Toky MCP Server for LlamaIndexGive LlamaIndex instant access to 10 tools to Create Contact, Get Agent, Get Call, and more
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Toky as an MCP tool provider through Vinkius and your agents can query, analyze, and act on live data alongside your existing indexes.
Ask AI about this App Connector for LlamaIndex
The Toky app connector for LlamaIndex 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
import asyncio
from llama_index.tools.mcp import BasicMCPClient, McpToolSpec
from llama_index.core.agent.workflow import FunctionAgent
from llama_index.llms.openai import OpenAI
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
mcp_client = BasicMCPClient("https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
mcp_tool_spec = McpToolSpec(client=mcp_client)
tools = await mcp_tool_spec.to_tool_list_async()
agent = FunctionAgent(
tools=tools,
llm=OpenAI(model="gpt-4o"),
system_prompt=(
"You are an assistant with access to Toky. "
"You have 10 tools available."
),
)
response = await agent.run(
"What tools are available in Toky?"
)
print(response)
asyncio.run(main())
* 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 Toky MCP Server
Connect your Toky cloud phone system account to any AI agent and simplify how you manage your business communications, call logs, and SMS outreach through natural conversation.
LlamaIndex agents combine Toky tool responses with indexed documents for comprehensive, grounded answers. Connect 10 tools through Vinkius and query live data alongside vector stores and SQL databases in a single turn. ideal for hybrid search, data enrichment, and analytical workflows.
What you can do
- Call Management — List and search call history, retrieve detailed metadata, and monitor recent voicemails.
- SMS Automation — Send individual text messages to customers and leads directly via AI commands.
- Contact Oversight — List, create, and manage your phone directory to keep customer data synchronized.
- Team Coordination — Query agent lists and retrieve detailed profiles for your communication team.
- Operational Status — Fetch detailed metadata for specific calls or voicemails to understand interaction context.
- Communication Visibility — Monitor your cloud telephony activities directly from the agent.
The Toky MCP Server exposes 10 tools through the Vinkius. Connect it to LlamaIndex 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 Toky tools available for LlamaIndex
When LlamaIndex connects to Toky through Vinkius, your AI agent gets direct access to every tool listed below — spanning cloud-phone, call-recording, ivr, 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 a new Toky contact
Get details for a specific Toky agent
Get details for a specific Toky call
Get details for a specific Toky contact
Get details for a specific Toky voicemail
Use limit and offset for pagination. List Toky agents
Use limit and offset for pagination. List Toky calls
Use limit and offset for pagination. List Toky contacts
Use limit and offset for pagination. List Toky voicemails
Send an SMS via Toky
Connect Toky to LlamaIndex via MCP
Follow these steps to wire Toky into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind the Vinkius.
Install dependencies
pip install llama-index-tools-mcp llama-index-llms-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
agent.py and run: python agent.pyExplore tools
Why Use LlamaIndex with the Toky MCP Server
LlamaIndex provides unique advantages when paired with Toky through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Toky tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Toky tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Toky, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Toky tools were called, what data was returned, and how it influenced the final answer
Toky + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Toky MCP Server delivers measurable value.
Hybrid search: combine Toky real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Toky to augment indexed data with live information before generating user-facing responses
Knowledge base agents: build agents that maintain and update knowledge bases by periodically querying Toky for fresh data
Analytical workflows: chain Toky queries with LlamaIndex's data connectors to build multi-source analytical reports
Example Prompts for Toky in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Toky immediately.
"List all active agents in my Toky account."
"Show me the last 3 calls from today."
"Send an SMS to 5511999999999 saying 'Your consultation is confirmed for tomorrow'."
Troubleshooting Toky MCP Server with LlamaIndex
Common issues when connecting Toky to LlamaIndex through the Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpToky + LlamaIndex FAQ
Common questions about integrating Toky MCP Server with LlamaIndex.