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10 days ago
glama

workforce-data-explorer

MCP server providing AI assistants with live access to 89 curated US workforce and labor market data sources, including BLS, FRED, Census, O*NET, DOL, SEC EDGAR, and real-time signals from Indeed and ADP.

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// key findings
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
🔐
You'll be asked for 5 credentials: GROQ_API_KEY, BLS_API_KEY, CENSUS_API_KEY, DOL_API_KEY, FRED_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
🔐 secretGROQ_API_KEYIn-app AI Assistant chat [console.groq.com](https://console.groq.com)
configPORT
configHOST
🔐 secretBLS_API_KEYHigher BLS rate limits [data.bls.gov](https://data.bls.gov/registrationEngine/)
🔐 secretCENSUS_API_KEYACS / QWI / CBP queries [api.census.gov](https://api.census.gov/data/key_signup.html)
🔐 secretDOL_API_KEYOSHA / WHD enforcement data [dataportal.dol.gov](https://dataportal.dol.gov)
🔐 secretFRED_API_KEYMost time series [fred.stlouisfed.org](https://fred.stlouisfed.org/docs/api/api_key.html)
// full audit trail
The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.
// improvement guidance — verified publishers only
We have 4 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/thelancehaun-workforce-data-explorer-b301bu)](https://m8ven.ai/mcp/thelancehaun-workforce-data-explorer-b301bu)
commit: 125462c364971a992a4c98b109b0ed8eed4b6fe8
code hash: 9a6253d339e56f362732e8ff89dc66c9f7ecf178904e8e04a59189201797faf3
verified: 7/21/2026, 9:16:52 AM
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