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 JunMystery/Agent-Guidance-Python --skill ito-prediction-market-opsgit clone --depth 1 https://github.com/JunMystery/Agent-Guidance-PythonWrote 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/junmystery/agent-guidance-python/ito-prediction-market-ops)<a href="https://agentmods.dev/skills/junmystery/agent-guidance-python/ito-prediction-market-ops"><img src="https://agentmods.dev/badge/skills/junmystery/agent-guidance-python/ito-prediction-market-ops/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/junmystery/agent-guidance-python/ito-prediction-market-ops"><img src="https://agentmods.dev/badge/skills/junmystery/agent-guidance-python/ito-prediction-market-ops.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 | $0.00041 | $0.00468 |
| Opus 5 | $0.00020 | $0.00234 |
| Sonnet 5 | $0.00008 | $0.00094 |
| Haiku 4.5 | $0.00004 | $0.00047 |
Grade A, and why
ito-prediction-market-ops 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 5d 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.
What it actually says
Itô & Prediction Market Operations
Use this skill for all prediction-market workflows, venue research, basket comparisons, and trade planning on Itô or similar event-probability platforms.
[!WARNING] This skill is for read-only analysis and non-advisory research. Do not provide investment advice, recommend active positions, or attempt to execute live trades.
Core Workflows
1. Market Intelligence & Oracle Research
- Venue Research: Inspect contract details, volume, underliers, open interest, and event rules.
- Oracle Signals: Analyze market-implied probabilities as data inputs for decision intelligence or dashboards. Combine with source-grounded news to draft briefings.
2. Basket & Portfolio Comparisons
- Gap Analysis: Compare prediction-market baskets against portfolios, watchlist, or a specific research thesis.
- Evidence-First Verification: Query and cite authoritative public sources regarding underlying event outcomes rather than guessing.
3. Non-Advisory Trade Planning
- Prerequisites Worksheet: Document the specific contract conditions, order prerequisites, limits, and manual execution steps without placing trades.
- Risk Mapping: Identify hedging opportunities or conflicting events across subnets or venues.
References
For specialized sub-modules, refer to these local guides:
- Itô Basket Comparison Details:
references/ito-basket-compare.md - Itô Data Atlas and Schema:
references/ito-data-atlas.md - Itô Venues & Rules:
references/ito-market-intelligence.md - Itô Trade Planner Template:
references/ito-trade-planner.md - Prediction Market Probabilities:
references/prediction-market-oracle.md
Verification Checklist
- All analysis is read-only, non-advisory, and carries a clear financial disclaimer
- Underlying contract rules and resolution conditions are explicitly cited
- No private keys, keys, or credentials are used or requested
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.
- 5d ago First seen · 44 lines · 41 tokens per session scan A 903713640f1b
ito-prediction-market-ops is a skill published in the GitHub repository JunMystery/Agent-Guidance-Python (2 stars, last pushed 1mo ago), licensed MIT. It adds 41 tokens to every session and 468 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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