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Build a mental models framework with a multi-agent dev team

A solo founder used Claude, ChatGPT, Windsurf and Cursor as role-based team members to design, test and deploy a 120-model mental-models framework and MCP server.

Time saved
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Use case overview

A solo founder used Claude, ChatGPT, Windsurf and Cursor as role-based team members to design, test and deploy a 120-model mental-models framework and MCP server.

Reported experience

  1. What they did

    A solo founder treated Claude, ChatGPT, Windsurf and Cursor as team members with defined roles, coordinated through a SITREP protocol and running four in parallel. They used the framework's own mental models to architect, validate and deploy it, with a 5-question wickedness rubric to set problem tiers. Stack: React, Cloudflare Workers, D1, TypeScript.

  2. How it went

    The result was 120 models with a 9.2/10 quality score, 140 chaos tests all passing, and an MCP server for Claude Desktop. The whole effort took 22 months.

Example prompts

Try with Cursor
Help me build a [number]-item framework of [mental models or other reference content] as structured files, plus a small MCP server that lets an AI look up entries by name or situation. Start with a data format, write [number] sample entries, then build the server and tests. Finished means I can query the server from my AI client and get a correct entry back. Ask before deploying anything publicly.
Sales · Beginner
  1. Form submit
  2. Fetch company site
  3. Claude scores fit

Auto-qualify inbound leads before a rep sees them

Score every demo request against your ICP, update HubSpot and ping the right rep in Slack within a minute of the form submit.

n8n · Claude · HubSpot · Slack
Customer Support · Intermediate
  1. New ticket webhook
  2. Claude classifies
  3. Draft from help docs

Triage support tickets and draft first replies

Every new Zendesk ticket gets a category, priority and sentiment tag plus a draft reply in an internal note before an agent opens it.

Zendesk · n8n · Claude
Coding · Intermediate
  1. PR opened
  2. Copilot inline review
  3. Claude risk summary

Automated first-pass review on every pull request

Copilot and Claude review each PR for bugs, missing tests and risky changes before a human looks, so reviewers can focus on design.

GitHub Copilot · Claude · Slack