AI Agent Behavior Framework (AGENTS.md as a Service)

Developers using Claude, Cursor, and other AI coding agents get inconsistent quality outputs. This SaaS provides drop-in configuration files and templates that make AI agents behave like senior engineers—reducing hallucinations, forcing verification loops, and preventing bad refactors. Target: dev teams and AI-assisted coding shops.

The explosion of AI coding agent adoption in 2024-2025—Cursor crossing 500k users, Anthropic pushing Claude's agentic capabilities hard—means dev teams are actively hitting the quality ceiling that raw agent behavior creates, and they're Googling for fixes right now. No clear incumbent owns this specific layer; the closest substitutes are hand-rolled system prompts and community GitHub repos like the scattered AGENTS.md discussions that followed Anthropic's own documentation push, neither of which is productized or maintained. The $2k-10k/mo band is plausible only with a per-seat or per-team subscription model targeting engineering leads at companies already paying for Cursor Business or Claude API at scale—the individual developer market won't support it. The biggest risk is that this is a configuration problem, not a software problem: OpenAI, Anthropic, or Cursor ships better defaults, a blog post goes viral with a free prompt template, and the paying reason evaporates overnight.