Turn your documents into verified, portable skills for any AI agent
One endpoint for every MCP tool
Stage
Not given
Not given
Founded
Not given
Not given
Based in
IN
US
Pricing model
Free
Freemium
Pricing
Free during early validation phase with daily and weekly usage limits
Free for one developer with up to 25 source-built services, 50,000 tool calls a month, then $0.20 per thousand. Team plan is $25 per developer per month with 100,000 tool calls per developer a month, pooled, then $0.20 per thousand. Enterprise from $1,500 per month.
Key features
Automatic document type detection
Multi-format file support (PDF, DOCX, CSV, XML, Markdown, TXT, JSON)
Claude Projects integration
OpenAI Codex CLI export
Privacy-first design with no data storage
Source-built servers with TypeScript or Python projects
Remote MCP, OpenAPI, npm package, and container image support
Per-tool and per-argument access control policies
Tool definition review and approval workflow
Content scanning with literal and regex detectors
Activity tracking and audit trails
OIDC and SAML 2.0 single sign-on
SCIM 2.0 provisioning
Workspace-specific data encryption
Custom domain publishing with DNS and Cloudflare certification
What makes it different
Automatic structure detection and template selection based on document content type
No coding experience required to create AI skill files
Works with existing Claude and Codex accounts—no Pro required
Fast processing—results in under one minute
Client-side processing with immediate file deletion after use
One endpoint replaces every client config, eliminating need for each client to store every server and secret
Coding agent builds the server automatically with no adapter needed
Credentials held once by Rayrun instead of distributed across clients
Built-in security review with published controls and audit trails for compliance teams
Support for multiple service types without writing adapters
Rayrun