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Prediction Market Risk Review

  • 1.3k installs
  • 238k repo stars
  • Updated August 5, 2026
  • affaan-m/ecc

prediction-market-risk-review is a security checker skill that audits prediction-market, oracle, basket, and trading-agent workflows for compliance, safety, data-quality, privacy, and execution risk before developers con

About

prediction-market-risk-review is an ECC-origin agent skill that gates prediction-market and trading automation workflows before they handle venue authentication, user portfolio data, API keys, or trade planning. Review gates cover advice boundaries—keeping outputs informational without buy/sell/hold sizing recommendations—and venue plus regulatory concerns alongside data-quality and privacy checks. Developers invoke prediction-market-risk-review when building agents that interact with prediction markets, oracle feeds, basket strategies, or execution-capable trading tools and need a structured preflight audit. The skill emphasizes explicit manual decision points and removal of direct trading recommendations from agent outputs before any workflow touches user financial context.

  • 5 review gates covering Advice Boundary, Venue & Regulatory Boundary, Data Quality, Security, and Privacy
  • Explicitly removes buy/sell/hold/size recommendations while preserving informational output
  • Flags venue terms, geography restrictions, liquidity issues, stale prices, and regulatory ambiguity
  • Enforces read-only scopes, circuit breakers, spend limits, dry runs, and human approval gates
  • Separates public venue data from private Itô gated data with mandatory labeling

Prediction Market Risk Review by the numbers

  • 1,271 all-time installs (skills.sh)
  • +83 installs in the week ending Aug 5, 2026 (Skillselion tracking)
  • Ranked #348 of 2,203 Security skills by installs in the Skillselion catalog
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/affaan-m/ecc --skill prediction-market-risk-review

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Listed on Skillselion
Installs1.3k
repo stars238k
Last updatedAugust 5, 2026
Repositoryaffaan-m/ecc

How do you security-review prediction market trading agents?

Audit prediction-market, oracle, basket, and trading-agent workflows for compliance, safety, data-quality, privacy, and execution risk before they touch real fina

Who is it for?

Developers building prediction-market or trading agents who must preflight compliance, privacy, and execution risks before live venue credentials.

Skip if: General application security reviews unrelated to trading venues, oracle feeds, or portfolio-handling agent workflows.

When should I use this skill?

A prediction-market workflow will touch venue auth, API keys, user portfolio data, automation, or execution-capable trading tools.

What you get

Risk review gate checklists, advice-boundary fixes, and compliance notes for prediction-market workflows.

  • Risk review gate checklist
  • Compliance and privacy findings

Files

SKILL.mdMarkdownGitHub ↗

Prediction Market Risk Review

Use this skill before a prediction-market workflow touches user financial context, venue authentication, portfolio data, automation, or execution-capable tools.

Review Gates

Advice Boundary

  • Confirm the output is informational.
  • Remove buy/sell/hold/size recommendations.
  • Keep manual user decision points explicit.

Venue And Regulatory Boundary

  • Identify venue terms, geography restrictions, account limits, and API rules.
  • Flag betting, derivatives, securities, or commodities ambiguity for legal

review when relevant.

  • Do not bypass venue restrictions or rate limits.

Data Quality

  • Check market liquidity, spread, resolution rules, stale prices, and source

timestamps.

  • Separate public venue data from Itô gated data.
  • Do not mix public and private sources without labels.

Security

  • Do not request or store private keys, seed phrases, or passwords.
  • Keep ITO_API_KEY and venue API keys out of logs and docs.
  • Use read-only scopes by default.
  • Require circuit breakers, spend limits, dry runs, and human approval before

any private implementation adds execution.

Privacy

  • Minimize user portfolio, financial, and knowledge-base data.
  • Redact private sources in public artifacts.
  • Preserve only the fields needed for the review.

Output Contract

Return:

1. scope reviewed 2. pass/warn/fail findings 3. blocked actions 4. required mitigations 5. safe next step

If any execution-capable step is requested, require a separate implementation plan and explicit user approval.

Related skills

How it compares

Use prediction-market-risk-review for finance-agent compliance preflight rather than generic OWASP or dependency vulnerability scans.

FAQ

When must prediction-market-risk-review run?

prediction-market-risk-review should run before any workflow handles venue authentication, user portfolio data, API keys, trade planning, or other execution-capable financial tooling.

What advice rules does prediction-market-risk-review enforce?

prediction-market-risk-review confirms outputs stay informational, removes buy/sell/hold sizing recommendations, and keeps manual user decision points explicit in trading-agent responses.

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