Regime
jackson-video-resources/markov-hedge-fund-method
Detect the market regime (Bull / Bear / Sideways) for ANY asset and turn it into a tradeable signal or a risk filter.
Maps backtest data sources and research data needs to the right provider or tool, with each one's markets, required environment keys and network constraints.
Install Market Data Source Router
$ npx skills add HKUDS/Vibe-Trading --skill data-routing -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install HKUDS/Vibe-Trading data-routing --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/HKUDS/Vibe-Trading.git skills-src && mkdir -p .claude/skills && cp -r skills-src/agent/src/skills/data-routing .claude/skills/data-routing && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "data-routing" agent skill from https://github.com/HKUDS/Vibe-Trading/tree/main/agent/src/skills/data-routing into .claude/skills/data-routing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-routing", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/HKUDS/Vibe-Trading/tree/main/agent/src/skills/data-routingType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add HKUDS/Vibe-Trading --skill data-routing -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install HKUDS/Vibe-Trading data-routing --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HKUDS/Vibe-Trading.git skills-src && mkdir -p .agents/skills && cp -r skills-src/agent/src/skills/data-routing .agents/skills/data-routing && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "data-routing" agent skill from https://github.com/HKUDS/Vibe-Trading/tree/main/agent/src/skills/data-routing into .agents/skills/data-routing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-routing", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add HKUDS/Vibe-Trading --skill data-routing -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install HKUDS/Vibe-Trading data-routing --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HKUDS/Vibe-Trading.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/agent/src/skills/data-routing .cursor/skills/data-routing && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "data-routing" agent skill from https://github.com/HKUDS/Vibe-Trading/tree/main/agent/src/skills/data-routing into .cursor/skills/data-routing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-routing", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/HKUDS/Vibe-Trading.git --path agent/src/skills/data-routing--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add HKUDS/Vibe-Trading --skill data-routing -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install HKUDS/Vibe-Trading data-routing --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HKUDS/Vibe-Trading.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/agent/src/skills/data-routing .gemini/skills/data-routing && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "data-routing" agent skill from https://github.com/HKUDS/Vibe-Trading/tree/main/agent/src/skills/data-routing into .gemini/skills/data-routing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-routing", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install HKUDS/Vibe-Trading data-routingInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add HKUDS/Vibe-Trading --skill data-routing -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/HKUDS/Vibe-Trading.git skills-src && mkdir -p .github/skills && cp -r skills-src/agent/src/skills/data-routing .github/skills/data-routing && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "data-routing" agent skill from https://github.com/HKUDS/Vibe-Trading/tree/main/agent/src/skills/data-routing into .github/skills/data-routing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-routing", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add HKUDS/Vibe-Trading --skill data-routing -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install HKUDS/Vibe-Trading data-routing --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/HKUDS/Vibe-Trading.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/agent/src/skills/data-routing .opencode/skills/data-routing && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "data-routing" agent skill from https://github.com/HKUDS/Vibe-Trading/tree/main/agent/src/skills/data-routing into .opencode/skills/data-routing/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-routing", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
data-routing- GitHub stars
- 35k
- Token cost
- ~2.4k tokens
- SKILL.md length
- 1,068 words
- Files
- 1
- Skills in repo
- 89
- Repo updated
- First seen
- Licence
- MIT
At a glance
Maps backtest data sources and research data needs to the right provider or tool, with each one's markets, required environment keys and network constraints.
- Works in 3 steps: Identify the data need, then read the… → If the need is plain OHLCV, call… → Set any required env key before calling…
- Choosing a data source before running a backtest on A-shares, US stocks or crypto
- SKILL.md covers Source Overview, Capability → Tool Routing, Decision Tree and Symbol Format Reference, plus 2 more sections
- Needs TUSHARE_TOKEN and FINNHUB_API_KEY
What it does
This skill is a lookup table the agent loads before any backtest, data fetch or research task. It lists every registered backtest data source with the markets it covers, whether it needs an environment key, what network access it needs and which skill documents it. Examples include tushare for A-shares (needing a TUSHARE_TOKEN), akshare, yfinance, okx and ccxt for crypto, baostock, tencent, mootdx, eastmoney, futu through a local OpenD gateway, MetaTrader 5 and a hosted tickerall feed, and local CSV or parquet files.
A second part maps each research data need to the concrete tool that serves it, its market and its required key. The aim is to pick the best available source, respect authentication requirements and avoid providers that carry a ban risk. Some sources are chosen only by explicit request, such as the Iran-market crypto feeds or tickerall. The excerpt is cut off partway through the source table.
When your agent uses it
- Choosing a data source before running a backtest on A-shares, US stocks or crypto
- Checking which environment keys a data provider requires
- Finding the right tool for a research data need without hitting rate limits or bans
Example prompts
- “Which data source should I use to backtest Hong Kong stocks without an API token?”
- “I need daily crypto candles from OKX, so what access does that require?”
- “Route this research task and tell me which environment keys I need to set first.”
Requirements
- Environment keys for the chosen provider, such as TUSHARE_TOKEN for tushare
Workflow steps
3 steps, taken from the first numbered list in SKILL.md.
- Identify the data need, then read the Capability table for the tool + env key.
- If the need is plain OHLCV, call get_market_data and let source fallback run.
- Set any required env key before calling a key-gated tool; if it is missing,
What it can do on your machine
Read from SKILL.md and the folder at commit 7f6908b. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
TUSHARE_TOKENFINNHUB_API_KEYALPHAVANTAGE_API_KEYTIINGO_API_KEYFMP_API_KEYFRED_API_KEYVIBE_TRADING_IWENCAI_KEYTICKERALL_API_KEYGILDATA_TOKENQVERIS_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Market Data Source Router loads about 2.4k tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 1,068 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from HKUDS/Vibe-Trading at commit 7f6908b, republished under its MIT licence (© HKUDS). 1,068 words, ~2,407 tokens.
Download SKILL.mdSave it as
.claude/skills/data-routing/SKILL.md (or your agent's skills folder).- name
- data-routing
- description
- 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.
- category
- data-source
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.
| Source | Markets | Auth (env key) | Network | Skill |
|---|---|---|---|---|
| tushare | A-shares, funds, futures, macro | Yes (TUSHARE_TOKEN) | China network | tushare |
| akshare | A-shares, US, HK, futures, macro, forex | No | Unrestricted | akshare |
| yfinance | US, HK, Canada (TSX/TSXV) stocks, ETFs | No | Needs Yahoo access | yfinance |
| okx | Crypto (OKX exchange) | No | Needs okx.com access | okx-market |
| nobitex | Crypto, IRT/Toman-quoted pairs (BTC-IRT, USDT-IRT — Iran market premium) | No | Needs apiv2.nobitex.ir access | data-routing (explicit *IRT routing only) |
| wallex | Crypto, TMN/Toman-quoted pairs (USDT-TMN, BTC-TMN — Iran market premium) | No | Needs api.wallex.ir access | data-routing (explicit *TMN routing only; truly serves 1m/1h/1d) |
| ccxt | Crypto (100+ exchanges) | No | Needs exchange access | ccxt |
| baostock | A-shares (free daily/min) | No | China network | data-routing |
| tencent | A-shares, HK, US (never-banned) | No | Unrestricted | data-routing |
| mootdx | A-shares (TDX servers, never-banned) | No | China network | data-routing |
| futu | A/HK/US via OpenD gateway | Yes (OpenD running) | Local gateway | data-routing (runner-internal) |
| mt5 | Forex & metals (your broker's MT5 feed) | Yes (running, logged-in MT5 terminal; optional ~/.vibe-trading/mt5.json) | Local terminal (Windows) | data-routing (runner-internal) |
| tickerall | Forex & 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) |
| local | User CSV/parquet on disk | No | Offline | data-routing (runner-internal) |
| eastmoney | A-shares, HK, US equities | No (IP-throttled) | Unrestricted | data-routing |
| sina | US equities (daily OHLCV) | No (IP-throttled) | Unrestricted | data-routing |
| stooq | US equities (daily OHLCV) | No | Unrestricted | data-routing |
| yahoo | US, HK, Canada (TSX/TSXV) equities | No (IP-throttled) | Needs Yahoo access | data-routing |
| finnhub | US equities | Yes (FINNHUB_API_KEY) | Unrestricted | data-routing |
| alphavantage | US equities | Yes (ALPHAVANTAGE_API_KEY) | Unrestricted | data-routing |
| tiingo | US equities | Yes (TIINGO_API_KEY) | Unrestricted | data-routing |
| fmp | US equities | Yes (FMP_API_KEY) | Unrestricted | data-routing |
| gildata | A-shares (Hundsun Juyuan commercial feed, forward-adjusted dailies) | Yes (GILDATA_TOKEN / Settings) | Gildata MCP API | data-routing |
| qveris | Global multi-asset (paid, credits) | Yes (QVERIS_API_KEY / Settings) | QVeris API | qveris <!-- QVERIS-INTEGRATION --> |
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 need | Tool | Market | Env key |
|---|---|---|---|
| OHLCV price bars | get_market_data | A-share / US / HK / Canada / crypto / futures / forex | per-source (see Source Overview) |
| Fund flow (资金流向) | get_fund_flow | A-share, HK, US | — |
| Dragon-tiger (龙虎榜) | get_dragon_tiger | A-share | — |
| Northbound flow (北向资金) | get_northbound_flow | A-share | — |
| Margin trading (融资融券) | get_margin_trading | A-share | — |
| Block trades (大宗交易) | get_block_trades | A-share | — |
| Shareholder count (股东户数) | get_shareholder_count | A-share | — |
| Lockup expiry (限售解禁) | get_lockup_expiry | A-share | — |
| Sector / board taxonomy (板块) | get_sector_info | A-share | — |
| Sell-side research reports | get_research_reports | A-share | — |
| Stock news | get_stock_news | A-share, US, HK | — |
| SEC filings (EDGAR) | get_sec_filings | US | — |
| Financial statements | get_financial_statements | A-share, US, HK | — |
| Options chain | get_options_chain | US | — |
| Stock profile / fundamentals | get_stock_profile | US | — |
| Market screen | screen_market | A-share | — |
| Symbol search | search_symbol | A-share, US, HK, Canada, crypto/index/FX | — |
| Macro / FRED series | get_macro_series | Macro (US/global) | FRED_API_KEY |
| iWenCai NL search (问财) | iwencai_search | A-share | VIBE_TRADING_IWENCAI_KEY |
Notes:
get_financial_statementsreads 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_newsroutes 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
- Identify the data need, then read the Capability table for the tool + env key.
- If the need is plain OHLCV, call
get_market_dataand let source fallback run. - Set any required env key before calling a key-gated tool; if it is missing, report the missing key rather than failing silently.
Show full SKILL.md (409 more words)Show less
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/.Vsuffixes (for exampleTD.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
| Market | Format | Examples |
|---|---|---|
| A-shares | NNNNNN.SZ/SH/BJ | 000001.SZ, 600000.SH, 430139.BJ |
| US stocks | TICKER.US | AAPL.US, MSFT.US |
| HK stocks | NNNNN.HK | 00700.HK, 09988.HK |
| Canada TSX / TSXV | TICKER.TO / TICKER.V | TD.TO, BBD-B.TO, PNG.V |
| Crypto | SYMBOL-USDT | BTC-USDT, ETH-USDT |
| Futures | XXNNNN.EXCHANGE | CU2406.SHFE |
| Forex | XXX/YYY | USD/CNY, EUR/USD |
Ban-Risk & Fallback Notes
- Prefer never-banned sources:
tencentandmootdxhave 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_rigortool'scross_validatecommand to do this exactly: pass{source: value, ...}and it returns the median consensus + per-source deviation + anall_consistentflag 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.
© HKUDS, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in agent/src/skills/data-routing of HKUDS/Vibe-Trading.
Open the folder on GitHubat commit 7f6908b
Compare with similar skills
Market Data Source Router next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Market Data Source Router this skillHKUDS/Vibe-Trading | 35k | — | ~2.4k | Automated safety check: Pass | MIT | |
| Regimejackson-video-resources/markov-hedge-fund-method | 483 | — | ~1.6k | Automated safety check: Pass | Custom licence | |
| Okx Sentiment Trackerdex-original/okx-agent-trade-kit | 110 | 1 repos | ~3.8k | Automated safety check: Pass | MIT | |
| Okx Cex Skill Mpokx/agent-skills | 185 | 2 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Okx Cex Tradeokx/agent-skills | 185 | 2 repos | ~7k | Automated safety check: Pass | MIT | |
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Related
Categories
Questions about Market Data Source Router
What does Market Data Source Router do?
Maps backtest data sources and research data needs to the right provider or tool, with each one's markets, required environment keys and network constraints. This skill is a lookup table the agent loads before any backtest, data fetch or research task. It lists every registered backtest data source with the markets it covers, whether it needs an environment key, what network access it needs and which skill documents it.
When should I use Market Data Source Router?
Market Data Source Router fits situations like: choosing a data source before running a backtest on A-shares, US stocks or crypto; checking which environment keys a data provider requires; finding the right tool for a research data need without hitting rate limits or bans.
How do I install Market Data Source Router in Claude Code?
Run `npx skills add HKUDS/Vibe-Trading --skill data-routing -a claude-code`. Or copy the skill folder (agent/src/skills/data-routing in HKUDS/Vibe-Trading) into .claude/skills/data-routing in your project. Claude Code loads it when a task matches its description.
How do I install Market Data Source Router in Codex?
Run `npx skills add HKUDS/Vibe-Trading --skill data-routing -a codex`. Or copy the skill folder (agent/src/skills/data-routing in HKUDS/Vibe-Trading) into .agents/skills/data-routing in your project. Codex loads it when a task matches its description.
Can I use Market Data Source Router in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add HKUDS/Vibe-Trading --skill data-routing -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/data-routing, .gemini/skills/data-routing, .github/skills/data-routing and .opencode/skills/data-routing in your project.
What does Market Data Source Router need to run?
Going by SKILL.md and its folder, Market Data Source Router needs credentials named TUSHARE_TOKEN, FINNHUB_API_KEY, ALPHAVANTAGE_API_KEY and TIINGO_API_KEY. Our summary lists: Environment keys for the chosen provider, such as TUSHARE_TOKEN for tushare.
Does Market Data Source Router access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Market Data Source Router safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Market Data Source Router use?
Market Data Source Router is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Market Data Source Router use?
About 2.4k tokens (SKILL.md is roughly 9.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Market Data Source Router?
Skills that share tags, products or a category with Market Data Source Router: Regime (jackson-video-resources/markov-hedge-fund-method, 483 stars), Okx Sentiment Tracker (dex-original/okx-agent-trade-kit, 110 stars), Okx Cex Skill Mp (okx/agent-skills, 185 stars) and Okx Cex Trade (okx/agent-skills, 185 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Market Data Source Router?
HKUDS (a GitHub organization) maintains it in HKUDS/Vibe-Trading, which has 34,884 GitHub stars. The repository holds 89 skills in this directory. The repository was last updated on October 6, 2026.
Source: HKUDS/Vibe-Trading on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.