XFINLAB
MCP serverDev toolsReal-time market events, sentiment, and technical analysis as MCP tools, backed by real data.
Available today. Use it from your connected AI after setup.
Needs your own API account. Credentials stay encrypted.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use XFINLAB to get market events
From the project's README
As published by lnanology/xfinlab in README.md.
Financial Intelligence Infrastructure — APIs, SDKs, and an MCP server for developers and AI agents, plus a consumer research platform built on the same backend.
Real market events, FinBERT sentiment, technical/market-structure analysis, SEC/CFTC/FDIC/USDA/CBOE official data, and Monte Carlo stress testing. Every field is traceable to a real computation or an official data source — nothing fabricated or interpolated.
Get a free API key · API docs · llms.txt · Consumer product
Quick start (API)
pip install "git+https://github.com/lnanology/Xfinlab.git#subdirectory=sdk/python"
from xfinlab_intelligence import XfinlabClient
client = XfinlabClient(api_key="xfl_...") # free tier, issued instantly
sentiment = client.sentiment("AAPL")
technical = client.technical("AAPL", period="6mo")
fundamentals = client.fundamentals("AAPL")
Or JavaScript/Node:
npm install "github:lnanology/Xfinlab#path:sdk/js"
const { XfinlabClient } = require('xfinlab-intelligence');
const client = new XfinlabClient('xfl_...');
const sentiment = await client.sentiment('AAPL');
19 endpoints total — market events, sentiment, AI debate, technical/market-structure, Monte Carlo stress testing, insider trading, institutional ownership, short interest, SEC XBRL fundamentals, CBOE VIX term structure, FDIC bank health, USDA agriculture, EIA energy, crypto, cross-region market map, and Pro-tier webhooks. Full reference: intelligence-api.html.
MCP server (for Claude and other AI agents)
Every field this server returns is either a real computation/real official-source value, or null with an explanation — the MCP ecosystem has a lot of servers now, few of them say anything about the actual quality of the data behind the tool calls. This one does, in public: xfinlab.com/trust.html shows every underlying data collector's live/down status in real time.
Already live in production — no setup needed, just point an MCP-compatible client at it:
{
"mcpServers": {
"xfinlab": {
"url": "https://api.xfinlab.com/api/mcp",
"headers": { "X-API-Key": "xfl_..." }
}
}
}
Server source: api/mcp_server.py. Tools: get_market_events, get_sentiment, get_technical_analysis, get_intelligence_feed, get_global_market_map. Same auth and free tier as the REST API. Docs: intelligence-api.html#mcp.
SDKs & examples
| Python SDK | sdk/python — README |
| JavaScript/Node SDK | sdk/js — README |
| Quickstart scripts | sdk/examples/python_quickstart.py, sdk/examples/js_quickstart.js |
| OpenAPI spec | https://api.xfinlab.com/api/intelligence/openapi.json |
| Postman collection | https://api.xfinlab.com/api/intelligence/postman.json |
Both SDKs are MIT-licensed (sdk/LICENSE) and have zero required dependencies beyond the standard library / native fetch.
Consumer product
The same backend also powers xfinlab.com, a retail investment-research platform:
| Module | Path |
|---|---|
| Homepage | index.html |
| AI Market Research™ | ai-analysis.html |
| Chart Research™ | chart-analysis.html |
| Company Compare™ | company-compare.html |
| Event Intelligence™ | news-denoise.html |
| Risk Engine™ | stress-lab.html |
Local development
python3 mock-server.py
Then open http://localhost:8080. The production backend is a separate FastAPI app (backend/main.py, deployed on Railway as api.xfinlab.com); the static site above deploys separately on Vercel as xfinlab.com.
More docs
- XFINLAB_ARCHITECTURE.md — full system architecture
- PROJECT_ROADMAP.md — roadmap
- PROJECT_STYLE_GUIDE.md — UI style guide
- DATA-LICENSE-MATRIX.md — upstream data source licensing for every paid endpoint
- MCP_MARKETPLACE_SUBMISSION.md — MCP server directory submission copy
Tools it offers (5)
What this server listed when ahel dialed its public endpoint in Sep 2026, with no key and no account of yours. The names are the server’s own.
get_market_eventsget_sentimentget_technical_analysisget_intelligence_feedget_global_market_map
Signals
- Last commit
- Sep 2026
Advanced
- Delivery
- xfinlab MCP server → your ahel gateway (mcp.ahel.ai) → every connected AI client.
- Catalog kind
- mcp-server
- Gateway key
io-github-lnanology-xfinlab- Source
- github.com/lnanology/xfinlab
- Hosted endpoint
https://api.xfinlab.com/api/mcp