Workforce Competitive Intelligence
@apifyforge
About Workforce Competitive Intelligence
Workforce competitive intelligence at query speed — this MCP server gives your AI assistant live access to hiring signals, patent inventor movement, researcher attrition, technical capability maps, and executive flight risk for any company.
Config
Add this server to your MCP-compatible client using the configuration below.
{
"mcpServers": {
"workforce-competitive-intelligence-mcp": {
"url": "https://ryanclinton--workforce-competitive-intelligence-mcp.apify.actor/mcp"
}
}
}Tools
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Overview
What is Workforce Competitive Intelligence?
This MCP server gives your AI assistant live access to hiring signals, patent inventor movement, researcher attrition, technical capability maps, and executive flight risk for any company. It orchestrates 7 independent data sources — job postings, USPTO patents, EPO patents, ORCID researcher profiles, company research, GitHub activity, and SEC Form 4 insider trading filings — applying four scoring models and returning a scored, signal-annotated JSON response with INVEST/MONITOR/CAUTION/AVOID verdicts. It is designed for analysts, corporate strategy teams, and investment professionals who need workforce intelligence without manual research.
How to use Workforce Competitive Intelligence?
Sign up at apify.com, copy your Apify API token from Settings > Integrations, and add the server endpoint https://workforce-competitive-intelligence-mcp.apify.actor/mcp to your MCP client (Claude Desktop, Cursor, Windsurf) with the Authorization header set to Bearer YOUR_APIFY_TOKEN. Then ask natural language questions like "Generate a full workforce dossier for Stripe" or "Compare hiring velocity between Snowflake and Databricks."
Key features of Workforce Competitive Intelligence
- Talent Velocity Score (0-100) composite of hiring and GitHub activity
- Brain Drain Index (0-100) via patent and ORCID mobility analysis
- Competitive Capability Map across 10 technology domains
- Executive Flight Risk (0-100) from SEC filings and hiring signals
- Composite Workforce Dossier with INVEST/MONITOR/CAUTION/AVOID verdict
- Seven parallel data sources fetched simultaneously per query
Use cases of Workforce Competitive Intelligence
- Detect competitor strategic pivots months before public announcements
- Perform M&A human capital due diligence with scored dossiers
- Monitor executive retention early warning via insider trading signals
- Benchmark talent strategy between two companies side-by-side
- Track academic-to-industry researcher attrition in R&D-heavy sectors
FAQ from Workforce Competitive Intelligence
What data sources does the server query?
It queries job postings, USPTO and EPO patents, ORCID researcher profiles, company research, GitHub activity, and SEC Form 4 insider trading filings — all 7 sources run in parallel.
How much does each query cost?
Each tool call costs $0.045, with no standing subscription. The Apify free plan includes $5 of monthly credits for roughly 111 calls.
What verdicts does the Workforce Dossier return?
The composite score produces one of four verdicts: INVEST, MONITOR, CAUTION, or AVOID. If Executive Flight Risk is CRITICAL or Brain Drain is HEMORRHAGING, the verdict is forced to AVOID.
How do I authenticate my MCP client?
Set the Authorization header to Bearer YOUR_APIFY_TOKEN in your client’s MCP server configuration. The token is obtained from apify.com under Settings > Integrations.
Can I schedule recurring runs or access this via API?
Yes, you can schedule daily or weekly workforce monitors and trigger analyses via Python, JavaScript, or any HTTP client. Results can connect to Zapier, Make, webhooks, or a CRM.
Frequently asked questions
What data sources does the server query?
It queries job postings, USPTO and EPO patents, ORCID researcher profiles, company research, GitHub activity, and SEC Form 4 insider trading filings — all 7 sources run in parallel.
How much does each query cost?
Each tool call costs $0.045, with no standing subscription. The Apify free plan includes $5 of monthly credits for roughly 111 calls.
What verdicts does the Workforce Dossier return?
The composite score produces one of four verdicts: INVEST, MONITOR, CAUTION, or AVOID. If Executive Flight Risk is CRITICAL or Brain Drain is HEMORRHAGING, the verdict is forced to AVOID.
How do I authenticate my MCP client?
Set the Authorization header to `Bearer YOUR_APIFY_TOKEN` in your client’s MCP server configuration. The token is obtained from apify.com under Settings > Integrations.
Can I schedule recurring runs or access this via API?
Yes, you can schedule daily or weekly workforce monitors and trigger analyses via Python, JavaScript, or any HTTP client. Results can connect to Zapier, Make, webhooks, or a CRM.
Basic information
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