Make your website usable by AI agents and see everything they do
AI model of your product's business logic accessible to people and AI agents
Stage
Startup
Not given
Founded
2026
Not given
Based in
CH
GB
Pricing model
Freemium
Freemium
Pricing
Not given
Free: 10,000 starting credits plus 1,000 per month. Engineering: $29 per active developer per month with 30,000 pooled credits each month. GitMir Vibe: $9 per person per month. Cloud Compute: $99 per project per month. MeetAI: $49 per project per month. GoBots: $99 per venture per month. Market: $49
Key features
Automatic WebMCP injection for forms and actions
AI agent analytics and observability
Agent instructions, guardrails, and routing
Automatic form and action detection
One-script install with zero configuration
Real-time agent interaction tracking
WebMCP protocol implementation
Custom agent prompts and behavior configuration
Builds features, rules and customer paths and keeps them current with every push
Shows what each commit changed in the business logic, not only in the code
Provides change impact analysis before merge showing what could break
Checks PRDs and specifications against the product
Delivers understanding to AI agents over MCP
Runs locally on your machine with GMM Local
Finds risky patterns and problems in the product
Enterprise deployment inside your security boundary
Integrates with Claude Code, Cursor, Codex and VS Code
MCP access for agents with 1-10 credits per answer
What makes it different
One script tag installation with zero configuration required
Built on open standard WebMCP, not proprietary technology
Real-time observability of AI agent activity and conversions
No website rebuild required to make forms agent-ready
Dashboard control for agent instructions and guardrails
Nearly 3× fewer errors on Benchmark 001 compared to alternatives
8.4K tokens per question instead of 27.4K for competitors
Results published and measurable; method is proprietary
Reduces AI cost per completed agent action from $0.35 to $0.08
OpenHermit
GitMir