How to Use the Option Pool Shuffle Simulator MCP in LangChain
Build financial reasoning pipelines with LangChain to expose VC dilution mechanics.
Works with every AI agent you already use
…and any MCP-compatible client
Connect Option Pool Shuffle Simulator MCP to LangChain
Create your Vinkius account to connect Option Pool Shuffle Simulator to LangChain — we handle the hosting, security, and runtime updates so you don't have to. No server setup required.
Key Capabilities
LangChain Logic For Founder Equity
Your agent calculates early dilution triggers using `compute_pre_money_scenario`. This tool takes the proposed term sheet variables and returns the exact founder ownership percentage before any new money enters the bank account. ReAct agents shine here. They take that initial cap table math and feed it into subsequent financial models. LangSmith tracks the exact token usage and latency of every calculation step.
Model Investor Friendly Structures
Chains handle sequential math perfectly. The `compute_post_money_scenario` tool runs the alternative calculation where the option pool gets created after the investment clears. Vinkius manages over 4,000 MCPs in its catalog. You connect your LangGraph setup once and gain access to this finance tool alongside thousands of others. The multi-server client routes requests automatically.
Automate The Final Analysis
The real value comes from the final chain link. Calling `compare_shuffle_impact` forces the agent to subtract the pre-money results from the post-money figures. This outputs the actual dollar cost of the shuffle. Your LangChain agent can then format this delta into a plain text memo for the founding team to review before negotiations start.
Set up Option Pool Shuffle Simulator MCP in LangChain
Prerequisites
- Python 3.10+ installed
-
langchain-mcp-adapters+langgraphpackages - Active Vinkius subscription with a valid endpoint token
- 1
Install dependencies
Run
pip install langchain-mcp-adapters langgraph langchain-openai. The MCP adapters package converts MCP tools into native LangChainBaseToolobjects. - 2
Connect via HTTP transport
Use
MultiServerMCPClientwith"transport": "http"pointing to your Vinkius endpoint. Replace[YOUR_TOKEN_HERE]with your token from cloud.vinkius.com. - 3
Create a ReAct agent
Pass the discovered tools to
create_react_agent()from LangGraph. The agent automatically routes Option Pool Shuffle Simulator tool calls through the MCP protocol. - 4
Run with any LLM
Swap
ChatOpenAIforChatAnthropic,ChatGoogleGenerativeAI, or any LangChain-compatible model. The MCP tools work identically across all providers.
from langchain_mcp_adapters.client import MultiServerMCPClient
from langgraph.prebuilt import create_react_agent
from langchain_openai import ChatOpenAI
async with MultiServerMCPClient({
"option-pool-shuffle-simulator-mcp": {
"transport": "http",
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
}
}) as client:
tools = client.get_tools()
agent = create_react_agent(
ChatOpenAI(model="gpt-4o"),
tools,
)
result = await agent.ainvoke({
"messages": "List recent Option Pool Shuffle Simulator transactions"
})
print(result["messages"][-1].content) Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Option Pool Simulator. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.
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Common questions about Option Pool Shuffle Simulator MCP in LangChain
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