Stirling PDF MCP Server for LlamaIndexGive LlamaIndex instant access to 11 tools to Add Watermark, Cert Sign, Get All Requests, and more
LlamaIndex specializes in data-aware AI agents that connect LLMs to structured and unstructured sources. Add Stirling PDF 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 MCP Server for LlamaIndex
The Stirling PDF MCP Server for LlamaIndex is a standout in the Productivity category — giving your AI agent 11 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 Stirling PDF. "
"You have 11 tools available."
),
)
response = await agent.run(
"What tools are available in Stirling PDF?"
)
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 Stirling PDF MCP Server
Connect your Stirling PDF instance to any AI agent and take full control of your document workflows through natural conversation. This server allows you to process PDF files, convert formats, and monitor your self-hosted infrastructure.
LlamaIndex agents combine Stirling PDF tool responses with indexed documents for comprehensive, grounded answers. Connect 11 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
- Document Manipulation — Add text watermarks with custom opacity and font sizes, or convert images directly into PDF documents.
- Digital Security — Sign PDF documents using certificates with specific reasons and location metadata.
- Server Monitoring — Track application status, version info, and detailed request metrics (POST/GET) across all endpoints.
- Advanced Operations — Use the generic tool runner to access specialized features like merging, splitting, or extracting images from PDFs.
- Enterprise Metrics — Access Prometheus metrics for deep observability into your document processing pipeline.
The Stirling PDF MCP Server exposes 11 tools through the Vinkius. Connect it to LlamaIndex in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 11 Stirling PDF tools available for LlamaIndex
When LlamaIndex connects to Stirling PDF through Vinkius, your AI agent gets direct access to every tool listed below — spanning pdf-tools, watermarking, pdf-conversion, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.
Add watermark on Stirling PDF
Add a watermark to a PDF document
Cert sign on Stirling PDF
Sign a PDF document with a certificate
Get all requests on Stirling PDF
Get POST requests count for all endpoints
Get all unique requests on Stirling PDF
Get unique users count for all endpoints
Get load on Stirling PDF
Get total count of GET requests
Get prometheus metrics on Stirling PDF
Get Prometheus metrics (requires Enterprise tier)
Get requests on Stirling PDF
Get total count of POST requests
Get status on Stirling PDF
Get application status and version information
Get unique requests on Stirling PDF
Get count of unique users for POST requests
Img to pdf on Stirling PDF
Convert an image to a PDF document
Run generic tool on Stirling PDF
Pass additional parameters as a JSON string. Run any Stirling PDF tool by its ID
Connect Stirling PDF to LlamaIndex via MCP
Follow these steps to wire Stirling PDF into LlamaIndex. The entire setup takes under two minutes — your credentials stay safe behind 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 Stirling PDF MCP Server
LlamaIndex provides unique advantages when paired with Stirling PDF through the Model Context Protocol.
Data-first architecture: LlamaIndex agents combine Stirling PDF tool responses with indexed documents for comprehensive, grounded answers
Query pipeline framework lets you chain Stirling PDF tool calls with transformations, filters, and re-rankers in a typed pipeline
Multi-source reasoning: agents can query Stirling PDF, a vector store, and a SQL database in a single turn and synthesize results
Observability integrations show exactly what Stirling PDF tools were called, what data was returned, and how it influenced the final answer
Stirling PDF + LlamaIndex Use Cases
Practical scenarios where LlamaIndex combined with the Stirling PDF MCP Server delivers measurable value.
Hybrid search: combine Stirling PDF real-time data with embedded document indexes for answers that are both current and comprehensive
Data enrichment: query Stirling PDF 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 Stirling PDF for fresh data
Analytical workflows: chain Stirling PDF queries with LlamaIndex's data connectors to build multi-source analytical reports
Example Prompts for Stirling PDF in LlamaIndex
Ready-to-use prompts you can give your LlamaIndex agent to start working with Stirling PDF immediately.
"Check the current status and version of my Stirling PDF server."
"Add a 'CONFIDENTIAL' watermark to this PDF with 0.5 opacity."
"Convert this image to a PDF document named 'report.pdf'."
Troubleshooting Stirling PDF MCP Server with LlamaIndex
Common issues when connecting Stirling PDF to LlamaIndex through Vinkius, and how to resolve them.
BasicMCPClient not found
pip install llama-index-tools-mcpStirling PDF + LlamaIndex FAQ
Common questions about integrating Stirling PDF MCP Server with LlamaIndex.
How does LlamaIndex connect to MCP servers?
Can I combine MCP tools with vector stores?
Does LlamaIndex support async MCP calls?
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