Individual skill
digital-oracle
Answer prediction questions using market trading data, not opinions. Use when the user asks probability questions about geopolitics, economics, markets, industries, or any topic where real money is being traded on the outcome. Examples: 'What's the probability of WW3?', 'Will there be a recession?', 'Is AI in a bubble?', 'When will the Russia-Ukraine war end?', 'Is it a good time to buy gold?', 'Will SPY drop 5% this month?', 'Is NVDA options premium overpriced?'. The skill reads prices from prediction markets, commodities, equities, options chains, derivatives, yield curves, and currencies, then cross-validates multiple signals to produce a structured probability report.
SKILL.md
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- agent-skills Repository topic
- ai-agent Repository topic
- claude-code Repository topic
- codex Repository topic
- cursor Repository topic
- finance Repository topic
- kalshi Repository topic
- llm Repository topic
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.gitignoreasset · 55 bytesITERATION_PLAN.mddoc · 11,660 bytesLICENSEasset · 1,072 bytesREADME.en.mddoc · 5,248 bytesREADME.mddoc · 4,875 bytesSKILL.mdcore · 23,611 bytesSKILL.mdcore · 23,611 bytesSKILL.mdcore · 23,611 bytesdigital_oracle/__init__.pyruns · 4,575 bytesdigital_oracle/cache.pyruns · 2,831 bytesdigital_oracle/concurrent.pyruns · 4,627 bytesdigital_oracle/http.pyruns · 4,971 bytesdigital_oracle/providers/__init__.pyruns · 4,689 bytesdigital_oracle/providers/_coerce.pyruns · 1,160 bytesdigital_oracle/providers/base.pyruns · 644 bytesdigital_oracle/providers/bis.pyruns · 4,967 bytesdigital_oracle/providers/cftc.pyruns · 5,122 bytesdigital_oracle/providers/cme_fedwatch.pyruns · 4,321 bytesdigital_oracle/providers/coingecko.pyruns · 7,684 bytesdigital_oracle/providers/deribit.pyruns · 20,851 bytesdigital_oracle/providers/eastmoney.pyruns · 20,380 bytesdigital_oracle/providers/edgar.pyruns · 7,999 bytesdigital_oracle/providers/fear_greed.pyruns · 2,416 bytesdigital_oracle/providers/kalshi.pyruns · 12,392 bytesdigital_oracle/providers/polymarket.pyruns · 13,499 bytesdigital_oracle/providers/prices.pyruns · 927 bytesdigital_oracle/providers/stooq.pyruns · 2,450 bytesdigital_oracle/providers/treasury.pyruns · 7,888 bytesdigital_oracle/providers/web.pyruns · 13,634 bytesdigital_oracle/providers/worldbank.pyruns · 3,143 bytesdigital_oracle/providers/yahoo.pyruns · 6,323 bytesdigital_oracle/providers/yfinance_provider.pyruns · 16,475 bytesdigital_oracle/proxy_pool.pyruns · 3,546 bytesdigital_oracle/snapshots.pyruns · 5,753 bytesreferences/providers.mddoc · 18,559 bytesreferences/symbols.mddoc · 5,848 bytesscripts/demo_deribit.pyruns · 4,899 bytesscripts/demo_kalshi.pyruns · 2,775 bytesscripts/demo_polymarket.pyruns · 2,992 bytesscripts/demo_stooq.pyruns · 1,871 bytesscripts/demo_treasury.pyruns · 2,985 bytesscripts/regression_runner.pyruns · 14,962 bytestests/fixtures/deribit_book_summaries_futures.jsonasset · 2,380 bytestests/fixtures/deribit_book_summaries_options.jsonasset · 3,870 bytestests/fixtures/deribit_instruments_futures.jsonasset · 3,828 bytestests/fixtures/deribit_instruments_options.jsonasset · 5,717 bytestests/fixtures/deribit_order_book_btc_perpetual.jsonasset · 1,456 bytestests/fixtures/kalshi_event.jsonasset · 4,075 bytestests/fixtures/kalshi_market_detail.jsonasset · 1,390 bytestests/fixtures/kalshi_markets.jsonasset · 3,737 bytestests/fixtures/kalshi_orderbook.jsonasset · 972 bytestests/fixtures/polymarket_book.jsonasset · 752 bytestests/fixtures/polymarket_events.jsonasset · 2,361 bytestests/fixtures/stooq_spy.csvasset · 227 bytestests/fixtures/stooq_xauusd.csvasset · 154 bytestests/fixtures/treasury_exchange_rates.jsonasset · 838 bytestests/fixtures/treasury_nominal_curve.csvasset · 354 bytestests/fixtures/treasury_real_curve.csvasset · 115 bytestests/test_bis_provider.pyruns · 5,555 bytestests/test_cache_and_proxy.pyruns · 5,861 bytestests/test_cftc_provider.pyruns · 11,015 bytestests/test_cme_fedwatch_provider.pyruns · 4,457 bytestests/test_coerce.pyruns · 4,025 bytestests/test_coingecko_provider.pyruns · 9,331 bytestests/test_concurrent.pyruns · 5,736 bytestests/test_deribit_provider.pyruns · 6,346 bytestests/test_eastmoney_provider.pyruns · 14,890 bytestests/test_edgar_provider.pyruns · 11,079 bytestests/test_fear_greed_provider.pyruns · 4,246 bytestests/test_kalshi_provider.pyruns · 4,374 bytestests/test_polymarket_provider.pyruns · 3,067 bytestests/test_snapshots.pyruns · 4,109 bytestests/test_stooq_provider.pyruns · 1,959 bytestests/test_treasury_provider.pyruns · 3,958 bytestests/test_web_provider.pyruns · 7,541 bytestests/test_worldbank_provider.pyruns · 7,698 bytestests/test_yahoo_provider.pyruns · 1,404 bytestests/test_yfinance_provider.pyruns · 22,944 bytes
Read excerpt
# digital-oracle
> Markets are efficient. Price contains all public information. Reading price = reading market consensus.
## Methodology
**Answer questions using only market trading data — no news, opinions, or statistical reports as causal evidence.** If something is true, some market has already priced it in.
Five iron rules:
1. **Trading data only** — prices, volume, open interest, spreads, premiums. Never cite analyst opinions.
2. **Explicit reasoning from price to judgment** — explain clearly "why this price answers this question."
3. **Multi-signal cross-validation** — never conclude from a single signal. At least 3 independent dimensions.
4. **Label the time horizon of each signal** — options price 3 months, equipment orders price 3 years — don't mix them in the same vote.