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Freshcaller MCP Server for OpenAI Agents SDK 12 tools — connect in under 2 minutes

Built by Vinkius GDPR 12 Tools SDK

The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Freshcaller through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.

Vinkius supports streamable HTTP and SSE.

python
import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MCPServerStreamableHttp(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as mcp_server:

        agent = Agent(
            name="Freshcaller Assistant",
            instructions=(
                "You help users interact with Freshcaller. "
                "You have access to 12 tools."
            ),
            mcp_servers=[mcp_server],
        )

        result = await Runner.run(
            agent, "List all available tools from Freshcaller"
        )
        print(result.final_output)

asyncio.run(main())
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About 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.

The OpenAI Agents SDK auto-discovers all 12 tools from Freshcaller through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Freshcaller, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

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.

The Freshcaller MCP Server exposes 12 tools through the Vinkius. Connect it to OpenAI Agents SDK 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 Freshcaller to OpenAI Agents SDK via MCP

Follow these steps to integrate the Freshcaller MCP Server with OpenAI Agents SDK.

01

Install the SDK

Run pip install openai-agents in your Python environment

02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com

03

Run the script

Save the code above and run it: python agent.py

04

Explore tools

The agent will automatically discover 12 tools from Freshcaller

Why Use OpenAI Agents SDK with the Freshcaller MCP Server

OpenAI Agents SDK provides unique advantages when paired with Freshcaller through the Model Context Protocol.

01

Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety

02

Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure

03

Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate

04

First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output

Freshcaller + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the Freshcaller MCP Server delivers measurable value.

01

Automated workflows: build agents that query Freshcaller, process the data, and trigger follow-up actions autonomously

02

Multi-agent orchestration: create specialist agents. one queries Freshcaller, another analyzes results, a third generates reports

03

Data enrichment pipelines: stream data through Freshcaller tools and transform it with OpenAI models in a single async loop

04

Customer support bots: agents query Freshcaller to resolve tickets, look up records, and update statuses without human intervention

Freshcaller MCP Tools for OpenAI Agents SDK (12)

These 12 tools become available when you connect Freshcaller to OpenAI Agents SDK via MCP:

01

get_agent_details

Get agent metadata

02

get_call_details

Get call metadata

03

get_call_recording

Get recording link

04

get_export_status

Check export job

05

get_team_details

Get team metadata

06

list_account_metrics

Get call center metrics

07

list_agent_teams

List agent teams

08

list_agents

List call center agents

09

list_buyable_numbers

Search for phone numbers

10

list_calls

List recent phone calls

11

list_export_jobs

List data exports

12

list_my_numbers

List owned phone numbers

Example Prompts for Freshcaller in OpenAI Agents SDK

Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Freshcaller immediately.

01

"List my 5 most recent calls and their duration."

02

"Show me the status of all agents in my support team."

03

"Get the recording link for call 'call_abc123'."

Troubleshooting Freshcaller MCP Server with OpenAI Agents SDK

Common issues when connecting Freshcaller to OpenAI Agents SDK through the Vinkius, and how to resolve them.

01

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents
02

Agent not calling tools

Make sure your prompt explicitly references the task the tools can help with.

Freshcaller + OpenAI Agents SDK FAQ

Common questions about integrating Freshcaller MCP Server with OpenAI Agents SDK.

01

How does the OpenAI Agents SDK connect to MCP?

Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.
02

Can I use multiple MCP servers in one agent?

Yes. Pass a list of MCPServerSse instances to the agent constructor. The agent can use tools from all connected servers within a single run.
03

Does the SDK support streaming responses?

Yes. The SDK supports SSE and Streamable HTTP transports, both of which work natively with Vinkius.

Connect Freshcaller to OpenAI Agents SDK

Get your token, paste the configuration, and start using 12 tools in under 2 minutes. No API key management needed.