
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)
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| Installs | 1.3k |
|---|---|
| repo stars | ★ 238k |
| Last updated | August 5, 2026 |
| Repository | affaan-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
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_KEYand 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.