B2B Buyer-Signal MCP — Intent Layer for AI Sales Agents avatar

B2B Buyer-Signal MCP — Intent Layer for AI Sales Agents

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B2B Buyer-Signal MCP — Intent Layer for AI Sales Agents

B2B Buyer-Signal MCP — Intent Layer for AI Sales Agents

Under maintenance

MCP for AI sales agents: structured B2B buyer-intent signals (hiring posts, funding events, tech-stack changes, leadership shifts, expansion). 6 tools. Composite intent score 0-100. Disclaimer: interpretation framework; verify with primary sources.

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Elisabeth

Elisabeth

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B2B Buyer-Signal MCP

Intent layer for AI sales agents — structured signal interpretation, not data scraping.

By Elisabeth Hitz — 10+ years B2B enterprise sales experience.

Disclaimer. Outputs are structured reasoning frameworks for agent decisioning. Not financial advice. Not a guarantee of buyer behavior.


What This Solves

Your AI SDR can scrape signal sources (job postings, funding events, exec moves). It cannot interpret what those signals MEAN for sales prioritization, outreach angle, or deal probability.

This MCP gives the AI agent structured reasoning over buyer intent.

Tools (6)

  1. interpret_hiring_signal — what new roles say about company strategy / pain
  2. interpret_funding_event — Series A vs B vs C signals different buyer states
  3. interpret_executive_move — new CRO / CMO / CFO = different windows
  4. interpret_tech_stack_change — vendor swaps reveal buying patterns
  5. score_buying_intent — composite score across signals
  6. recommend_outreach_angle — signal-aligned messaging pivot

Use Cases

  • AI SDR platforms wanting smarter signal-based prioritization
  • ABM platforms layering intent on top of firmographics
  • Sales-intelligence vendors enriching their data products
  • In-house AI ops teams building proprietary scoring models

Pricing

Pay-per-event. Compute units billed per Apify standard.

Integration

MCP-compatible: Claude Desktop, Cursor, Cline, Continue, VS Code Copilot Agent, custom MCP clients.

License

MIT.

Author

Elisabeth Hitz — Swiss-American B2B sales executive based in Barcelona. 10+ years closing enterprise deals across ad-tech, SaaS, media, finance, and global hiring. Five-year stretch overshooting quota in publicly-listed B2B SaaS. Building MCP infrastructure for AI sales agents.