Can I see my team's forecast for this quarter?

Yes! Use the `list_clari_forecasts` tool. The agent will return the latest forecast submissions and historical values, allowing you to see the projected revenue for the current fiscal period.

How do I check for recent changes in a specific opportunity?

Use the `list_clari_audit_logs` tool. Your agent will fetch the platform's audit trail, which includes updates to opportunity stages, amounts, and other key revenue metrics.

Where do I find my Clari API Token?

Clari API tokens are typically provided through your Clari Settings page. If you don't see the API section, you may need to contact your Clari account manager or support team to enable Export API access.

Clari MCP Server for LangChain 8 tools — connect in under 2 minutes

Name: Clari
Availability: InStock
Author: Vinkius

python.langchain.com/docs/integrations/tools/mcp

Built by Vinkius GDPR 8 Tools Framework

LangChain is the leading Python framework for composable LLM applications. Connect Clari through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MultiServerMCPClient({
        "clari": {
            "transport": "streamable_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,
        )
        response = await agent.ainvoke({
            "messages": [{
                "role": "user",
                "content": "Using Clari, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())

Fully ManagedVinkius Servers

60%Token savings

High SecurityEnterprise-grade

IAMAccess control

EU AI ActCompliant

DLPData protection

V8 IsolateSandboxed

Ed25519Audit chain

<40msKill switch

Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About Clari MCP Server

Connect your Clari account to any AI agent and take full control of your revenue operations and forecasting through natural conversation. Streamline how you manage your sales pipeline and historical revenue data.

LangChain's ecosystem of 500+ components combines seamlessly with Clari through native MCP adapters. Connect 8 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.

What you can do

Opportunity Oversight — List and retrieve details for all CRM opportunities tracked in Clari natively
Forecast Intelligence — Access manual forecast submissions and historical data to understand trends flawlessly
Pipeline Auditing — List and review platform events and audit trail records to track changes securely
Account Visibility — Access CRM accounts associated with revenue data and monitor their status flawlessly
User Logistics — List all users and organization hierarchies to understand team performance securely
Export Intelligence — Monitor the status of asynchronous bulk data export jobs directly within your workspace

The Clari MCP Server exposes 8 tools through the Vinkius. Connect it to LangChain in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Clari to LangChain via MCP

Follow these steps to integrate the Clari MCP Server with LangChain.

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token

Run the agent

Save the code and run python agent.py

Explore tools

The agent discovers 8 tools from Clari via MCP

Why Use LangChain with the Clari MCP Server

LangChain provides unique advantages when paired with Clari through the Model Context Protocol.

The largest ecosystem of integrations, chains, and agents. combine Clari MCP tools with 500+ LangChain components

Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step

LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging

Memory and conversation persistence let agents maintain context across Clari queries for multi-turn workflows

Clari + LangChain Use Cases

Practical scenarios where LangChain combined with the Clari MCP Server delivers measurable value.

RAG with live data: combine Clari tool results with vector store retrievals for answers grounded in both real-time and historical data

Autonomous research agents: LangChain agents query Clari, synthesize findings, and generate comprehensive research reports

Multi-tool orchestration: chain Clari tools with web scrapers, databases, and calculators in a single agent run

Production monitoring: use LangSmith to trace every Clari tool call, measure latency, and optimize your agent's performance

Clari MCP Tools for LangChain (8)

These 8 tools become available when you connect Clari to LangChain via MCP:

get_opportunity_revenue_details

Get detailed information for a specific opportunity

list_clari_audit_logs

List platform events and audit trail records

list_clari_export_jobs

List status of asynchronous bulk data export jobs

list_clari_forecasts

List manual forecast submissions and historical data

list_clari_time_periods

List active fiscal years, quarters, and months used in Clari

list_clari_users

List all users and hierarchy in the account

list_revenue_accounts

List CRM accounts associated with revenue data

list_revenue_opportunities

List CRM opportunities tracked in Clari

Example Prompts for Clari in LangChain

Ready-to-use prompts you can give your LangChain agent to start working with Clari immediately.

"Show me all opportunities worth over $50,000."

"What is our current manual forecast value?"

"Who are the account owners for the 'Top 10' pipeline accounts?"

Troubleshooting Clari MCP Server with LangChain

Common issues when connecting Clari to LangChain through the Vinkius, and how to resolve them.

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Clari + LangChain FAQ

Common questions about integrating Clari MCP Server with LangChain.

How does LangChain connect to MCP servers?

Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.

Which LangChain agent types work with MCP?

All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.