aithy: Skill for Claude Code

.claude/skills/ax-flow/SKILL.md

ax-flow is a skill for Claude Code from dosco/aithy. It costs 59 tokens per session (6,679 once invoked), scanned A, original, Apache-2.0.

A reference for building multi-step language-model workflows with the @ax-llm/ax TypeScript library. A workflow connects named processing steps and can run independent steps in parallel.

In plain words
What is it for?
It is for creating pipelines with sequential or parallel AI steps, conditional routing, map-and-reduce patterns, and final typed results.
Why use it?
It helps prevent common workflow errors, such as executing a step before defining it or returning data with the wrong shape. It also explains how results move through the workflow.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is dosco/aithy's own configuration. It tells Claude Code how to work on aithy itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything aithy configures →

Reuse

Borrowing it

Nothing to install: this file belongs to dosco/aithy. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/dosco/aithy/main/.claude/skills/ax-flow/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/dosco/aithy

Made for: Claude Code.

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 ax-flow

README.md
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Your own site
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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 ax-flow

Your own site · 80×15
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Per session 59 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 6,679 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 pass 7 Sept 2026
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 $0.00059 $0.06679
Opus 5.5 $0.00024 $0.02672
Sonnet 5.5 $0.00012 $0.01336
Haiku 4.5 $0.00006 $0.00668

Measured 1mo ago against content hash 674be774b2d8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ax-flow 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 1mo 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.

.claude/skills/ax-flow/SKILL.md · 687 lines

How it starts

The opening of the file, as written. The whole thing — 687 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AxFlow Codegen Rules (@ax-llm/ax)

Use this skill to generate AxFlow workflow code. Prefer short, modern, copyable patterns. Do not write tutorial prose unless the user explicitly asks for explanation.

Use These Defaults

  • Use flow() factory, not new AxFlow().
  • Import: import { ai, flow, f } from '@ax-llm/ax';
  • autoParallel: true is the default; independent executes and derives run in parallel when their metadata reads/writes are known and non-conflicting.
  • Node results are stored as ${nodeName}Result in state.
  • Always define .node() before .execute() for that node.
  • Use .returns() (or .r()) as the last step to lock the output type.
  • Use descriptive node names: documentSummarizer, not proc1.
  • Use descriptive field names: userInput, responseText, not text, result.

Critical Rules

  • Use flow() factory syntax for new code.
  • Node results in state follow the pattern state.${nodeName}Result.${fieldName}.
  • .execute() maps current state to node inputs; .map() transforms state without AI calls.
  • .returns() maps final state to the flow output type.
  • Always define nodes before executing them; reversed order throws at runtime.
  • Keep state flat; avoid deep nesting in .map().
  • Ensure loop conditions can change to avoid infinite loops.
  • Structure independent executes to maximize safe auto-parallelization.
  • Use flow<InputType, OutputType>() for typed flows.
  • Aliases: .n() = .node(), .nx() = .nodeExtended(), .m() = .map(), .r() = .returns().

Canonical Pattern

import { ai, flow } from '@ax-llm/ax';

const llm = ai({ name: 'openai', apiKey: process.env.OPENAI_APIKEY! });

const wf = flow<{ userInput: string }, { responseText: string }>()
  .node('testNode', 'userInput:string -> responseText:string')
  .execute('testNode', (state) => ({ userInput: state.userInput }))
  .returns((state) => ({ responseText: state.testNodeResult.responseText }));

const result = await wf.forward(llm, { userInput: 'Hello world' });
console.log(result.responseText);

Read the full file on GitHub · 687 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. 1mo ago Changed · +244 lines 674be774b2d8
  2. 1mo ago First seen · 443 lines · 59 tokens per session scan A a7950219f9d0

Subscribe to this mod's changes

ax-flow is a skill published in the GitHub repository dosco/aithy (108 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 59 tokens to every session and 6,679 once invoked, about $0.0002 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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