AI model of your product's business logic accessible to people and AI agents
An HTTP document search API for your apps
Stage
Not given
Not given
Founded
Not given
Not given
Based in
GB
US
Pricing model
Freemium
Open source
Pricing
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
Not given
Key features
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
Search passages that match a query with scores and file references
Manage collections and add or remove documents over HTTP or web interface
Share vaults and partitions for search-only access
API keys with read, write or admin access levels
Web interface for search and administration
User account management with three access levels
Full-text and vector search indexes
Runs locally on 127.0.0.1 with no outgoing connections
SHA-256 hashed API keys and scrypt hashed passwords
Limit lists restrict collections and vaults per user or API key
What makes it different
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
Runs entirely locally on your computer with no outgoing connections
Free and open source with MIT license
Does not write answers or contain a language model
Shared vaults and partitions are search-only and cannot be modified