langchain-quantoracle

63 deterministic quant calculators + 10 composite workflows for LangChain agents. Options pricing, risk metrics, portfolio optimization, technical indicators, statistics, crypto/DeFi, FX/macro, strategy backtesting, rebalance planning, options strategy selection, hedging recommendations, and more.

Install

pip install langchain-quantoracle

Usage

from langchain_quantoracle import QuantOracleToolkit

# Load all tools (63 calculators + 10 composites)
tools = QuantOracleToolkit().get_tools()

# Or filter by category
tools = QuantOracleToolkit(categories=["options", "risk", "backtest"]).get_tools()

# Use with any LangChain agent
from langchain_openai import ChatOpenAI
from langchain.agents import AgentExecutor, create_tool_calling_agent
from langchain_core.prompts import ChatPromptTemplate

llm = ChatOpenAI(model="gpt-4o")
prompt = ChatPromptTemplate.from_messages([
    ("system", "You are a quant analyst. Use QuantOracle tools for all financial math."),
    ("human", "{input}"),
    ("placeholder", "{agent_scratchpad}"),
])

agent = create_tool_calling_agent(llm, tools, prompt)
executor = AgentExecutor(agent=agent, tools=tools)
result = executor.invoke({"input": "Price a call option: spot 100, strike 105, 6 months, 20% vol"})

Self-hosted

tools = QuantOracleToolkit(api_url="http://localhost:8000").get_tools()

Categories

options, derivatives, risk, indicators, simulate, portfolio, fixed-income, fi, stats, crypto, fx, macro, tvm, trade, pairs, backtest, hedging

Paid endpoints (x402)

After 1,000 free calls/day, or for composite workflows (paid-only), payments are handled via x402 micropayments in USDC on Base or Solana. Any x402-compatible wallet (AgentCash, Coinbase AgentKit, etc.) works. The toolkit transparently forwards the X-Source: langchain header so traffic shows up correctly in usage metrics.

Links

• API docs: https://api.quantoracle.dev/docs
• x402 discovery (Base + Solana): https://api.quantoracle.dev/.well-known/x402
• GitHub: https://github.com/QuantOracledev/quantoracle
• 1,000 free calls/day, no signup