ito-data-atlas-agent

ito-data-atlas-agent is a skill for Claude Code, Codex from nklofy/code-agent-skills. It costs 43 tokens per session (481 once invoked), scanned A, original, Apache-2.0.

A design pattern for agents that research prediction markets and prepare baskets for human review. Prediction markets are markets where people trade contracts tied to possible future events.

In plain words
What is it for?
It helps plan data collectors, candidate baskets, parameter drafts, risk reviews, and human approval workflows.
Why use it?
It separates research, drafting, risk checks, and approval, while keeping live trading behind explicit human permission.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit It helps plan data collectors, candidate baskets, parameter drafts, risk reviews, and human approval workflows.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/nklofy/code-agent-skills/ito-data-atlas-agent
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 nklofy/code-agent-skills --skill ito-data-atlas-agent
Clone the repo
git clone --depth 1 https://github.com/nklofy/code-agent-skills

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 ito-data-atlas-agent

README.md
[![agentmods](https://agentmods.dev/badge/skills/nklofy/code-agent-skills/ito-data-atlas-agent/github.svg)](https://agentmods.dev/skills/nklofy/code-agent-skills/ito-data-atlas-agent)
Your own site
<a href="https://agentmods.dev/skills/nklofy/code-agent-skills/ito-data-atlas-agent"><img src="https://agentmods.dev/badge/skills/nklofy/code-agent-skills/ito-data-atlas-agent/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 ito-data-atlas-agent

Your own site · 80×15
<a href="https://agentmods.dev/skills/nklofy/code-agent-skills/ito-data-atlas-agent"><img src="https://agentmods.dev/badge/skills/nklofy/code-agent-skills/ito-data-atlas-agent.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 43 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 481 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 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 $0.00043 $0.00481
Opus 5 $0.00022 $0.00241
Sonnet 5 $0.00009 $0.00096
Haiku 4.5 $0.00004 $0.00048

Measured 6d ago against content hash c3ce06ee779e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

ito-data-atlas-agent 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 6d 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.

affaan-m-ECC/ito-data-atlas-agent/SKILL.md · 65 lines

What it actually says

Itô Data Atlas Agent

Use this skill to design an agent that watches data sources, builds candidate prediction-market baskets, drafts parameter changes, and hands the result to a human for review.

This skill describes architecture and workflow. It does not run live trading.

Guardrails

  • Keep all execution behind explicit human approval.
  • Require ITO_API_KEY only for read-only Itô data access unless a separate private implementation explicitly adds execution controls.
  • Do not persist private user data unless the target repo already has a storage contract and the user asks for it.
  • Do not expose private strategy logic, venue credentials, or local paths in public docs.

Architecture Pattern

Use four lanes:

  1. Research collector: public web, X, GitHub, venue docs, API metadata, and Itô read endpoints when gated access exists.
  2. Basket drafter: turns sources into candidate underliers, weights, rules, and questions.
  3. Risk reviewer: checks data freshness, venue limits, resolution ambiguity, compliance notes, and prompt-injection exposure.
  4. Human editor: opens a chat or UI state where the user can approve, reject, adjust, or ask for more research.

Workflow

  1. Define the user objective and excluded actions.
  2. List data sources and access requirements.
  3. Draft a basket spec with provenance for every underlier.
  4. Produce editable parameters rather than executable orders.
  5. Store an audit trail: inputs, model output, sources, and human decision.

Useful Skill Chains

  • deep-research for source collection.
  • x-api for current social/event signal.
  • ito-market-intelligence for venue and underlier context.
  • ito-basket-compare for user knowledge-base matching.
  • prediction-market-risk-review before any execution-capable integration.

Output Contract

Return an implementation-ready workflow spec with:

  • data sources
  • access gates
  • agent roles
  • human approval points
  • storage/audit boundary
  • non-goals
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. 6d ago First seen · 65 lines · 43 tokens per session scan A c3ce06ee779e

Subscribe to this mod's changes

ito-data-atlas-agent is a skill published in the GitHub repository nklofy/code-agent-skills (18 stars, last pushed 2mo ago), licensed Apache-2.0. It adds 43 tokens to every session and 481 once invoked, about $0.0002 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.

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