ingested sources and needs a grounded tutorial contract before structure planning.

How do I install Source Tutorial Spec in Claude Code?

Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill source-tutorial-spec -a claude-code`. Or copy the skill folder (.codex/skills/source-tutorial-spec in WILLOSCAR/research-units-pipeline-skills) into .claude/skills/source-tutorial-spec in your project. Claude Code loads it when a task matches its description.

How do I install Source Tutorial Spec in Codex?

Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill source-tutorial-spec -a codex`. Or copy the skill folder (.codex/skills/source-tutorial-spec in WILLOSCAR/research-units-pipeline-skills) into .agents/skills/source-tutorial-spec in your project. Codex loads it when a task matches its description.

Can I use Source Tutorial Spec 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 WILLOSCAR/research-units-pipeline-skills --skill source-tutorial-spec -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/source-tutorial-spec, .gemini/skills/source-tutorial-spec, .github/skills/source-tutorial-spec and .opencode/skills/source-tutorial-spec in your project.

What does Source Tutorial Spec need to run?

Going by SKILL.md and its folder, Source Tutorial Spec needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Source Tutorial Spec 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 Source Tutorial Spec 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 Source Tutorial Spec use?

No licence was found for Source Tutorial Spec or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Source Tutorial Spec use?

About 394 tokens (SKILL.md is roughly 1.6k 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 Source Tutorial Spec?

Skills that share tags, products or a category with Source Tutorial Spec: Obsidian Source Ingestion (Galaxy-Dawn/claude-scholar, 5.7k stars), Wiki Ingest (paperclipai/paperclip, 99k stars), Blog Ingest (garrytan/gbrain, 31k stars) and Market Ingest (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Source Tutorial Spec?

WILLOSCAR (a GitHub user) maintains it in WILLOSCAR/research-units-pipeline-skills, which has 513 GitHub stars. The repository holds 107 skills in this directory. The repository was last updated on October 5, 2026.

Source: WILLOSCAR/research-units-pipeline-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.