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 gpsaggese/helpers --skill review.create_demogit clone --depth 1 https://github.com/gpsaggese/helpersWrote 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/gpsaggese/helpers/review.create_demo)<a href="https://agentmods.dev/skills/gpsaggese/helpers/review.create_demo"><img src="https://agentmods.dev/badge/skills/gpsaggese/helpers/review.create_demo/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/gpsaggese/helpers/review.create_demo"><img src="https://agentmods.dev/badge/skills/gpsaggese/helpers/review.create_demo.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 | $0.00000 | $0.01664 |
| Opus 5.5 | $0.00000 | $0.00666 |
| Sonnet 5.5 | $0.00000 | $0.00333 |
| Haiku 4.5 | $0.00000 | $0.00166 |
Grade A, and why
review.create_demo 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 yesterday.
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.
How it starts
The opening of the file, as written. The whole thing — 140 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Goal
- Given a dir that holds a tool, write
code_demo.mdin that dir - The file has four parts:
- What the tool does, in a few lines
- What to run: the command, its needs, its cost, and how long it takes
- What is generated: each output file, what it holds, and the stage that writes it
- What a past run gave, and how to check the output
- Keep it short: a reader must run the demo after reading it for 5 mins
- It is the source of the end-to-end demo in
code_tour.md. The skill.claude/skills/review.create_code_tour/SKILL.mdpoints to this file and does not repeat it
Conventions
- Follow the template
.claude/templates/review_create_demo.template.md - Follow
.claude/skills/text.rules.mdand.claude/skills/markdown.rules.md - Name each file in backticks, with its path from the repo root
- Put each command in a fenced
bashblock, with>before the command - Take facts from the dir's README and from the files a run leaves. If a fact is
not clear, write
unknownand do not guess
Workflow
Get the Input
- Take the dir from the arguments. If none is given, use the current dir
- If the dir does not exist, report the error and stop
- Write
code_demo.mdin the dir. The name is fixed, so it does not follow## Generated File Namingof.claude/skills/skill.rules.md- If the file exists, read it, then overwrite it
- Take the dir's
README.md- If it does not exist, report the error and stop. Tell the user to run
.claude/skills/readme_dir.create/SKILL.mdon the dir first
- If it does not exist, report the error and stop. Tell the user to run
Find the Demo
- Find the runner: the executable that runs all stages, or the only executable
- Take its path, flags, and example commands from the README of the dir and of the script
- Check the flags with
--help
- Find the small example input: the smallest input file that the README or the tests
use, e.g.,
paper_list.short.csv- Skim the whole file, so the text says what the rows are
- Choose the output dir: take it from the README if it gives one. Else use
./run_demo, a dir in the current dir - Find the setup the command needs, e.g.,
PYTHONPATH, an API key, or Docker. Take it from the README of the dir - Find what the demo needs and costs
- Name the needs: internet, an LLM, a browser, an API key
- Say that the demo costs LLM calls when it calls an LLM
- Do not run a command that costs money. Ask the user to run it
- If the runner has
--dry_run, run it. Check that it needs no internet, no LLM, and no browser
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.
- yesterday First seen · 140 lines · 0 tokens per session scan A dd7ad0bca861
review.create_demo is a skill published in the GitHub repository gpsaggese/helpers (158 stars, last pushed today), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 1,664 tokens. 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 2026-11-06.
review.create_demo compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| review.create_demogpsaggese/helpers | Skill | 158 | today | Apache-2.0 | A | 0 | Claude Code |
| imagegenopenai/codex | Skill | 134k | today | Apache-2.0 | A | 113 | Codex |
| local-ai-agentsmicrosoft/ai-agents-for-beginners | Skill | 79k | today | MIT | A | 200 | Claude Code, Codex |
| playwright-climicrosoft/playwright | Skill | 99k | today | Apache-2.0 | A | 19 | Claude Code |
| systematic-debuggingobra/superpowers | Skill | 314k | 3d ago | MIT | A | 21 | Claude Code |
| next-cache-components-adoptionvercel/next.js | Skill | 143k | today | MIT | A | 95 | Claude Code |
| chat-pet-sprite-creationmicrosoft/vscode | Skill | 195k | today | MIT | A | 53 | Claude Code, Codex |