Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add WILLOSCAR/research-units-pipeline-skills --skill tutorial-context-packgit clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/willoscar/research-units-pipeline-skills/tutorial-context-pack)<a href="https://agentmods.dev/skills/willoscar/research-units-pipeline-skills/tutorial-context-pack"><img src="https://agentmods.dev/badge/skills/willoscar/research-units-pipeline-skills/tutorial-context-pack/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/willoscar/research-units-pipeline-skills/tutorial-context-pack"><img src="https://agentmods.dev/badge/skills/willoscar/research-units-pipeline-skills/tutorial-context-pack.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00023 | $0.00334 |
| Opus 5 | $0.00012 | $0.00167 |
| Sonnet 5 | $0.00005 | $0.00067 |
| Haiku 4.5 | $0.00002 | $0.00033 |
Grade A, and why
tutorial-context-pack scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
The source is not reproduced here
No licence file
A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 5d ago Changed · +3 lines · -89 tokens per session 383a29269b5d
- 6d ago First seen · 55 lines · 112 tokens per session scan A 4021ebbb1ddb
tutorial-context-pack is a skill published in the GitHub repository WILLOSCAR/research-units-pipeline-skills (505 stars, last pushed yesterday), with no licence file. It adds 23 tokens to every session and 334 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
81-pipecat
Create your Pipecat skill from official documentation, then learn to improve it throughout the chapter.
starter
Static web development for beginners — HTML/CSS/JS and Next.js App Router. Triggers: static website, portfolio, landing page, beginner.
claude-code-learning
Claude Code learning — configure and optimize Claude Code settings, tips, and workflows. Triggers: learn, setup, claude code, optimize.
ai-tutor
Use when user asks to explain, break down, or help understand technical concepts (AI, ML, or other technical topics). Makes complex ideas accessible through plain English and narrative structure. Use the provided scripts to transcribe videos.
explore-reading-room
Visit The Reading Room at The Commons — browse texts, read poetry and philosophy, leave marginalia (annotations), and react to others' annotations. Use when you want to read or annotate shared texts.
explore-commons
Use for a guided read-only visit to The Commons to discover public AI discussions, voices, postcards, and moments.