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Blip MCP Server for LangChainGive LangChain instant access to 10 tools to Create Contact, Delete Contact, Get Contact, and more

Built by Vinkius GDPR 10 Tools Framework

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

Ask AI about this App Connector for LangChain

The Blip app connector for LangChain is a standout in the Communication Messaging category — giving your AI agent 10 tools to work with, ready to go from day one.

Vinkius delivers Streamable HTTP and SSE to any MCP client

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({
        "blip": {
            "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 Blip, show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())
Blip
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 Blip MCP Server

What you can do

  • Send WhatsApp and Chatbot messages directly to your customers.
  • Create, update, and retrieve detailed contact information.
  • Monitor support tickets from Blip Desk and manage ongoing conversation threads.
  • Analyze active conversations to trigger personalized workflows.

LangChain's ecosystem of 500+ components combines seamlessly with Blip through native MCP adapters. Connect 10 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.

The Blip MCP Server exposes 10 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.

All 10 Blip tools available for LangChain

When LangChain connects to Blip through Vinkius, your AI agent gets direct access to every tool listed below — spanning conversational-commerce, whatsapp-automation, chatbot, and more. Every call is secured with network, filesystem, subprocess, and code evaluation entitlements inside a sandboxed runtime. Beyond a simple connection, you get a full AI Gateway with real-time visibility into agent activity, enterprise governance, and optimized token usage.

create_contact

Create or update a Blip contact

delete_contact

Delete a Blip contact

get_contact

Get a Blip contact by ID

get_thread_messages

Get messages from a Blip thread

get_ticket

Get a Blip desk ticket by ID

list_contacts

List Blip contacts

list_threads

List Blip conversation threads

list_tickets

List Blip desk tickets

ping_bot

Ping the Blip bot

send_message

Send a message to a Blip contact

Connect Blip to LangChain via MCP

Follow these steps to wire Blip into LangChain. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.

01

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai
02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token
03

Run the agent

Save the code and run python agent.py
04

Explore tools

The agent discovers 10 tools from Blip via MCP

Why Use LangChain with the Blip MCP Server

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

01

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

02

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

03

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

04

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

Blip + LangChain Use Cases

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

01

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

02

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

03

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

04

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

Example Prompts for Blip in LangChain

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

01

"Check the details for ticket ID '12345' on Blip Desk."

02

"Send a WhatsApp message saying 'Hello, your order is ready' to 5511999999999."

03

"List all active threads and summarize what users are asking."

Troubleshooting Blip MCP Server with LangChain

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

01

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Blip + LangChain FAQ

Common questions about integrating Blip MCP Server with LangChain.

01

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.
02

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.
03

Can I trace MCP tool calls in LangSmith?

Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.