How do I find my Agile CRM REST API Key?

Log in to Agile CRM, go to **Admin Settings** > **Developers & API**. You will find your REST API Key listed there. Use this along with your account email for authentication.

Can I search for a contact by email?

Yes! Use the `search_contact_by_email` tool. It provides a direct way to find a contact profile using their email address, returning their full history and properties.

Does this support custom properties?

Yes, custom properties are included in the contact details retrieved via the API. You can also update them by specifying the property name and value.

Agile CRM MCP Server for LangChain 4 tools — connect in under 2 minutes

Name: Agile CRM
Availability: InStock
Author: Vinkius

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

Built by Vinkius GDPR 4 Tools Framework

LangChain is the leading Python framework for composable LLM applications. Connect Agile CRM 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({
        "agile-crm": {
            "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 Agile CRM, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())

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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 Agile CRM MCP Server

Connect your Agile CRM account to your AI agent to unlock powerful CRM and marketing automation. From creating and managing contact profiles to auditing your sales pipeline and orchestrating task workflows, your agent handles your business interactions through natural conversation.

LangChain's ecosystem of 500+ components combines seamlessly with Agile CRM through native MCP adapters. Connect 4 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

Unified Contact Management — Create, update, and search for contacts, including managing custom properties and tags
Pipeline Orchestration — List and audit sales deals, check pipeline stages, and retrieve technical metadata for opportunities
Task & Activity Tracking — List and create tasks to ensure your team stays on top of follow-ups and client meetings
Account Intelligence — Search for contacts by email and retrieve historical interaction logs to support sales outreach
Workflow Monitoring — Quickly identify high-value deals or overdue tasks directly from your chat interface

The Agile CRM MCP Server exposes 4 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 Agile CRM to LangChain via MCP

Follow these steps to integrate the Agile CRM 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 4 tools from Agile CRM via MCP

Why Use LangChain with the Agile CRM MCP Server

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

The largest ecosystem of integrations, chains, and agents. combine Agile CRM 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 Agile CRM queries for multi-turn workflows

Agile CRM + LangChain Use Cases

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

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

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

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

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

Agile CRM MCP Tools for LangChain (4)

These 4 tools become available when you connect Agile CRM to LangChain via MCP:

list_contacts

List CRM contacts

list_deals

List sales opportunities

list_tasks

List CRM tasks

search_contact_by_email

Search contact by email

Example Prompts for Agile CRM in LangChain

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

"List the last 5 contacts created in Agile CRM."

"Show me all deals worth more than $5,000."

"Search for contact 'jane.doe@example.com' and show recent tasks."

Troubleshooting Agile CRM MCP Server with LangChain

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

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Agile CRM + LangChain FAQ

Common questions about integrating Agile CRM 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.