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The knowledge harness for AI‑native finance.
Website · Docs · 中文
Important
New: Company News and Polymarket prediction markets are live. Browse company updates, discover market events, and track implied probabilities from one MCP server.
Context engineering meets financial data — structured for agent context, not human browsing.
This is an MCP server for LLMQuant Data. It connects any AI agent to financial data — wiki articles, research papers, crypto & equity prices, prediction markets, macro indicators, SEC filings, and more — through the Model Context Protocol.
Configure once — every agent in your stack gets the data.
Tip
LLMQuant Skills is live. It combines these tools into ready‑made financial workflows for equity research, macro analysis, and more. Install the catalog or enable first-party Skills in the Agent Playground.
Note
The credit model is in beta — amounts below may change. Sign up at llmquantdata.com for free credits, no credit card required.
| Tool | Description | Credit |
|---|---|---|
| wiki_search | Semantic search over 50,000+ quant wiki entries | 1 |
| wiki_read | Read a wiki article by ID | 0 |
| paper_search | Semantic search over 1,200+ research papers | 1 |
| paper_read | Read paper sections (intro, methods, conclusion, …) | 0 |
| crypto_historical_klines | Crypto OHLCV candlestick data | 1 |
| crypto_snapshot | Current crypto price + 24h stats | 0 |
| polymarket_event_browse | List or exact-filter finance-scoped Prediction Markets events by keyword, status, tag, asset, volume, and liquidity filters | 1 |
| polymarket_event_search | Semantic search over finance-scoped Prediction Markets events | 2 |
| polymarket_event_read | Read one Prediction Markets event card with child market previews | 0 |
| polymarket_market_read | Read one Prediction Markets market card with outcomes and outcome token ids | 0 |
| polymarket_price_history | Hourly or daily implied-probability history for one outcome token | 0 |
| equity_historical_prices | US equity daily OHLCV + dividend/split data | 0 |
| equity_intraday_prices | US equity 1h regular-session OHLCV bars | 1 |
| macro_indicator_search | Browse 50+ curated macro indicators | 0 |
| macro_indicator_history | Historical observations for a macro indicator | 1 |
| macro_indicator_snapshot | Latest value for a macro indicator | 0 |
| sec_filing_browse | Browse SEC 10-K / 10-Q / 8-K filing metadata (each row carries sectionKeys = available section codes) | 0 |
| sec_filing_read | Read section text from a SEC filing; pass items to fetch a batch in one call, omit for all (8-K requires accession_number — browse first) | 1 |
| sec_13f_list_manager_holdings | List an institutional manager's 13F holdings (covered manager set × at least the last 4 quarters) | 1 |
| sec_13f_list_ticker_holders | List institutional holders of a ticker (covered manager set × at least the last 4 quarters) | 1 |
| sec_13f_list_top_managers | List the top N smart money managers ranked by 13F reportable value (latest quarter, up to 1000) | 0 |
| etf_lookup | ETF fund identity + SEC mapping + top holdings summary (currently supported ETFs) | 0 |
| etf_holdings | ETF latest available SEC N-PORT regulatory holdings (currently supported ETFs) | 1* |
| news_browse | Browse recent company news by ticker, event, topic, or date | 2 |
| personal_holdings | Read the holdings you saved in your LLMQuant Dashboard → Profile (your own account only) | 0 |
| personal_profile | Read the financial profile you saved in your LLMQuant Dashboard → Profile (your own account only) | 0 |
* An unsupported ETF ticker returns 200 with an explicit coverage notice and 0 credits — you are only charged the 1 credit when holdings are actually returned.
Prediction Markets tools follow an event-first flow: use polymarket_event_search first for natural-language discovery, use polymarket_event_browse only for list/exact-filter requests, then read a selected event, read a market, and request price history for an outcome token.
More data products (company fundamentals, earnings transcripts, etc.) are on the roadmap.
Four ways to access each data product:
Launch the MCP Inspector to explore tools interactively in your browser:
export LLMQUANT_API_KEY=your_api_key
npx @modelcontextprotocol/inspector npx -y @llmquant/data-mcpNote
To persist the key, add export LLMQUANT_API_KEY=your_api_key to your ~/.zshrc or ~/.bashrc.
Tip
You'll need an API key — sign up free at llmquantdata.com.
The fastest way: drop this prompt into Claude Code, Cursor, Codex CLI, Gemini CLI, or any MCP-enabled agent. The agent will read this README and run the right setup for its runtime.
Install the LLMQuant data-mcp server in this environment by following https://github.com/LLMQuant/data-mcp
Tip
Make sure LLMQUANT_API_KEY is exported in the shell where the agent runs. Get a key at llmquantdata.com.
Prefer to set it up by hand? See Client Setup below.
claude mcp add llmquant-data \
-e LLMQUANT_API_KEY=your_api_key \
-- npx -y @llmquant/data-mcpAdd to .cursor/mcp.json (project) or ~/.cursor/mcp.json (global):
{
"mcpServers": {
"llmquant-data": {
"command": "npx",
"args": ["-y", "@llmquant/data-mcp"],
"env": {
"LLMQUANT_API_KEY": "your_api_key"
}
}
}
}codex mcp add llmquant-data \
--env LLMQUANT_API_KEY=your_api_key \
-- npx -y @llmquant/data-mcpgemini mcp add -s user \
-e LLMQUANT_API_KEY=your_api_key \
llmquant-data \
npx -y @llmquant/data-mcpAny client supporting stdio transport can use this JSON config:
{
"mcpServers": {
"llmquant-data": {
"command": "npx",
"args": ["-y", "@llmquant/data-mcp"],
"env": {
"LLMQUANT_API_KEY": "your_api_key"
}
}
}
}Note
We're working on integration guides for more clients. If your agent framework isn't listed, open an issue and we'll add it.
@llmquant/data-mcp keeps local stdio as the default setup path. Signed-in LLMQuant users can also generate a hosted Remote MCP connector URL from the dashboard. Hosted connectors are useful when your MCP client supports remote connectors and you do not want to run a local Node.js process.
In the LLMQuant dashboard, open Connect and generate a Remote MCP URL.
https://mcp.llmquantdata.com/u/lqd_mcp_.../mcp
Paste the full URL into Claude's custom connector flow. The hosted URL is separate from your local LLMQUANT_API_KEY and can be revoked from the dashboard.
Important
Treat the hosted connector URL like a password. Anyone with the URL can use the connector until you revoke it.
| Variable | Required | Default | Description |
|---|---|---|---|
| LLMQUANT_API_KEY | Yes for stdio | — | User API key for local stdio mode |
| LLMQUANT_BASE_URL | No | https://api.llmquantdata.com | API base URL |
| LLMQUANT_API_TIMEOUT_MS | No | 15000 | Request timeout in ms (max 120000) |
Have a feature request? Open an issue or email us at contact@llmquant.com.
This repository is a read-only mirror. We do not accept pull requests.
Found a bug or have a feature request? Please open an issue — we actively triage and respond.
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