hailstone-sequence

hailstone-sequence is a skill for Claude Code, Codex from nerdai/llm-agents-from-scratch. It costs 32 tokens per session (363 once invoked), scanned A, a copy of stop-at-one, Apache-2.0.

A tool-driven calculation of the Hailstone, also called Collatz, sequence: start with a positive integer and repeatedly calculate the next value until reaching 1.

In plain words
What is it for?
Use it to generate the complete sequence from a starting number and report the starting value, number of steps, and highest value reached.
Why use it?
It removes the need to calculate and track every step manually, while requiring an actual tool result for each step.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

Good fit Use it to generate the complete sequence from a starting number and report the starting value, number of steps, and highest value reached.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/nerdai/llm-agents-from-scratch/hailstone-sequence
Install

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.

Any agent
npx skills add nerdai/llm-agents-from-scratch --skill hailstone-sequence
Clone the repo
git clone --depth 1 https://github.com/nerdai/llm-agents-from-scratch

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for hailstone-sequence

README.md
[![agentmods](https://agentmods.dev/badge/skills/nerdai/llm-agents-from-scratch/hailstone-sequence/github.svg)](https://agentmods.dev/skills/nerdai/llm-agents-from-scratch/hailstone-sequence)
Your own site
<a href="https://agentmods.dev/skills/nerdai/llm-agents-from-scratch/hailstone-sequence"><img src="https://agentmods.dev/badge/skills/nerdai/llm-agents-from-scratch/hailstone-sequence/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.

agentmods 80×15 button for hailstone-sequence

Your own site · 80×15
<a href="https://agentmods.dev/skills/nerdai/llm-agents-from-scratch/hailstone-sequence"><img src="https://agentmods.dev/badge/skills/nerdai/llm-agents-from-scratch/hailstone-sequence.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 32 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 363 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 91% copy Near-identical to another mod in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00032 $0.00363
Opus 5.5 $0.00013 $0.00145
Sonnet 5.5 $0.00006 $0.00073
Haiku 4.5 $0.00003 $0.00036

Measured 2mo ago against content hash 15ae62064e66, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

hailstone-sequence 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 2mo 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.

Origin

This is a copy

91% identical to stop-at-one — 8 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

talks/2026/acm-educational-talks/.agents/skills/hailstone-sequence/SKILL.md · 63 lines

What it actually says

Hailstone Sequence

Compute the full Hailstone (Collatz) sequence from a starting number down to 1 using the next_number tool.

Arguments

The user must provide a starting number (a positive integer greater than 1).

If no starting number is given, ask the user before proceeding.

Steps

1. Initialize

Set the current number x to the starting number provided by the user.

Begin tracking the sequence as a list: [x].

2. Call the tool

Call next_number with the current value of x.

next_number(x=<current_number>)

STOP and WAIT for the tool result before continuing.

3. Record the result

Append the returned value to the sequence list.

Set x to the returned value.

4. Check termination

  • If x == 1, proceed to Step 5.
  • Otherwise, go back to Step 2.

Important rules:

  • NEVER fabricate or simulate tool call results.
  • NEVER make multiple tool calls in a single response.
  • ALWAYS wait for the actual tool response before deciding next steps.

5. Report the result

Print the complete sequence from start to finish, for example:

6 → 3 → 10 → 5 → 16 → 8 → 4 → 2 → 1

Also report:

  • Starting number
  • Total steps taken (number of tool calls made)
  • Maximum value reached in the sequence
Changes

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.

  1. 2mo ago First seen · 63 lines · 32 tokens per session scan A 15ae62064e66

Subscribe to this mod's changes

hailstone-sequence is a skill published in the GitHub repository nerdai/llm-agents-from-scratch (194 stars, last pushed yesterday), licensed Apache-2.0. It adds 32 tokens to every session and 363 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 91% identical to stop-at-one, differing in 8 lines, and is treated as a copy.

Related

hailstone-sequence compared with skills from other repositories

hailstone-sequence next to 6 skills from other repositories
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