Own Codebase Memory.

What you'd own.

Every artifact below transfers to your accounts on day one. The whole engine.

• ●Brand identity and product positioning within AI developer tools space
• ●Landing page, GTM playbook, and customer acquisition experiments
• ●MCP agent design spec and core memory indexing architecture
• ●Financial model with freemium pricing and Year 1 midpoint projections
• ●Founder knowledge base, vendor relationships, and product roadmap
• ●Freemium product architecture with embedded conversion funneling

What Roll Digital builds for you.

Custom scope to take Codebase Memory from MVP shell to operating business.

• ▸Production FastAPI backend with PostgreSQL for user and codebase management
• ▸Codebase indexing engine with semantic search and memory retrieval
• ▸Stripe billing integration across free and 20 dollar monthly tiers
• ▸Email plus OAuth authentication with multi-tenant isolation
• ▸MCP server directory listing, documentation, and integration guides
• ▸Analytics dashboard tracking usage, conversions, and churn metrics
• ▸Customer onboarding flow and 30-day success support protocol

Why this could work.

The TAM is tangible: 500k developers actively use MCP-compatible AI tools and 10% would pay for persistent memory at scale. The distribution is proven: organic reach via HN and r/LocalLLaMA has near-zero CAC. Freemium works for developer tools when the free tier hits a hard limit. Year 1 revenue of 54k median ARR is achievable with disciplined execution and focused operator effort.

What you'd risk.

Anthropic, Cursor, or GitHub could ship native persistent codebase memory in the next 12 months, eliminating your competitive advantage overnight. The MCP ecosystem may not reach critical mass for distribution. Context window inflation might make dedicated memory tools obsolete. Most developers expect free or open-source alternatives and resist paying for individual workflow tools until employers mandate it. 84% failure probability reflects these execution and market risks.

Who this fits.

A technical founder or indie developer with existing distribution in the AI or developer tools space. You understand MCP, freemium metrics, and SaaS positioning. You have shipped B2B software to developers before. You are not risk-averse to 16% success probability but also realistic about timeline to profitability and the competitive threats from larger players entering this space.

Timeline.

From contract signing to operating business.

1. Day 1
   Founder transition, asset handoff, GTM playbook review
2. Week 1
   FastAPI backend and PostgreSQL schema in production
3. Week 3
   Stripe integration, email auth, memory indexing live
4. Week 6
   MCP server directory listing, initial customer onboarding
5. Day 90
   10-25 paying customers, analytics dashboard operational

Pricing.

Three ways in, depending on how much you want to build yourself.