walkeros-using-step-examples

walkeros-using-step-examples is a skill for Claude Code from elbwalker/walkerOS. It costs 37 tokens per session (7,006 once invoked), scanned A, original, MIT.

A guide to step examples: structured input-and-output pairs that show how each part of a walkerOS flow should behave. They can also provide test data, simulation data, and documentation.

In plain words
What is it for?
Use it to write fixtures for automated tests, simulate events, document component behavior, and add flow checks to continuous integration, the automated checks run during development.
Why use it?
It gives developers a shared example for expected behavior and helps catch changes that break sources, transformers, or destinations.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Needs its repository: it reads a path above its own folder, which exists only inside the repository. The line is import { examples } from '../dev';.

Part of the walkeros plugin — 24 skills, 2 MCP servers shipped together

Good fit Use it to write fixtures for automated tests, simulate events, document component behavior, and add flow checks to continuous integration, the automated checks run during development.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.

Clone the repo
git clone --depth 1 https://github.com/elbwalker/walkerOS
agentmods
npx agentmods add skills/elbwalker/walkeros/walkeros-using-step-examples

Made for: Claude Code.

Or install walkeros, the plugin that ships this one along with the rest of its 24 skills, 2 MCP servers.

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 walkeros-using-step-examples

README.md
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Your own site
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Your own site · 80×15
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Per session 37 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 7,006 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. Third-party audits
  • NVIDIA SkillSpector warn 7 Sept 2026
SkillSpector: 1 finding, up to medium

These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →

  • medium Prompt Injection · line 72
    Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.
    Fix: Remove the large whitespace padding (blank-line blocks or long space runs) and review any content hidden below or to the right of it. Keep skill files compact and reviewable so no instructions can be
How audits are shown
Origin original No closer match found 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 $0.00037 $0.07006
Opus 5.5 $0.00015 $0.02802
Sonnet 5.5 $0.00007 $0.01401
Haiku 4.5 $0.00004 $0.00701

Measured 15d ago against content hash d7aa976a4a82, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

walkeros-using-step-examples 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 15d 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.

skills/walkeros-using-step-examples/SKILL.md · 741 lines

How it starts

The opening of the file, as written. The whole thing — 741 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Using Step Examples

Overview

Step examples are structured { in, out } pairs (with optional mapping for destinations) that define the expected input/output behavior of each step in a flow. They serve as:

  • Test fixtures for automated it.each testing
  • Simulation input for walkeros push --simulate (pass an example's in as --event; the CLI does not compare the result against out)
  • MCP context for AI-assisted development
  • Documentation showing real-world usage

Every source, transformer, and destination can ship step examples alongside its code.

The Three Type Zones

Each step in a flow sits at a boundary between arbitrary external formats and the walkerOS event model:

           Source              Transformer           Destination
  ┌─────────────────┐   ┌─────────────────┐   ┌─────────────────┐
  │  in: arbitrary   │   │  in: walkerOS   │   │  in: walkerOS   │
  │  (HTTP req, DOM) │   │      Event      │   │      Event      │
  │        │         │   │        │         │   │        │         │
  │        ▼         │   │        ▼         │   │        ▼         │
  │  out: walkerOS   │   │  out: walkerOS  │   │  out: arbitrary  │
  │      Event       │   │   Event | false │   │  (gtag, API)     │
  └─────────────────┘   └─────────────────┘   └─────────────────┘

  arbitrary ──────────── walkerOS.Event ──────────── arbitrary
  • Source converts platform-specific input into a walkerOS event
  • Transformer receives and returns walkerOS events (or false to filter)
  • Destination converts a walkerOS event into vendor-specific output

The in/out/trigger Format

Every step example is an object with in (input), out (array of observable effects), and optional trigger (how to invoke):

type StepEffect = readonly [callable: string, ...args: unknown[]];
type StepOut = readonly StepEffect[];

interface StepExample {
  in: unknown; // Platform-specific input
  out: StepOut; // Array of effect tuples - see shape rules below
  trigger?: { type?: string; options?: unknown }; // How to invoke
  mapping?: unknown; // Destination mapping rule
  command?: 'config' | 'consent' | 'user' | 'run'; // Route to walker command
}

Read the full file on GitHub · 741 lines

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. 15d ago Changed · +27 lines d7aa976a4a82
  2. 17d ago Changed · +49 lines 8ea206c653fa
  3. 23d ago Changed · +76 lines abcaf0244714
  4. 24d ago Changed · +20 lines c50ffc38f564
  5. 1mo ago First seen · 569 lines · 37 tokens per session scan A d0f445291887

Subscribe to this mod's changes

walkeros-using-step-examples is a skill published in the GitHub repository elbwalker/walkerOS (348 stars, last pushed 2d ago), licensed MIT. It adds 37 tokens to every session and 7,006 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-08-30.

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