# QVeris Coverage Map This map condenses the 2026-07-07 Vibe-Trading design evidence. The measured sample ran 20 finance-domain searches at `limit=50`; every search hit the 50-result cap. Deduplicated sample coverage was 841 tools across 63 providers. QVeris also markets "10,000+ capabilities" across 15+ categories; cite that as "10,000+ capabilities (per QVeris)". ## Provider Head List Observed head providers and counts from the design sample: | Provider | Sample count | Strong fit | |----------|--------------|------------| | FMP | 79 | US/global equities, fundamentals, calendars, ratios. | | AlphaVantage | 75 | Equities, fundamentals, FX, macro-style time series. | | TwelveData | 62 | Global market data and technical/time-series endpoints. | | CoinGecko + CoinGecko Pro | 49 | Crypto spot, asset metadata, market data. | | hangseng_polysource | 46 | Hong Kong market data. | | cn_financial_pro | 41 | China financial data. | | Census | 36 | Official US economic/demographic data. | | Finnhub | 35 | Equities, news, filings, estimates, company data. | | EODHD | 27 | End-of-day global equity data. | | weather_gov | 27 | Weather data for commodity/event research. | | ThetaData | 25 | US options chains, implied volatility, Greeks. | | HKMA | 19 | Hong Kong monetary and macro data. | | Deribit | 13 | Crypto derivatives. | | Other observed providers | part of 63 total | cninfo, caidazi, FRED, US Treasury, SEC, Tiingo, Yahoo, Tradier, OKX, CoinMarketCap, and additional marketplace providers. | The full 63-provider raw file is not committed in this repo. Do not invent a full provider list from memory; use the observed head list above plus live search results from `qveris_search`. ## Category Routing | Category | Representative tools/providers | Typical cost range | Route to QVeris when | Prefer free Vibe-Trading sources when | |----------|--------------------------------|--------------------|----------------------|---------------------------------------| | US/global equities OHLCV | FMP, AlphaVantage, TwelveData, EODHD, Yahoo | 1-24.2 credits/call | The user asks for a paid provider, global breadth, or a source not covered by free loaders. | Routine OHLCV can use `source:"auto"` with yahoo/stooq/sina/eastmoney/yfinance/free fallbacks. | | A-share and China market data | cn_financial_pro, cninfo, caidazi | 1-24.2 credits/call | Premium China fields, document-style data, or provider-specific coverage are needed. | A-share OHLCV and common flow/fundamental tools are covered by tencent/mootdx/eastmoney/akshare/tushare. | | Hong Kong market data | hangseng_polysource, HKMA, Yahoo/FMP-style providers | 1-24.2 credits/call | HK-specific premium breadth or monetary data is required. | Routine HK OHLCV can use eastmoney/yahoo/futu/yfinance/akshare/local. | | Fundamentals and financial statements | FMP, Finnhub, AlphaVantage, SEC, cn_financial_pro | 1-24.2 credits/call | Cross-provider comparison, premium vendor ratios, or non-US/non-China/HK coverage is needed. | US SEC facts and A/HK Eastmoney statements are available through built-in read-only tools. | | SEC filings and institutional data | SEC, Finnhub, FMP | 1-24.2 credits/call | Marketplace convenience or 13F/filing enrichment is needed. | Official SEC filings/companyfacts should stay on built-in SEC tools when sufficient. | | News and sentiment | Finnhub, FMP, AlphaVantage, web-search providers | 1-24.2 credits/call | Paid sentiment/news feeds or broad provider comparison are needed. | Basic stock news and web context can use built-in `get_stock_news` / `web_search`. | | Earnings calendar and analyst estimates | Finnhub, FMP, AlphaVantage | 1-24.2 credits/call | The user needs estimates, surprises, or vendor calendars. | Avoid paid calls if the task only needs high-level narrative or public filings. | | ETF holdings and fund data | FMP, AlphaVantage, market-data providers | 1-24.2 credits/call | Holdings/constituents are not in free tooling or need vendor consistency. | Basic OHLCV and many A-share/fund flows can use free loaders/tools. | | Options chains, IV, Greeks | ThetaData, Tradier, Yahoo, FMP | 1-24.2 credits/call | Greeks, implied volatility surfaces, or specialist options data are required. | Basic US options chains can start with built-in `get_options_chain`. | | FX and rates | AlphaVantage, TwelveData, US Treasury, FRED | 1-24.2 credits/call | Paid FX/rate granularity or provider-specific fields are needed. | Macro/FRED and basic FX can use built-in `get_macro_series`, tushare, or akshare when sufficient. | | Crypto spot/derivatives/on-chain | CoinGecko Pro, Deribit, OKX, CoinMarketCap | 1-24.2 credits/call | CoinGecko Pro, derivatives, breadth, or paid metadata are needed. | Routine crypto OHLCV should use okx/ccxt/yfinance/local. | | Commodities and weather | FMP-style commodity feeds, weather_gov | 1-24.2 credits/call | Weather-sensitive commodity/event analysis needs structured weather data. | Public web/document research is enough for qualitative context. | | Macro official data | FRED, Census, US Treasury, HKMA | 1-24.2 credits/call | One key should access many official-style sources through one interface. | Built-in FRED macro is preferred when it covers the series and key is configured. | | Corporate actions | FMP, AlphaVantage, EODHD | 1-24.2 credits/call | Dividends, splits, IPO, or vendor-adjusted history is missing in free sources. | Use free loaders for simple adjusted/unadjusted OHLCV where adequate. | | Short interest and alternative data | Finnhub/FMP-style feeds, marketplace providers | 1-24.2 credits/call | The data class is absent from built-in tools. | Use built-in data only when it directly covers the requested metric. | ## Agent Policy - Start with free Vibe-Trading sources for routine OHLCV and official/free tools. - Use QVeris for paid breadth, specialist data, and provider comparison. - Always inspect before execute. - Rank paid candidates by `stats.success_rate`, `expected_cost`, provider fit, and parameter clarity. - Tell the user when a result is single-source or when provider quality varies. - Failed, empty, and parameter-error executions are expected not to charge; keep `execution_id`, `charge_outcome`, `reason_code`, `cost`, and `remaining_credits` in the evidence trail.