Bring Rag
to LlamaIndex
Create your Vinkius account to connect Unstructured to LlamaIndex and start using all 6 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.
GDPR Free for SubscribersCompatible with every major AI agent and IDE
Gemini
What is the Unstructured MCP Server?
Connect your Unstructured.io account to any AI agent to automate data ingestion and document processing pipelines seamlessly. Transform complex files into clean, AI-ready data without leaving your workflow.
What you can do
- Data Sources — List all configured remote data connectors (e.g. S3, GCS, SharePoint) to see where documents can be pulled from.
- Data Destinations — Browse target locations (like Vector DBs or SQL databases) where structured output is sent.
- Processing Workflows — List end-to-end pipelines, retrieve specific workflow configurations, and explore source-destination mappings.
- Job Execution — Manually trigger immediate document ingestion and partitioning jobs, and track their execution IDs.
- Job Monitoring — List active and historical workflow execution jobs to monitor the progress of your document processing tasks.
How it works
- Subscribe to this server
- Enter your Unstructured API Key and API URL
- Start managing your data pipelines from Claude, Cursor, or any MCP-compatible client
Your AI agent becomes a command center for your entire RAG and knowledge base ingestion pipelines.
Who is this for?
- Data Engineers — troubleshoot and trigger ingestion workflows without opening the Unstructured dashboard.
- AI Developers — monitor RAG pipelines and ensure vector databases are populated with clean data directly from code editors.
- MLOps Teams — track historical processing jobs and verify that scheduled syncs completed successfully.
- Product Teams — quickly audit available sources and destinations when planning new feature integrations.
Built-in capabilities (6)
Retrieves configuration details for a specific processing workflow
g. Vector DBs, SQL). Lists all configured target locations for processed data
Lists all configured remote data connectors (e.g. S3, GCS)
Lists all end-to-end document processing pipelines
Lists all active and historical workflow execution jobs
Returns a job ID. Manually triggers an immediate execution of a processing workflow
Why LlamaIndex?
LlamaIndex agents combine Unstructured tool responses with indexed documents for comprehensive, grounded answers. Connect 6 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.
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Data-first architecture: LlamaIndex agents combine Unstructured tool responses with indexed documents for comprehensive, grounded answers
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Query pipeline framework lets you chain Unstructured tool calls with transformations, filters, and re-rankers in a typed pipeline
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Multi-source reasoning: agents can query Unstructured, a vector store, and a SQL database in a single turn and synthesize results
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Observability integrations show exactly what Unstructured tools were called, what data was returned, and how it influenced the final answer
Unstructured in LlamaIndex
Why run Unstructured with Vinkius?
The Unstructured 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 6 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 Unstructured using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Unstructured and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Unstructured to LlamaIndex 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
Unstructured for LlamaIndex
Every request between LlamaIndex and Unstructured 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
Can my AI agent trigger an immediate document processing job?
Yes! If you have a workflow configured to pull files from an S3 bucket and load them into a Pinecone index, you can ask your agent to trigger workflow XYZ. It will start the execution and return the new Job ID, which you can use to track the progress.
How can I verify if my RAG pipelines are failing or succeeding?
Ask your agent to list your workflow jobs. It will securely connect to Unstructured's engine and return historical and active executions, displaying statuses such as 'completed', 'failed', or 'in_progress'. This is extremely useful for MLOps engineers diagnosing ingestion alerts directly in their terminal.
Can I edit the destination database directly through the agent?
This server is focused on auditing and executing your existing pipelines. Currently, you can list all connections (sources and destinations) and obtain their details, but creating or destructively modifying vector database connectors must be done inside the Unstructured dashboard for security.
How does LlamaIndex connect to MCP servers?
Use the MCP client adapter to create a connection. LlamaIndex discovers all tools and wraps them as query engine tools compatible with any LlamaIndex agent.
Can I combine MCP tools with vector stores?
Yes. LlamaIndex agents can query Unstructured tools and vector store indexes in the same turn, combining real-time and embedded data for grounded responses.
Does LlamaIndex support async MCP calls?
Yes. LlamaIndex's async agent framework supports concurrent MCP tool calls for high-throughput data processing pipelines.
BasicMCPClient not found
Install: pip install llama-index-tools-mcp
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