Four open-source products · Vibe Research and Vibe AStock ship MCP servers
Add our MCP servers and data skills in Claude Code or Codex, and your agent can fetch A-share, US and Hong Kong market data and read reports and evidence directly. Starting research over MCP is A-shares only for now. Reports retain source citations and calculation records for line-by-line review.
PRODUCTS
The research systems fetch data, calculate and check the evidence. The data skills give your agent quotes, financials and filings directly.
| If you want to | Start with | How it connects |
|---|---|---|
| Have your agent pull A-share quotes, financials, filings and research reports | A-Stock Data | Load one skill file |
| Have your agent pull US market data, plus Hong Kong quotes and financials | Global Stock Data | Load one skill file |
| Research a company (A-shares, US or Hong Kong) and keep the report and evidence | Vibe Research | Local workbench; your agent connects over MCP, and starting research over MCP is A-shares only for now |
| Review the A-share short-term market each trading day and look back on your own trades | Vibe AStock | Local workbench; your agent connects over MCP, starting research over MCP is A-shares only for now, and MCP does not read your trade journal or holdings |
Pick the one that fits the task. You don't need all four.
Full local workbenches your agent connects to for research and reviews.
A research workbench for A-shares, US and Hong Kong stocks: 168 data endpoints, six-stage company research, backtesting and portfolio checks. Connect it to your agent through MCP to fetch data, start research and read reports and evidence.
A short-term review and tracking workbench for China A-shares: live watch, sentiment review, AI reviews checked against the next close, a trade journal and 182 data endpoints. Connect it to your agent through MCP to fetch short-term data, start research and read reports and evidence.
One skill file your agent loads to fetch data directly. We ship code, not data: you fetch data on your own computer under each source's terms.
A full-stack A-share data skill: 15 layers, 87 endpoints and 34 sources covering quotes, research, fund flows, filings, limit-up pools, macro, futures and convertibles. Load one skill file into Claude Code or Codex and your agent fetches the data directly.
A full-stack US market data skill: 13 layers, 30+ endpoints and 11 sources, including CBOE options Greeks and 0DTE flow, FINRA short volume, the SEC filing stream and a market-wide screener, plus Hong Kong quotes and financials. Every source is labelled with whether commercial use is allowed.
HOW IT WORKS
From the question your agent asks to a result you can check.
Add the MCP server in Claude Code, Codex or Cursor, or drop a data skill into your skills folder. You can also connect your own subscription or model API inside the workbench; a setting is saved only after its test passes.
Each research stage is a separate session that can call only the product's five controlled tools. The subscription CLI's built-in tools are switched off.
Quotes, metrics and backtests are computed by code, not estimated by a model. Citations in reports are checked.
You get the report, its sources and the calculations. You and your agent can go back and check every step.
The trail one research task leaves in the system. This is an illustration with example data.
OPEN SOURCE
All four products and related projects are public on GitHub. Read the code, open an issue or deploy it yourself.
A-share quotes, filings, research and news data.
An A-share adaptation of TauricResearch's TradingAgents multi-agent framework.
Research workbench for China, US and Hong Kong stocks, with a local MCP server.
A data skill for US markets, with Hong Kong coverage.
Short-term review and tracking workbench for China A-shares, with a local MCP server.
Turn public market information into research leads that can be followed over time.
SECURITY
The products run on your computer, with clear limits on tool access and on what the output says.
Full security boundaries →All four products run on your computer. The research systems' local services listen only on your own machine by default, and the data skills fetch from each source directly, never through our servers.
Research stages can use only the product's controlled tools. Each research system's MCP server has eight tools: seven read-only and one that starts research.
No stock picks, no price predictions, no trade timing.
GET STARTED
Research systems: download the source, set up the environment, then add the MCP server to Claude Code or Codex. You can also start the web workbench and connect your subscription or model API under Connect AI. Data skills: put the skill file in your skills folder and install the dependencies. The terminal shows macOS / Linux commands; see each repository's README for Windows.
The products are open source and free to use. Model costs are charged by the AI service you choose, under its own terms.