Bring Salary Benchmarking
to LlamaIndex
Create your Vinkius account to connect BLS Wages — OEWS Occupational Employment to LlamaIndex and start using all 1 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 BLS Wages — OEWS Occupational Employment MCP Server?
If you need to know exactly how much a 'registered nurse in Texas' or a 'software engineer in Illinois' earns, OEWS is your required dataset.
What you can find
- Median / Average Pay — Discover true wage distributions percentiles.
- Occupation Codes — Maps hundreds of distinct professions.
- State Comparisons — Compare geographic locations for job offers.
Built-in capabilities (1)
Use this instead of specific endpoints if you intimately know the underlying numerical code. Up to 50 concurrent lookbacks allowed. Generic BLS v2 api timeseries query. Requires explicit BLS Series IDs
Why LlamaIndex?
LlamaIndex agents combine BLS Wages — OEWS Occupational Employment tool responses with indexed documents for comprehensive, grounded answers. Connect 1 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 BLS Wages — OEWS Occupational Employment tool responses with indexed documents for comprehensive, grounded answers
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Query pipeline framework lets you chain BLS Wages — OEWS Occupational Employment tool calls with transformations, filters, and re-rankers in a typed pipeline
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Multi-source reasoning: agents can query BLS Wages — OEWS Occupational Employment, a vector store, and a SQL database in a single turn and synthesize results
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Observability integrations show exactly what BLS Wages — OEWS Occupational Employment tools were called, what data was returned, and how it influenced the final answer
BLS Wages — OEWS Occupational Employment in LlamaIndex
Why run BLS Wages — OEWS Occupational Employment with Vinkius?
The BLS Wages — OEWS Occupational Employment 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 1 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 BLS Wages — OEWS Occupational Employment using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
BLS Wages — OEWS Occupational Employment and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect BLS Wages — OEWS Occupational Employment 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
BLS Wages — OEWS Occupational Employment for LlamaIndex
Every request between LlamaIndex and BLS Wages — OEWS Occupational Employment 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 reliable is OEWS compared to private job boards?
Extremely. OEWS pulls directly from true tax and payroll disclosures to the government, eliminating inflated self-reported figures typical on private job sites.
Is a Key required?
Only one single Key is required from the registration page. Simply plug it into the settings page and access the entire 20-year catalog of wage distribution profiles globally.
Why is wage data a unique server?
Because querying compensation brackets specific to states and detailed codes (like separating Senior vs Junior codes horizontally) takes specialized tool structures optimally tailored here.
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 BLS Wages — OEWS Occupational Employment 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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