Epic Scale Platform – Coordinate AI Development Across Teams
Link: https://epicscale.dev
Hey HN! I built Epic Scale to solve AI coordination chaos when multiple developers use AI assistants on shared codebases.
The Problem
Your team uses AI tools (Cline, Cursor, GitHub Copilot), but:
Developer A's AI makes architectural changes
Developer B's AI suggests conflicting patterns
CI breaks because AI tools don't understand team conventions
40% of time spent coordinating instead of coding
Real issue: AI tools work in isolation, even when humans need to collaborate.
The Solution
Epic Scale uses MCP (Model Context Protocol) servers to create shared constraint intelligence across your team's AI tools. Instead of each AI working independently, they coordinate through understanding your project's patterns and team decisions.
What this enables:
Sarah's AI modifies authentication → context propagates to entire team
Mike's AI automatically follows new auth patterns
Lisa's AI suggestions align with both changes
New developers onboard 50-70% faster through shared AI knowledge
Early Results
Teams report:
40-60% reduction in coordination overhead
70-80% fewer integration conflicts
AI suggestions that follow team conventions automatically
Technical Details
MCP servers for real-time AI agent communication
Constraint intelligence that learns team patterns
PostgreSQL + pgvector for semantic project knowledge
Works with any stack: Python, Node.js, Go, Rust, Java, etc.
Supported AI tools:
Cline, Claude Desktop, Cursor, Continue.dev, GitHub Copilot
Example: Database Migration Coordination
Before: AI modifies schema → breaks APIs → frontend AI suggests outdated patterns → hours of manual fixes
With Epic Scale: AI modifies schema → API updates coordinated automatically → frontend AI understands new schema → zero manual coordination
Why I Built This
Traditional methodologies assume humans coordinate naturally. AI tools can't do this—they optimize locally without team context.
The insight: AI development needs coordination infrastructure. Make shared understanding explicit through constraint intelligence.
Try it: 5-minute setup, free tier available.
Would love feedback from teams dealing with AI coordination challenges!
FAQ: "Different from better documentation?" Documentation is passive. Epic Scale creates active intelligence that directly guides AI behavior in real-time.
collibhoy•5h ago
Developer A's AI makes architectural changes Developer B's AI suggests conflicting patterns CI breaks because AI tools don't understand team conventions 40% of time spent coordinating instead of coding
Real issue: AI tools work in isolation, even when humans need to collaborate. The Solution Epic Scale uses MCP (Model Context Protocol) servers to create shared constraint intelligence across your team's AI tools. Instead of each AI working independently, they coordinate through understanding your project's patterns and team decisions. What this enables:
Sarah's AI modifies authentication → context propagates to entire team Mike's AI automatically follows new auth patterns Lisa's AI suggestions align with both changes New developers onboard 50-70% faster through shared AI knowledge
Early Results Teams report:
40-60% reduction in coordination overhead 70-80% fewer integration conflicts AI suggestions that follow team conventions automatically
Technical Details
MCP servers for real-time AI agent communication Constraint intelligence that learns team patterns PostgreSQL + pgvector for semantic project knowledge Works with any stack: Python, Node.js, Go, Rust, Java, etc.
Supported AI tools: Cline, Claude Desktop, Cursor, Continue.dev, GitHub Copilot Example: Database Migration Coordination Before: AI modifies schema → breaks APIs → frontend AI suggests outdated patterns → hours of manual fixes With Epic Scale: AI modifies schema → API updates coordinated automatically → frontend AI understands new schema → zero manual coordination Why I Built This Traditional methodologies assume humans coordinate naturally. AI tools can't do this—they optimize locally without team context. The insight: AI development needs coordination infrastructure. Make shared understanding explicit through constraint intelligence. Try it: 5-minute setup, free tier available. Would love feedback from teams dealing with AI coordination challenges!
FAQ: "Different from better documentation?" Documentation is passive. Epic Scale creates active intelligence that directly guides AI behavior in real-time.