Data Routing logo

Data Routing

OrganizationPopular
HKUDS
data-routing

The single ROUTER for every data need. Load this skill BEFORE any backtest, data-fetch, or research task to pick the best available source/tool, honour auth (env) requirements, and avoid ban-risk providers.

Overview

PublisherHKUDS
RepositoryVibe-Trading
Skill namedata-routing
Stars
33.6K
Forks
5.5K
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by HKUDS on GitHub. Read the source before you install it.

Installation

Install the Data Routing AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/HKUDS/Vibe-Trading.git /tmp/Vibe-Trading
mkdir -p .claude/skills
cp -r /tmp/Vibe-Trading/agent/src/skills/data-routing .claude/skills/data-routing
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Data Routing in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Data Routing on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Data Routing is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Data Routing (Router)

This is the one router. It maps (a) every registered backtest data source to its markets / auth / skill, and (b) every research data need to the concrete tool that serves it, its market, and the env key it requires. Source names below are a strict subset of backtest.loaders.registry.VALID_SOURCES (enforced by tests/test_data_routing_sources_subset.py).

Source Overview

Every name here is a registered OHLCV/backtest source in VALID_SOURCES. "Runner-internal" sources are selected by the backtest runner, not authored as a per-source skill.

SourceMarketsAuth (env key)NetworkSkill
tushareA-shares, funds, futures, macroYes (TUSHARE_TOKEN)China networktushare
akshareA-shares, US, HK, futures, macro, forexNoUnrestrictedakshare
yfinanceUS, HK, Canada (TSX/TSXV) stocks, ETFsNoNeeds Yahoo accessyfinance
okxCrypto (OKX exchange)NoNeeds okx.com accessokx-market
nobitexCrypto, IRT/Toman-quoted pairs (BTC-IRT, USDT-IRT — Iran market premium)NoNeeds apiv2.nobitex.ir accessdata-routing (explicit *IRT routing only)
wallexCrypto, TMN/Toman-quoted pairs (USDT-TMN, BTC-TMN — Iran market premium)NoNeeds api.wallex.ir accessdata-routing (explicit *TMN routing only; truly serves 1m/1h/1d)
ccxtCrypto (100+ exchanges)NoNeeds exchange accessccxt
baostockA-shares (free daily/min)NoChina networkdata-routing
tencentA-shares, HK, US (never-banned)NoUnrestricteddata-routing
mootdxA-shares (TDX servers, never-banned)NoChina networkdata-routing
futuA/HK/US via OpenD gatewayYes (OpenD running)Local gatewaydata-routing (runner-internal)
mt5Forex & metals (your broker's MT5 feed)Yes (running, logged-in MT5 terminal; optional ~/.vibe-trading/mt5.json)Local terminal (Windows)data-routing (runner-internal)
tickerallForex & metals (same broker MT5 feed, hosted)Yes (TICKERALL_API_KEY + TICKERALL_ACCOUNT_ID; read-only)Hosted API (any OS, no terminal)data-routing (runner-internal; explicit source=tickerall only)
localUser CSV/parquet on diskNoOfflinedata-routing (runner-internal)
eastmoneyA-shares, HK, US equitiesNo (IP-throttled)Unrestricteddata-routing
sinaUS equities (daily OHLCV)No (IP-throttled)Unrestricteddata-routing
stooqUS equities (daily OHLCV)NoUnrestricteddata-routing
yahooUS, HK, Canada (TSX/TSXV) equitiesNo (IP-throttled)Needs Yahoo accessdata-routing
finnhubUS equitiesYes (FINNHUB_API_KEY)Unrestricteddata-routing
alphavantageUS equitiesYes (ALPHAVANTAGE_API_KEY)Unrestricteddata-routing
tiingoUS equitiesYes (TIINGO_API_KEY)Unrestricteddata-routing
fmpUS equitiesYes (FMP_API_KEY)Unrestricteddata-routing
qverisGlobal multi-asset (paid, credits)Yes (QVERIS_API_KEY / Settings)QVeris APIqveris

Capability → Tool Routing

Pick the tool by the data need. "Market" is the universe the tool covers; "Env key" is required only where listed (no key listed = free / no auth).

Data needToolMarketEnv key
OHLCV price barsget_market_dataA-share / US / HK / Canada / crypto / futures / forexper-source (see Source Overview)
Fund flow (资金流向)get_fund_flowA-share, HK, US
Dragon-tiger (龙虎榜)get_dragon_tigerA-share
Northbound flow (北向资金)get_northbound_flowA-share
Margin trading (融资融券)get_margin_tradingA-share
Block trades (大宗交易)get_block_tradesA-share
Shareholder count (股东户数)get_shareholder_countA-share
Lockup expiry (限售解禁)get_lockup_expiryA-share
Sector / board taxonomy (板块)get_sector_infoA-share
Sell-side research reportsget_research_reportsA-share
Stock newsget_stock_newsA-share, US, HK
SEC filings (EDGAR)get_sec_filingsUS
Financial statementsget_financial_statementsA-share, US, HK
Options chainget_options_chainUS
Stock profile / fundamentalsget_stock_profileUS
Market screenscreen_marketA-share
Symbol searchsearch_symbolA-share, US, HK, Canada, crypto/index/FX
Macro / FRED seriesget_macro_seriesMacro (US/global)FRED_API_KEY
iWenCai NL search (问财)iwencai_searchA-shareVIBE_TRADING_IWENCAI_KEY

Notes:

  • get_financial_statements reads US statements from SEC EDGAR companyfacts (ticker -> CIK -> XBRL concepts) and A-share/HK statements from the Eastmoney datacenter report API (per-market F10 report names).
  • get_stock_news routes A-share (SH/SZ/BJ) to an Eastmoney news client and US (.US) / HK (.HK) to a Yahoo search client; a failure on one upstream is returned as an error envelope, never raised, so a single bad symbol never aborts a batch.

Decision Tree

Backtest scenario (writing config.json)

Use source: "auto" — the runner routes by symbol pattern and falls back across same-market sources automatically. Only set a concrete source when the user asks.

Analysis / research scenario

  1. Identify the data need, then read the Capability table for the tool + env key.
  2. If the need is plain OHLCV, call get_market_data and let source fallback run.
  3. Set any required env key before calling a key-gated tool; if it is missing, report the missing key rather than failing silently.

Source priority (for OHLCV by market)

  • A-shares: tencent / mootdx (never banned) > tushare (TUSHARE_TOKEN) > baostock / akshare > eastmoney (throttled).
  • US stocks: stooq / yahoo > tiingo / finnhub / fmp / alphavantage (key-gated) > sina / eastmoney (throttled) > yfinance.
  • HK stocks: tencent (never banned, daily) > eastmoney / yahoo > futu (local OpenD) > akshare (Eastmoney-backed, daily only) > yfinance > tushare (TUSHARE_TOKEN) / longbridge (key-gated).
  • Canada (TSX/TSXV): yahoo > yfinance > local; use Yahoo's canonical .TO / .V suffixes (for example TD.TO, PNG.V).
  • Crypto: okx (single exchange) > ccxt (multi-exchange).
  • Futures / macro: tushare > akshare.
  • Forex / metals: mt5 (local MetaTrader 5 terminal, Windows) > akshare. TickerAll (source="tickerall") is a hosted, no-terminal alternative to the same broker feed (any OS) — opt-in and explicit-only: it never joins this automatic chain, so a user's broker credential is used only when deliberately requested.

Symbol Format Reference

MarketFormatExamples
A-sharesNNNNNN.SZ/SH/BJ000001.SZ, 600000.SH, 430139.BJ
US stocksTICKER.USAAPL.US, MSFT.US
HK stocksNNNNN.HK00700.HK, 09988.HK
Canada TSX / TSXVTICKER.TO / TICKER.VTD.TO, BBD-B.TO, PNG.V
CryptoSYMBOL-USDTBTC-USDT, ETH-USDT
FuturesXXNNNN.EXCHANGECU2406.SHFE
ForexXXX/YYYUSD/CNY, EUR/USD

Ban-Risk & Fallback Notes

  • Prefer never-banned sources: tencent and mootdx have no observed IP ban; reach for them first for A-share OHLCV when no token is set.
  • Eastmoney rate-limits by IP and must be throttled. Every Eastmoney-backed tool/loader routes through the shared per-host throttle; do not hammer it. On a throttle/timeout, fall back to the same-market source above (tencent/baostock).
  • Sina / Yahoo also throttle by IP — same per-host wrapper, same fallback rule.
  • Key-gated sources need their env key (FINNHUB_API_KEY, ALPHAVANTAGE_API_KEY, TIINGO_API_KEY, FMP_API_KEY, FRED_API_KEY, VIBE_TRADING_IWENCAI_KEY, TUSHARE_TOKEN). If the key is absent the tool/loader is unavailable — route to a free same-market source instead of erroring out.
  • A single failing symbol or transient HTTP error is reported inside the envelope; it never aborts the surrounding batch.

Data Verification Discipline

When a number will drive a conclusion (valuation, screening, report), do not trust a single source. Cross-check it:

  • Verify material figures across ≥2 independent sources before citing them. Prioritize original disclosures (company annual/quarterly reports, exchange filings) over third-party aggregators.
  • Flag any deviation >1% between sources as a ⚠️ caliber mismatch — usually a definition difference (GAAP vs Non-GAAP, consolidated vs parent-only, currency, TTM vs annual). Do not silently pick one; state both and which you adopt.
  • Use the financial_rigor tool's cross_validate command to do this exactly: pass {source: value, ...} and it returns the median consensus + per-source deviation + an all_consistent flag at a configurable tolerance (default 2%).
  • Mark unverified numbers as "single-source" or "estimate" — never present an uncorroborated figure as established fact.

This discipline is what separates analysis from aggregation.

Frequently asked questions

What does the Data Routing AI skill do?

The single ROUTER for every data need. Load this skill BEFORE any backtest, data-fetch, or research task to pick the best available source/tool, honour auth (env) requirements, and avoid ban-risk providers.

Why use Data Routing on TypingMind?

Because you install it once and use it with any model. Data Routing is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Data Routing in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/HKUDS/Vibe-Trading/tree/main/agent/src/skills/data-routing. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Data Routing?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Data Routing?

As many as you like. As long as a model supports skills, you can use Data Routing with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Data Routing AI skill free?

Yes. It is published on GitHub by HKUDS under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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