Help prosumer builders avoid social SaaS bugs with MCP server and CLI

Help prosumer builders avoid social SaaS bugs with MCP server and CLI targets a $2.4B = 400,000 prosumer developer teams x $600 ARPU/year. Assumes broad set of indie SaaS makers, small creator startups and agencies that buy devops or workflow automation at roughly $50/mo. total addressable market with medium saturation and a year-over-year growth rate of 20-30% annual growth in prosumer developer tooling and creator SaaS adoption.

Key trends driving demand: LLM copilots for content tasks -- LLMs can validate tone, structure, and policy compliance for social posts, enabling automated preflight checks.; Rise of prosumer builders -- non-engineer founders increasingly ship SaaS and creator tools, increasing demand for low-friction devops and validation tooling.; API-first platform economy -- easy integrations reduce friction to add a centralized MCP server that can orchestrate many downstream accounts.; Shift to subscription tools and monthly budgets -- recurring spend on tooling makes a subscription model tractable for automation and support reduction..