#957 by GitHub stars

komako-workshop/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?',

Finance Data

History

Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.

View weekly changes

`SKILL.md`

Week of Nov 2, 2026 · +0 / −0 lines

Before Network or broad shell → After Network or broad shell

a63e4c19a2f3 → a63e4c19a2f3

Compare on GitHub

Week of Oct 26, 2026 · Line counts unavailable

Before Not checked yet → After Network or broad shell

First observation → a63e4c19a2f3

No earlier version was observed for comparison.

Compare on GitHub

View on GitHub Add to my skills

Verified commit a63e4c19a2f3313d54914c44666febaf5ffb9d6f

910GitHub stars

4stars in 7 days

1skill in this repository

0commits in 30 days

Heat

4.6

Star growth, last 7 daysAhead of 67% of tracked repositories
Star growth, last 24 hoursAhead of 91% of tracked repositories
Rank movement, last 7 daysAhead of 19% of tracked repositories
Commits, last 30 daysAhead of 0% of tracked repositories
Accounts asking about it through MCP, last 7 daysNot available
Hot votes this weekAhead of 0% of tracked repositories

Heat never changes the order by stars, and sponsorship never touches it. How heat works

Stars over time

Individual skills in this repository

digital-oracle /

How it works

digital-oracle

When your agent uses it

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.

What it loads into context

Frontmatter

189 tokens

Always available to the agent

SKILL.md

5,672 tokens

When the skill is activated

Reference documents

13,247 tokens

Loaded on request

Token counts are estimates. Scripts run separately; they are not counted as reference context.

The playbook

Methodology
Workflow
Notes

Scripts executed separately

digital_oracle/__init__.py
digital_oracle/cache.py
digital_oracle/concurrent.py
digital_oracle/http.py
digital_oracle/providers/__init__.py
digital_oracle/providers/_coerce.py
digital_oracle/providers/base.py
digital_oracle/providers/bis.py
digital_oracle/providers/cftc.py
digital_oracle/providers/cme_fedwatch.py
digital_oracle/providers/coingecko.py
digital_oracle/providers/deribit.py
digital_oracle/providers/eastmoney.py
digital_oracle/providers/edgar.py
digital_oracle/providers/fear_greed.py
digital_oracle/providers/kalshi.py
digital_oracle/providers/polymarket.py
digital_oracle/providers/prices.py
digital_oracle/providers/stooq.py
digital_oracle/providers/treasury.py
digital_oracle/providers/web.py
digital_oracle/providers/worldbank.py
digital_oracle/providers/yahoo.py
digital_oracle/providers/yfinance_provider.py
digital_oracle/proxy_pool.py
digital_oracle/snapshots.py
scripts/demo_deribit.py
scripts/demo_kalshi.py
scripts/demo_polymarket.py
scripts/demo_stooq.py
scripts/demo_treasury.py
scripts/regression_runner.py
tests/test_bis_provider.py
tests/test_cache_and_proxy.py
tests/test_cftc_provider.py
tests/test_cme_fedwatch_provider.py
tests/test_coerce.py
tests/test_coingecko_provider.py
tests/test_concurrent.py
tests/test_deribit_provider.py
tests/test_eastmoney_provider.py
tests/test_edgar_provider.py
tests/test_fear_greed_provider.py
tests/test_kalshi_provider.py
tests/test_polymarket_provider.py
tests/test_snapshots.py
tests/test_stooq_provider.py
tests/test_treasury_provider.py
tests/test_web_provider.py
tests/test_worldbank_provider.py
tests/test_yahoo_provider.py
tests/test_yfinance_provider.py

Files

.gitignoreasset55 bytes
ITERATION_PLAN.mddoc11,660 bytes
LICENSEasset1,072 bytes
README.en.mddoc5,248 bytes
README.mddoc4,875 bytes
SKILL.mdcore23,611 bytes
SKILL.mdcore23,611 bytes
SKILL.mdcore23,611 bytes
digital_oracle/__init__.pyruns4,575 bytes
digital_oracle/cache.pyruns2,831 bytes
digital_oracle/concurrent.pyruns4,627 bytes
digital_oracle/http.pyruns4,971 bytes
digital_oracle/providers/__init__.pyruns4,689 bytes
digital_oracle/providers/_coerce.pyruns1,160 bytes
digital_oracle/providers/base.pyruns644 bytes
digital_oracle/providers/bis.pyruns4,967 bytes
digital_oracle/providers/cftc.pyruns5,122 bytes
digital_oracle/providers/cme_fedwatch.pyruns4,321 bytes
digital_oracle/providers/coingecko.pyruns7,684 bytes
digital_oracle/providers/deribit.pyruns20,851 bytes
digital_oracle/providers/eastmoney.pyruns20,380 bytes
digital_oracle/providers/edgar.pyruns7,999 bytes
digital_oracle/providers/fear_greed.pyruns2,416 bytes
digital_oracle/providers/kalshi.pyruns12,392 bytes
digital_oracle/providers/polymarket.pyruns13,499 bytes
digital_oracle/providers/prices.pyruns927 bytes
digital_oracle/providers/stooq.pyruns2,450 bytes
digital_oracle/providers/treasury.pyruns7,888 bytes
digital_oracle/providers/web.pyruns13,634 bytes
digital_oracle/providers/worldbank.pyruns3,143 bytes
digital_oracle/providers/yahoo.pyruns6,323 bytes
digital_oracle/providers/yfinance_provider.pyruns16,475 bytes
digital_oracle/proxy_pool.pyruns3,546 bytes
digital_oracle/snapshots.pyruns5,753 bytes
references/providers.mddoc18,559 bytes
references/symbols.mddoc5,848 bytes
scripts/demo_deribit.pyruns4,899 bytes
scripts/demo_kalshi.pyruns2,775 bytes
scripts/demo_polymarket.pyruns2,992 bytes
scripts/demo_stooq.pyruns1,871 bytes
scripts/demo_treasury.pyruns2,985 bytes
scripts/regression_runner.pyruns14,962 bytes
tests/fixtures/deribit_book_summaries_futures.jsonasset2,380 bytes
tests/fixtures/deribit_book_summaries_options.jsonasset3,870 bytes
tests/fixtures/deribit_instruments_futures.jsonasset3,828 bytes
tests/fixtures/deribit_instruments_options.jsonasset5,717 bytes
tests/fixtures/deribit_order_book_btc_perpetual.jsonasset1,456 bytes
tests/fixtures/kalshi_event.jsonasset4,075 bytes
tests/fixtures/kalshi_market_detail.jsonasset1,390 bytes
tests/fixtures/kalshi_markets.jsonasset3,737 bytes
tests/fixtures/kalshi_orderbook.jsonasset972 bytes
tests/fixtures/polymarket_book.jsonasset752 bytes
tests/fixtures/polymarket_events.jsonasset2,361 bytes
tests/fixtures/stooq_spy.csvasset227 bytes
tests/fixtures/stooq_xauusd.csvasset154 bytes
tests/fixtures/treasury_exchange_rates.jsonasset838 bytes
tests/fixtures/treasury_nominal_curve.csvasset354 bytes
tests/fixtures/treasury_real_curve.csvasset115 bytes
tests/test_bis_provider.pyruns5,555 bytes
tests/test_cache_and_proxy.pyruns5,861 bytes
tests/test_cftc_provider.pyruns11,015 bytes
tests/test_cme_fedwatch_provider.pyruns4,457 bytes
tests/test_coerce.pyruns4,025 bytes
tests/test_coingecko_provider.pyruns9,331 bytes
tests/test_concurrent.pyruns5,736 bytes
tests/test_deribit_provider.pyruns6,346 bytes
tests/test_eastmoney_provider.pyruns14,890 bytes
tests/test_edgar_provider.pyruns11,079 bytes
tests/test_fear_greed_provider.pyruns4,246 bytes
tests/test_kalshi_provider.pyruns4,374 bytes
tests/test_polymarket_provider.pyruns3,067 bytes
tests/test_snapshots.pyruns4,109 bytes
tests/test_stooq_provider.pyruns1,959 bytes
tests/test_treasury_provider.pyruns3,958 bytes
tests/test_web_provider.pyruns7,541 bytes
tests/test_worldbank_provider.pyruns7,698 bytes
tests/test_yahoo_provider.pyruns1,404 bytes
tests/test_yfinance_provider.pyruns22,944 bytes

Read SKILL.md


# 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.

View the complete source on GitHub

Skills included

digital-oracle

Repository facts

License: MIT
Created: Mar 11, 2026
Last pushed: Jul 26, 2026
Forks: 180
Open issues: 2
Project activity: Slowing

Rank over the last 12 weeks

Now #957 · best #646 · down 202 in 30 days

#945 on Oct 31
#946 on Nov 1
#954 on Nov 2
#958 on Nov 3
#959 on Nov 4
#957 since Nov 5

65 earlier periods

#649 on Aug 2
#647 on Aug 7
#646 on Aug 8
#684 on Aug 11
#677 on Aug 12
#673 on Aug 13
#668 on Aug 14
#646 on Aug 15
#662 on Aug 16
#675 on Aug 17
#692 on Aug 18
#672 on Aug 19
#648 on Aug 22
#675 on Aug 23
#698 on Aug 24
#704 on Aug 25
#685 on Aug 26
#720 on Aug 28
#708 on Aug 31
#708 on Sep 2
#713 on Sep 3
#691 on Sep 4
#703 on Sep 6
#739 on Sep 8
#725 on Sep 9
#734 on Sep 10
#714 on Sep 11
#711 on Sep 12
#735 on Sep 15
#739 on Sep 16
#746 on Sep 17
#729 on Sep 18
#701 on Sep 19
#714 on Sep 20
#734 on Sep 21
#753 on Sep 22
#748 on Sep 23
#717 on Sep 24
#698 on Sep 25
#697 on Sep 26
#743 on Sep 28
#773 on Sep 29
#755 on Sep 30
#723 on Oct 2
#704 on Oct 3
#733 on Oct 4
#740 on Oct 5
#747 on Oct 6
#755 on Oct 7
#792 on Oct 8
#757 on Oct 9
#746 on Oct 10
#747 on Oct 11
#762 on Oct 12
#765 on Oct 13
#776 on Oct 14
#771 on Oct 15
#775 on Oct 16
#741 on Oct 18
#785 on Oct 19
#759 on Oct 24
#919 on Oct 25
#935 on Oct 28
#941 on Oct 29
#942 on Oct 30

Before you install

Network or broad shell

Automated signals, not a guarantee

Checked Nov 4, 2026

Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.

Show 2 notes

SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed
SKILL.md:1 Analysis incomplete: Referenced executable target unavailable; not analyzed

No broad tool permissions
No dangerous shell commands
122 network referencesin 22 files: tests/test_web_provider.py:32 tests/test_cache_and_proxy.py:117 tests/test_snapshots.py:46 and 19 more
No hidden or obfuscated text
No instruction overrides
52 executable scriptsin 52 files: digital_oracle/__init__.py:1 digital_oracle/cache.py:1 digital_oracle/concurrent.py:1 and 49 more
17 references to secretsin 6 files: ITERATION_PLAN.md:100 digital_oracle/providers/eastmoney.py:46 tests/test_cache_and_proxy.py:147 and 3 more
No requests to vote in Hot

Show all 191 signals by file

`ITERATION_PLAN.md`

Network accessline 65

- Base URL: `https://api.stlouisfed.org/fred`

Network accessline 66

- 认证: 需要免费 API key（注册 https://fredaccount.stlouisfed.org/apikeys ）

Access to secretsline 100
```
[Credential-related source omitted]
```
Access to secretsline 126
```
[Credential-related source omitted]
```
Access to secretsline 136
```
[Credential-related source omitted]
```
Access to secretsline 137
```
[Credential-related source omitted]
```
Access to secretsline 141
```
[Credential-related source omitted]
```
Network accessline 161
```
[Credential-related source omitted]
```
Access to secretsline 161
```
[Credential-related source omitted]
```
Access to secretsline 204
```
[Credential-related source omitted]
```

Network accessline 226

- URL: `https://production.dataviz.cnn.io/index/fearandgreed/graphdata`

Network accessline 252

注意：CNN 的 API 可能返回嵌套结构，需要从 `fear_and_greed` 字段提取 `score` 和 `rating`，从 `fear_and_greed_historical` 中提取历史对比值。请先用 `web.fetch_page` 或 curl 测试实际返回结构再实现。

Network accessline 284

CME FedWatch 的网页底层会请求一个 JSON endpoint： - URL: `https://www.cmegroup.com/services/fed-funds-target/fed-funds-target.json` （需要实际测试确认，URL 可能有变化）

Network accessline 285

- URL: `https://www.cmegroup.com/services/fed-funds-target/fed-funds-target.json` （需要实际测试确认，URL 可能有变化）

`README.en.md`

Network accessline 66

> Install this open-source project and read SKILL.md as your working instructions: https://github.com/komako-workshop/digital-oracle

Network accessline 72

- [uv](https://docs.astral.sh/uv/) — Python package manager, used to run skill scripts at runtime

`README.md`

Network accessline 66

> 安装这个开源项目并读取 SKILL.md 作为你的工作指令：https://github.com/komako-workshop/digital-oracle

Network accessline 72

- [uv](https://docs.astral.sh/uv/) — Python 包管理器，skill 运行时用它执行 Python 脚本

`SKILL.md`

Network accessline 342

- Put/Call ratio > 1.5 is typically bearish, but as a contrarian indicator, extreme values (> 3) may signal a bottom - Max pain is the strike price maximizing market maker profit — actual expiration price often converges toward max pain - K

Network accessline 343

- Max pain is the strike price maximizing market maker profit — actual expiration price often converges toward max pain - Kalshi does NOT support keyword search — use `series_ticker` or `event_ticker` to filter markets. Find tickers by brow

Network accessline 344

- Kalshi does NOT support keyword search — use `series_ticker` or `event_ticker` to filter markets. Find tickers by browsing [kalshi.com](https://kalshi.com) or listing markets without filters first. Common series: `KXFED` (Fed rates), `KXI

`digital_oracle/init.py`

Executable scriptline 1
```
Executable file
```

`digital_oracle/cache.py`

Executable scriptline 1
```
Executable file
```

`digital_oracle/concurrent.py`

Executable scriptline 1
```
Executable file
```

`digital_oracle/http.py`

Executable scriptline 1
```
Executable file
```

`digital_oracle/providers/init.py`

Executable scriptline 1
```
Executable file
```

`digital_oracle/providers/_coerce.py`

Executable scriptline 1
```
Executable file
```

`digital_oracle/providers/base.py`

Executable scriptline 1
```
Executable file
```

`digital_oracle/providers/bis.py`

Executable scriptline 1
```
Executable file
```

Network accessline 13

BIS_BASE_URL = "https://stats.bis.org/api/v1"

`digital_oracle/providers/cftc.py`

Executable scriptline 1
```
Executable file
```

Network accessline 11

CFTC_SODA_URL = "https://publicreporting.cftc.gov/resource/72hh-3qpy.json"

`digital_oracle/providers/cme_fedwatch.py`

Executable scriptline 1
```
Executable file
```

Network accessline 9

_URL = "https://www.cmegroup.com/services/fed-funds-target/fed-funds-target.json"

`digital_oracle/providers/coingecko.py`

Executable scriptline 1
```
Executable file
```

Network accessline 11

COINGECKO_BASE = "https://api.coingecko.com/api/v3"

`digital_oracle/providers/deribit.py`

Executable scriptline 1
```
Executable file
```

Network accessline 11

DERIBIT_API_URL = "https://www.deribit.com/api/v2/public"

`digital_oracle/providers/eastmoney.py`

Executable scriptline 1
```
Executable file
```

Network accessline 30

LIVE_HOSTS = ("https://push2.eastmoney.com", "https://push2delay.eastmoney.com")

Network accessline 31

HISTORY_HOSTS = ("https://push2his.eastmoney.com", "https://push2delay.eastmoney.com")

Network accessline 37

TENCENT_KLINE_URL = "https://web.ifzq.gtimg.cn/appstock/app/fqkline/get"

Access to secretsline 46
```
[Credential-related source omitted]
```
Access to secretsline 47
```
[Credential-related source omitted]
```
Access to secretsline 48
```
[Credential-related source omitted]
```
Access to secretsline 49
```
[Credential-related source omitted]
```
Access to secretsline 53
```
[Credential-related source omitted]
```

Network accessline 60

"(KHTML, like Gecko) Chrome/126.0.0.0 Safari/537.36"     ),     "Referer": "https://quote.eastmoney.com/",

Network accessline 61

),     "Referer": "https://quote.eastmoney.com/", }

Network accessline 62

"Referer": "https://quote.eastmoney.com/",

`digital_oracle/providers/edgar.py`

Executable scriptline 1
```
Executable file
```

Network accessline 11

EDGAR_SUBMISSIONS_URL = "https://data.sec.gov/submissions"

Network accessline 12

EDGAR_TICKERS_URL = "https://www.sec.gov/files/company_tickers.json"

Network accessline 13

EDGAR_SEARCH_URL = "https://efts.sec.gov/LATEST/search-index"

Network accessline 81

# SEC EDGAR requires User-Agent with contact email to avoid 403.             # See: https://www.sec.gov/os/accessing-edgar-data

Network accessline 82

# See: https://www.sec.gov/os/accessing-edgar-data

Access to secretsline 86
```
[Credential-related source omitted]
```

`digital_oracle/providers/fear_greed.py`

Executable scriptline 1
```
Executable file
```

Network accessline 9

_URL = "https://production.dataviz.cnn.io/index/fearandgreed/graphdata"

Network accessline 36

"Accept": "application/json",     "User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/124.0.0.0 Safari/537.36",     "Referer": "https://edition.cnn.com/",

Network accessline 37

"User-Agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/124.0.0.0 Safari/537.36",     "Referer": "https://edition.cnn.com/", }

Network accessline 38
```
"Referer": "https://edition.cnn.com/",
```

`digital_oracle/providers/kalshi.py`

Executable scriptline 1
```
Executable file
```

Network accessline 11

KALSHI_API_URL = "https://api.elections.kalshi.com/trade-api/v2"

`digital_oracle/providers/polymarket.py`

Executable scriptline 1
```
Executable file
```

Network accessline 12

GAMMA_BASE_URL = "https://gamma-api.polymarket.com"

Network accessline 13

CLOB_BASE_URL = "https://clob.polymarket.com"

`digital_oracle/providers/prices.py`

Executable scriptline 1
```
Executable file
```

`digital_oracle/providers/stooq.py`

Executable scriptline 1
```
Executable file
```

`digital_oracle/providers/treasury.py`

Executable scriptline 1
```
Executable file
```

Network accessline 14

TREASURY_RATES_CSV_URL = (     "https://home.treasury.gov/resource-center/data-chart-center/interest-rates/daily-treasury-rates.csv"

Network accessline 15

"https://home.treasury.gov/resource-center/data-chart-center/interest-rates/daily-treasury-rates.csv"

Network accessline 17

FISCALDATA_BASE_URL = "https://api.fiscaldata.treasury.gov/services/api/fiscal_service/v1/accounting/od"

`digital_oracle/providers/web.py`

Executable scriptline 1
```
Executable file
```

Network accessline 37

def fetch(self, url: str, *, headers: dict[str, str] | None = None) -> str:

Network accessline 56

def fetch(self, url: str, *, headers: dict[str, str] | None = None) -> str:

Network accessline 272

DDG_HTML_URL = "https://html.duckduckgo.com/html/"

Network accessline 391

html = self.http_client.fetch(query.url)

`digital_oracle/providers/worldbank.py`

Executable scriptline 1
```
Executable file
```

Network accessline 11

WORLDBANK_BASE = "https://api.worldbank.org/v2"

`digital_oracle/providers/yahoo.py`

Executable scriptline 1
```
Executable file
```

`digital_oracle/providers/yfinance_provider.py`

Executable scriptline 1
```
Executable file
```

`digital_oracle/proxy_pool.py`

Executable scriptline 1
```
Executable file
```

Network accessline 9

Configure with ``EASTMONEY_PROXIES`` / ``DIGITAL_ORACLE_PROXIES``, comma separated, e.g. ``http://user:pass@host:8080,http://host2:8080``. Direct

Network accessline 10

separated, e.g. ``http://user:pass@host:8080,http://host2:8080``. Direct

Access to secretsline 32
```
[Credential-related source omitted]
```

`digital_oracle/snapshots.py`

Executable scriptline 1
```
Executable file
```

`references/providers.md`

Network accessline 178

# 抓取页面正文 page = web.fetch_page("https://example.com/article")

Network accessline 179

page = web.fetch_page("https://example.com/article")

Network accessline 460

`EASTMONEY_HOST_COOLDOWN` 覆盖。 - **代理轮换**：设 `EASTMONEY_PROXIES`（逗号分隔，如   `http://user:pass@host:8080,http://host2:8080`）即可把出口分散到多个地址，

Network accessline 461

- **代理轮换**：设 `EASTMONEY_PROXIES`（逗号分隔，如   `http://user:pass@host:8080,http://host2:8080`）即可把出口分散到多个地址，   失败的代理冷却 120s，直连始终作为最后兜底。**默认为空**——公开免费代理既不可靠，

Network accessline 462

`http://user:pass@host:8080,http://host2:8080`）即可把出口分散到多个地址，

`scripts/demo_deribit.py`

Executable scriptline 1
```
Executable file
```

`scripts/demo_kalshi.py`

Executable scriptline 1
```
Executable file
```

`scripts/demo_polymarket.py`

Executable scriptline 1
```
Executable file
```

`scripts/demo_stooq.py`

Executable scriptline 1
```
Executable file
```

`scripts/demo_treasury.py`

Executable scriptline 1
```
Executable file
```

`scripts/regression_runner.py`

Executable scriptline 1
```
#!/usr/bin/env python3
```
Access to secretsline 43
```
[Credential-related source omitted]
```

`tests/test_bis_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_cache_and_proxy.py`

Executable scriptline 1
```
Executable file
```

Network accessline 117

def test_direct_is_always_the_last_resort(self) -> None:         pool = ProxyPool(proxies=("http://a:1", "http://b:2"))

Network accessline 118

pool = ProxyPool(proxies=("http://a:1", "http://b:2"))

Network accessline 121

def test_rotates_starting_point_across_calls(self) -> None:         pool = ProxyPool(proxies=("http://a:1", "http://b:2", "http://c:3"))

Network accessline 122

pool = ProxyPool(proxies=("http://a:1", "http://b:2", "http://c:3"))

Network accessline 124

self.assertEqual(sorted(firsts), ["http://a:1", "http://b:2", "http://c:3"])

Network accessline 126

def test_failed_proxy_is_demoted_below_healthy_ones(self) -> None:         pool = ProxyPool(proxies=("http://a:1", "http://b:2"))

Network accessline 127

pool = ProxyPool(proxies=("http://a:1", "http://b:2"))

Network accessline 128
```
pool.mark_failure("http://a:1")
```

Network accessline 130

self.assertEqual(order[-1], "http://a:1")

Network accessline 132

def test_success_clears_the_cooldown(self) -> None:         pool = ProxyPool(proxies=("http://a:1", "http://b:2"))

Network accessline 133

pool = ProxyPool(proxies=("http://a:1", "http://b:2"))

Network accessline 134
```
pool.mark_failure("http://a:1")
```
Network accessline 135
```
pool.mark_success("http://a:1")
```

Network accessline 138

def test_all_cooling_still_offers_them_rather_than_only_direct(self) -> None:         pool = ProxyPool(proxies=("http://a:1", "http://b:2"))

Network accessline 139

pool = ProxyPool(proxies=("http://a:1", "http://b:2"))

Network accessline 140
```
pool.mark_failure("http://a:1")
```
Network accessline 141
```
pool.mark_failure("http://b:2")
```
Network accessline 147
```
[Credential-related source omitted]
```
Access to secretsline 147
```
[Credential-related source omitted]
```

Network accessline 148

try:             self.assertEqual(                 proxies_from_env("_DO_TEST_PROXIES"), ("http://a:1", "http://b:2")

Network accessline 149

self.assertEqual(                 proxies_from_env("_DO_TEST_PROXIES"), ("http://a:1", "http://b:2")             )

Network accessline 150

proxies_from_env("_DO_TEST_PROXIES"), ("http://a:1", "http://b:2")

Access to secretsline 153
```
[Credential-related source omitted]
```

`tests/test_cftc_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_cme_fedwatch_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_coerce.py`

Executable scriptline 1
```
Executable file
```

`tests/test_coingecko_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_concurrent.py`

Executable scriptline 1
```
Executable file
```

`tests/test_deribit_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_eastmoney_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_edgar_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_fear_greed_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_kalshi_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_polymarket_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_snapshots.py`

Executable scriptline 1
```
Executable file
```

Network accessline 46

response = client.get_json(                 "https://api.example.com/items",

Network accessline 47
```
"https://api.example.com/items",
```

Network accessline 52

replay = ReplayHttpClient(tmpdir)             replayed = replay.get_json(                 "https://api.example.com/items",

Network accessline 53

replayed = replay.get_json(                 "https://api.example.com/items",                 params={"limit": 3, "active": True},

Network accessline 54
```
"https://api.example.com/items",
```

Network accessline 61

envelope = json.loads(snapshot_files[0].read_text())             self.assertEqual(envelope["kind"], "json")             self.assertEqual(envelope["request"]["url"], "https://api.example.com/items")

Network accessline 62

self.assertEqual(envelope["kind"], "json")             self.assertEqual(envelope["request"]["url"], "https://api.example.com/items")             self.assertEqual(envelope["request"]["params"]["active"], True)

Network accessline 63

self.assertEqual(envelope["request"]["url"], "https://api.example.com/items")

Network accessline 74

response = client.get_text(                 "https://api.example.com/history.csv",

Network accessline 75
```
"https://api.example.com/history.csv",
```

Network accessline 80

replay = ReplayHttpClient(tmpdir)             replayed = replay.get_text(                 "https://api.example.com/history.csv",

Network accessline 81

replayed = replay.get_text(                 "https://api.example.com/history.csv",                 params={"symbol": "spy.us"},

Network accessline 82
```
"https://api.example.com/history.csv",
```

Network accessline 93

)             client.get_json(                 "https://api.example.com/quote",

Network accessline 94

client.get_json(                 "https://api.example.com/quote",                 params={"symbol": "BTC", "depth": 5},

Network accessline 95
```
"https://api.example.com/quote",
```

Network accessline 100

self.assertEqual(                 replay.get_json(                     "https://api.example.com/quote",

Network accessline 101

replay.get_json(                     "https://api.example.com/quote",                     params={"depth": 5, "symbol": "BTC"},

Network accessline 102
```
"https://api.example.com/quote",
```

Network accessline 110

replay = ReplayHttpClient(tmpdir)             with self.assertRaises(SnapshotMissError):                 replay.get_json("https://api.example.com/missing", params={"id": 1})

Network accessline 112

replay.get_json("https://api.example.com/missing", params={"id": 1})

`tests/test_stooq_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_treasury_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_web_provider.py`

Executable scriptline 1
```
Executable file
```

Network accessline 32

def fetch(self, url: str, *, headers: dict[str, str] | None = None) -> str:

Network accessline 70

<div class="links_main links_deep result__body">     <h2 class="result__title">       <a rel="nofollow" class="result__a" href="https://example.com/page1">

Network accessline 71

<h2 class="result__title">       <a rel="nofollow" class="result__a" href="https://example.com/page1">         IMF GDP Forecast 2026

Network accessline 72

<a rel="nofollow" class="result__a" href="https://example.com/page1">

Network accessline 74

</a>     </h2>     <a class="result__snippet" href="https://example.com/page1">

Network accessline 75

</h2>     <a class="result__snippet" href="https://example.com/page1">       The IMF projects global GDP growth of 3.2% in 2026.

Network accessline 76

<a class="result__snippet" href="https://example.com/page1">

Network accessline 82

<div class="links_main links_deep result__body">     <h2 class="result__title">       <a rel="nofollow" class="result__a" href="https://example.com/page2">

Network accessline 83

<h2 class="result__title">       <a rel="nofollow" class="result__a" href="https://example.com/page2">         World Economic Outlook

Network accessline 84

<a rel="nofollow" class="result__a" href="https://example.com/page2">

Network accessline 86

</a>     </h2>     <a class="result__snippet" href="https://example.com/page2">

Network accessline 87

</h2>     <a class="result__snippet" href="https://example.com/page2">       Latest projections from the World Economic Outlook report.

Network accessline 88

<a class="result__snippet" href="https://example.com/page2">

Network accessline 101

self.assertIn("IMF GDP Forecast", results[0]["title"])         self.assertEqual(results[0]["url"], "https://example.com/page1")

Network accessline 102

self.assertEqual(results[0]["url"], "https://example.com/page1")

Network accessline 136

result = provider.fetch_page("https://example.com")

Network accessline 138

self.assertEqual(result.url, "https://example.com")

Network accessline 151

result = provider.fetch_page(WebPageQuery(url="https://example.com", max_chars=100))

Network accessline 160

result = provider.fetch_page("https://example.com")

Network accessline 175

WebSearchSnippet(                     title="IMF Forecast",                     url="https://imf.org/weo",

Network accessline 176

title="IMF Forecast",                     url="https://imf.org/weo",                     snippet="GDP growth 3.2%",

Network accessline 177
```
url="https://imf.org/weo",
```

Network accessline 180

WebSearchSnippet(                     title="World Bank Data",                     url="https://worldbank.org",

Network accessline 181

title="World Bank Data",                     url="https://worldbank.org",                     snippet="",

Network accessline 182
```
url="https://worldbank.org",
```

Network accessline 189

self.assertIn("IMF GDP", text)         self.assertIn("[1] IMF Forecast", text)         self.assertIn("https://imf.org/weo", text)

Network accessline 190

self.assertIn("[1] IMF Forecast", text)         self.assertIn("https://imf.org/weo", text)         self.assertIn("3.2%", text)

Network accessline 191

self.assertIn("https://imf.org/weo", text)

`tests/test_worldbank_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_yahoo_provider.py`

Executable scriptline 1
```
Executable file
```

`tests/test_yfinance_provider.py`

Executable scriptline 1
```
Executable file
```

How the signals fit together

Facts from a static read of the files at the pinned commit. They describe what the code does, not why.

Some files could not be read; the facts below still hold.

No combined signals at this commit.

Works with

Agent compatibility, from the files in this repository
Agent	Status	Evidence	Install to
Claude Code	Compatible	Standard SKILL.md SKILL.md	`.claude/skills/<skill-name>/`
Codex	Compatible	Standard SKILL.md SKILL.md	`.agents/skills/<skill-name>/`
Cursor	Compatible	Standard SKILL.md SKILL.md	`.cursor/skills/<skill-name>/`
Gemini CLI	Compatible	Standard SKILL.md SKILL.md	`.gemini/skills/<skill-name>/`
GitHub Copilot	Compatible	Standard SKILL.md SKILL.md	`.github/skills/<skill-name>/`
OpenCode	Compatible	Standard SKILL.md SKILL.md	`.opencode/skills/<skill-name>/`

Native The repository ships a manifest, folder or frontmatter field for this agent.
Compatible A standard SKILL.md that this agent can read.
Unknown No evidence either way.

Derived automatically from paths, manifests and frontmatter. Not tested on each agent.

Explore alternatives and comparisons

Add this badge to your README

It updates every night and links to this page.

[![komako-workshop/digital-oracle on hotskills](https://hotskills.dev/badge/komako-workshop-digital-oracle.svg)](https://hotskills.dev/skill/komako-workshop-digital-oracle/)

komako-workshop/digital-oracle

History

SKILL.md

Share this page

Heat

Stars over time

Individual skills in this repository

How it works

digital-oracle

Frontmatter

SKILL.md

Reference documents

The playbook

Scripts executed separately

Files

Skills included

Repository facts

Rank over the last 12 weeks

Before you install

ITERATION_PLAN.md

README.en.md

README.md

SKILL.md

digital_oracle/__init__.py

digital_oracle/cache.py

digital_oracle/concurrent.py

digital_oracle/http.py

digital_oracle/providers/__init__.py

digital_oracle/providers/_coerce.py

digital_oracle/providers/base.py

digital_oracle/providers/bis.py

digital_oracle/providers/cftc.py

digital_oracle/providers/cme_fedwatch.py

digital_oracle/providers/coingecko.py

digital_oracle/providers/deribit.py

digital_oracle/providers/eastmoney.py

digital_oracle/providers/edgar.py

digital_oracle/providers/fear_greed.py

digital_oracle/providers/kalshi.py

digital_oracle/providers/polymarket.py

digital_oracle/providers/prices.py

digital_oracle/providers/stooq.py

digital_oracle/providers/treasury.py

digital_oracle/providers/web.py

digital_oracle/providers/worldbank.py

digital_oracle/providers/yahoo.py

digital_oracle/providers/yfinance_provider.py

digital_oracle/proxy_pool.py

digital_oracle/snapshots.py

references/providers.md

scripts/demo_deribit.py

scripts/demo_kalshi.py

scripts/demo_polymarket.py

scripts/demo_stooq.py

scripts/demo_treasury.py

scripts/regression_runner.py

tests/test_bis_provider.py

tests/test_cache_and_proxy.py

tests/test_cftc_provider.py

tests/test_cme_fedwatch_provider.py

tests/test_coerce.py

tests/test_coingecko_provider.py

tests/test_concurrent.py

tests/test_deribit_provider.py

tests/test_eastmoney_provider.py

tests/test_edgar_provider.py

tests/test_fear_greed_provider.py

tests/test_kalshi_provider.py

tests/test_polymarket_provider.py

tests/test_snapshots.py

tests/test_stooq_provider.py

tests/test_treasury_provider.py

tests/test_web_provider.py

tests/test_worldbank_provider.py

tests/test_yahoo_provider.py

tests/test_yfinance_provider.py

How the signals fit together

Works with

You might also use

nanaism/yomiyasu

`SKILL.md`

`ITERATION_PLAN.md`

`README.en.md`

`README.md`

`SKILL.md`

`digital_oracle/init.py`

`digital_oracle/cache.py`

`digital_oracle/concurrent.py`

`digital_oracle/http.py`

`digital_oracle/providers/init.py`

`digital_oracle/providers/_coerce.py`

`digital_oracle/providers/base.py`

`digital_oracle/providers/bis.py`

`digital_oracle/providers/cftc.py`

`digital_oracle/providers/cme_fedwatch.py`

`digital_oracle/providers/coingecko.py`

`digital_oracle/providers/deribit.py`

`digital_oracle/providers/eastmoney.py`

`digital_oracle/providers/edgar.py`

`digital_oracle/providers/fear_greed.py`

`digital_oracle/providers/kalshi.py`

`digital_oracle/providers/polymarket.py`

`digital_oracle/providers/prices.py`

`digital_oracle/providers/stooq.py`

`digital_oracle/providers/treasury.py`

`digital_oracle/providers/web.py`

`digital_oracle/providers/worldbank.py`

`digital_oracle/providers/yahoo.py`

`digital_oracle/providers/yfinance_provider.py`

`digital_oracle/proxy_pool.py`

`digital_oracle/snapshots.py`

`references/providers.md`

`scripts/demo_deribit.py`

`scripts/demo_kalshi.py`

`scripts/demo_polymarket.py`

`scripts/demo_stooq.py`

`scripts/demo_treasury.py`

`scripts/regression_runner.py`

`tests/test_bis_provider.py`

`tests/test_cache_and_proxy.py`

`tests/test_cftc_provider.py`

`tests/test_cme_fedwatch_provider.py`

`tests/test_coerce.py`

`tests/test_coingecko_provider.py`

`tests/test_concurrent.py`

`tests/test_deribit_provider.py`

`tests/test_eastmoney_provider.py`

`tests/test_edgar_provider.py`

`tests/test_fear_greed_provider.py`

`tests/test_kalshi_provider.py`

`tests/test_polymarket_provider.py`

`tests/test_snapshots.py`

`tests/test_stooq_provider.py`

`tests/test_treasury_provider.py`

`tests/test_web_provider.py`

`tests/test_worldbank_provider.py`

`tests/test_yahoo_provider.py`

`tests/test_yfinance_provider.py`