Bring Cloud Telephony
to LangChain
Create your Vinkius account to connect Freshcaller to LangChain and start using all 12 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.
Compatible with every major AI agent and IDE
What is the Freshcaller MCP Server?
Connect your Freshcaller (now Freshdesk Contact Center) account to any AI agent to automate your cloud telephony and contact center management through the Model Context Protocol (MCP). Freshcaller is a modern phone system that enables teams to handle customer calls across the globe with zero hardware. This MCP server enables you to track call logs, monitor agent performance, and retrieve recording links directly through natural conversation.
Key Features
- Call Oversight — List all inbound and outbound calls, fetch detailed metadata including duration and status, and monitor recent activity instantly.
- Agent Management — Access your database of users and agents to maintain full context of who is online and handling calls.
- Team Coordination — List configured agent teams and retrieve metadata for specific groups to optimize your routing.
- Recording Retrieval — Get direct links to call recordings for quality assurance and training purposes directly from your chat interface.
- Performance Metrics — Access real-time account metrics to understand call volumes and service levels across your organization.
- Number Inventory — List owned phone numbers and search for new available numbers to scale your global presence.
- Data Export — Monitor initiated export jobs to ensure your historical data is ready for deep analysis.
How it works
- Subscribe to this server through the Vinkius Marketplace
- Enter your Freshcaller Domain and API Key (found in your Profile Settings)
- Start managing your cloud phone system from Claude, Cursor, or any MCP client
Who is this for?
- Support Managers — quickly check missed call counts or list agent statuses without manual dashboard navigation.
- Customer Success Ops — get a real-time overview of call center metrics and recording links via simple AI commands.
- Sales Teams — track outbound call history and verify durations for lead engagement reporting.
Built-in capabilities (12)
Get agent metadata
Get call metadata
Get recording link
Check export job
Get team metadata
Get call center metrics
List agent teams
List call center agents
Search for phone numbers
List recent phone calls
List data exports
List owned phone numbers
Why LangChain?
LangChain's ecosystem of 500+ components combines seamlessly with Freshcaller through native MCP adapters. Connect 12 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 largest ecosystem of integrations, chains, and agents. combine Freshcaller 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 Freshcaller queries for multi-turn workflows
Freshcaller in LangChain
Why run Freshcaller with Vinkius?
The Freshcaller connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 12 tools are ready to work instantly without any complex setup.
You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.

* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.




Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect Freshcaller using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Freshcaller and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Freshcaller to LangChain through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
Freshcaller for LangChain
Every request between LangChain and Freshcaller is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
How do I get an API Key for Freshcaller?
Log in to Freshcaller, click on your Profile Icon, then go to Profile Settings to find your API Key.
Where do I find my Freshcaller Domain?
Your domain is the subdomain in your Freshcaller URL (e.g. if your URL is 'acme.freshcaller.com', your domain is 'acme').
Can I listen to call recordings through the agent?
Yes! Use the 'get_call_recording' tool and provide the Call ID. The agent will return a secure link to the recording file.
Is it possible to see which agents are currently available?
Yes, the 'list_agents' tool retrieves all users in your account along with their current status and metadata.
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.
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.
MultiServerMCPClient not found
Install: pip install langchain-mcp-adapters
Explore More MCP Servers
View all →
Pumble
10 toolsBring your AI agent into your Pumble workspace — read channel history, post messages, create channels, and manage team communication seamlessly.

Memberstack
10 toolsMember authentication and user management via Memberstack — manage members, plans, and custom fields.

Lob
21 toolsAutomate physical mail, postcards, checks, and address verification through Lob's print and mail API.

Mirakl (Enterprise Marketplace Platform)
10 toolsManage your enterprise marketplace via Mirakl — list global offers, track multi-vendor orders, and audit seller shops.
