AI ToolAI Agents

Rayrun

Rayrun hosts MCP servers behind a single endpoint, eliminating the need for clients to store and manage upstream API credentials.

Rayrun is an AI agent, priced at $25/month on the Team plan, integrating with Linear, Stripe, Notion, and Claude. InnovaAI scores it 5.5/10 for agency resale.

Consider5.5/10

Agency Audit

Rayrun hosts MCP servers behind a single endpoint, centralizing upstream credentials and enforcing per-client access policies so agencies don't distribute secrets across client environments. It records every tool call, supports deploying from source, remote MCP, OpenAPI, npm, or container images, and integrates with Claude, Cursor, VS Code, and Windsurf. Best for agencies building AI agent tooling or deploying MCP servers across multiple clients. Resale potential exists for agencies serving clients that require security review or multi-tenant credential management, though pricing scales per tool call rather than per-client retainer.

ConsiderNo WLFreemium
Fit

5.5/10

Typical Margin

34%

Time-to-Value

2d 1-2 days

Complexity
Low
Consider
Fit55
Visit Rayrun
Best For
  • You're building AI agent tooling for clients and need to deploy MCP servers without distributing API keys or secrets to each client.
  • Your clients require security review and you need signed audit streaming to their SIEM (Enterprise plan includes OIDC/SAML and SCIM 2.0 provisioning).
  • You manage 5+ client accounts and need per-client, per-tool access policies enforced in one place rather than scattered across client configs.
Not For
  • Your clients are price-sensitive and you cannot absorb or pass through per-tool-call overage costs beyond the Team plan's 100,000 monthly pooled calls.
  • You need a white-labeled portal or dashboard to present to clients under your agency brand.
  • Your clients require HIPAA compliance or FedRAMP certification; Rayrun does not publish these compliance certifications.

Profit Path

Your Cost (USD)

$25/mo

Market Range

$600–$1.5K/project

Revenue Model

Hybrid

From 242 published agency rates in USA, 25th to 75th percentile x 20h of assumed delivery time. Rates are self-reported directory profiles, not observed transactions.

Platform Features

Core capabilities of Rayrun

Central credential vault with per-client access policies

Agencies store upstream service credentials once in Rayrun, then enforce allow/ask/block policies per service, tool, and argument for each client. Clients never handle raw API keys, reducing secret sprawl and compliance risk.

Deploy MCP servers from multiple source types

Connect remote MCP endpoints, OpenAPI specs, npm packages, or container images as upstream services without writing adapters. Rayrun discovers tools and exposes them over a single endpoint.

Scaffold and deploy agent-built MCP projects

Hand a scaffolded TypeScript or Python project to Claude or Codex, let the agent build and test the server, then deploy with one command. Rayrun streams build status and manages releases with automatic rollback on failure.

Complete audit trail with signed SIEM streaming

Every tool call is recorded with caller identity and applied policy. Enterprise plan supports signed audit streaming to a SIEM for compliance-heavy clients.

Secret and injection scanning

Rayrun scans tool definitions and payloads for exposed secrets, personal data, and prompt injection patterns before execution, reducing data leakage risk in multi-client environments.

Shared credential vault and team roles

Team plan enables credential sharing across developers and role-based access control, so agencies can onboard new team members without duplicating secrets or access setup.

What Makes Rayrun Different

Unique advantages vs similar tools in this niche

One endpoint replaces every client's per-server config and stored secret

vs Distributing mcp.json files with embedded API keys to each client

Each client stores one URL and no secrets, while Rayrun holds the upstream credentials.

Per-argument access decisions with human approval for destructive calls

vs Blanket tool access with no per-call policy

A call that needs a person waits for one, and refund_charge can be set to Ask while list_charges is Allow.

Changed tool definitions are held for review and scanned for prompt injection

vs Silently accepting updated tool definitions from upstream services

Content scanning checks both directions for secrets, personal data, and prompt injection before a definition goes live.

Latest Updates

Recent releases and improvements for Rayrun

Build and host MCP servers from source

New

New feature allowing users to build and host MCP servers from source via Rayrun Deploy.

Investment ROI Calculator

Value equation analysis for Rayrun, based on the Hormozi framework

What is the Hormozi framework? A four-factor score: (what the service delivers × how reliably it delivers) divided by (how long it takes × how much effort it requires). A higher Value Multiplier means a better return on the time and money invested: faster, easier, and more proven results.

Value MultiplierStrong

2.1× value multiple: invest $25/mo and agencies typically charge $600–$1.5K/project for the work it powers.

Outcome25
÷
Friction12

Why This Succeeds

Higher is better

Implementation Challenges

Lower is better

Viable opportunity. Rayrun returns 2.1× on investment. Focus on the highest-margin service packages to maximize return.

Best if:You're building AI agent tooling for clients and need to deploy MCP servers without distributing API keys or secrets to each client.Your clients require security review and you need signed audit streaming to their SIEM (Enterprise plan includes OIDC/SAML and SCIM 2.0 provisioning).You manage 5+ client accounts and need per-client, per-tool access policies enforced in one place rather than scattered across client configs.Your agents use Linear, Stripe, or Notion and you want those integrations available without writing adapters.You want to scaffold MCP projects with Claude or Codex and deploy them without manual credential management.

Pricing

Rayrun platform cost to your agency

~34% margin

Team: $25/mo

Free

$0/mo
Free forever
  • Up to 25 source-built services
  • 50 isolated builds a day and 5 GiB of retained images
  • Encrypted build logs and 30 days of rollback images
  • Persistent storage for hosted services

Team

$25/mo
  • Everything in Free
  • Shared credential vault across the team
  • Roles and client-specific access
  • 100,000 tool calls per developer a month, pooled
Enterprise

Enterprise

Custom
  • Everything in Team
  • OIDC or SAML 2.0 single sign-on
  • SCIM 2.0 provisioning
  • Access granted by directory group

No verified white-label program for Rayrun: client-facing delivery runs under the platform's native branding.

Market Intelligence

How agencies monetize Rayrun: real offer economics and market positioning

Service Applications
Automation & IntegrationsDelivery & ProductionSupport & HelpdeskReporting & Analytics
Best For
  • Agencies building AI agent tooling for clients
  • Teams deploying MCP servers for multiple clients
  • Organizations that must pass a security review
Not Ideal For
  • Agencies with no engineering or coding-agent capability
  • Solo users who only need a single local MCP config

Project-Based

ai-tools

Agency charges per-project fee for implementation. Ongoing optimization as optional retainer.

Offer Economics: What You Charge vs. What It Costs

Margin includes platform cost + agency labor at $75/hr.

Rayrun Starter MCP Deploylocal smb

Local service businesses (salons, clinics, contractors) needing a single AI tool integration with secure credential management

$1.8K
Tool: $25/mo (2 mo = $50)Labor: 16h setup × $75 = $1.2KMargin: 31%Benchmark: $600–$1.5K/project
Deploy one MCP server from client's existing tool or OpenAPI spec behind a Rayrun endpointConfigure encrypted credential vault so client never exposes API keys directlySet up per-tool access policy and activity logging for the client's use caseDocument handoff guide and record a walkthrough video for client self-management
Rayrun Multi-Tool Agent Buildgrowth smb

Funded startups and regional brands integrating multiple SaaS tools into a unified AI agent layer with team access controls

$5.8K
Tool: $25/mo (2 mo = $50)Labor: 52h setup × $75 = $3.9KMargin: 32%Benchmark: $1.5K–$3.7K/project
Deploy up to five MCP servers from npm packages, remote MCP, or container images behind a single Rayrun endpointConfigure shared credential vault with role-based, per-client access policies for the client's teamBuild versioned Workspace Skills delivered over MCP for the client's core workflowsIntegrate activity history audit trail and train client team on access management and rollback procedures
Rayrun Enterprise MCP Platformmid market

Mid-market companies (50–500 employees) standardizing AI tool access across departments with compliance and audit requirements

$18K
Tool: $25/mo (2 mo = $50)Labor: 160h setup × $75 = $12KMargin: 33%Benchmark: $3.6K–$8.8K/project
Deploy and configure up to 20 MCP servers across departments from source, OpenAPI specs, and container images on RayrunBuild granular per-department, per-tool access policies with isolated credential vaults for each business unitIntegrate activity log streaming into client's existing SIEM or logging infrastructure for complianceOptimize tool call routing and document full architecture with runbooks for client's internal IT team
Rayrun Enterprise AI Governanceenterprise

Enterprise organizations (500+ employees) requiring SSO, SCIM provisioning, directory-group access, and signed audit streaming for AI tool governance at scale

$55K
Tool: $25/mo (2 mo = $50)Labor: 480h setup × $75 = $36KMargin: 34%Benchmark: $7.8K–$19.2K/project
Deploy full Rayrun Enterprise environment with OIDC or SAML 2.0 SSO and SCIM 2.0 directory provisioning integrated into client's identity providerConfigure directory-group-based access policies mapping org structure to per-tool, per-client MCP permissions across all business unitsBuild and migrate all existing AI tool integrations onto Rayrun's unified endpoint with encrypted credential vaulting and rollback coverageSet up signed audit log streaming into client's SIEM and deliver governance documentation, runbooks, and admin training program

Scale Economics: Based on Starter Offer

Using Rayrun Starter MCP Deploy at $1.8K/client. Platform: $25/mo. Labor: 4h/client × $75/hr.

5 clients
$9K
MRR
$7.5K net (83%)
10 clients
$18K
MRR
$15.0K net (83%)
20 clients
$36K
MRR
$30.0K net (83%)

Net = MRR - platform cost - labor (4h/client × $75/hr).

Weighted Avg Margin
34%
Across all offer tiers, incl. labor at $75/hr
Run your agency audit

Investment Decision Framework

Strategic vetting analysis for Rayrun

Vetting Verdict

Consider

Favorable fit, worth a closer look

Agency Fit(white-label + resell pathway)
55/100
0255075100
Resell Friction(WL + mode + complexity)
60/100
0255075100

Buy If

5
STRATEGIC DRIVER

Your clients require security review and you need signed audit streaming to their SIEM (Enterprise plan includes OIDC/SAML and SCIM 2.0 provisioning).

OPERATIONAL FIT

You're building AI agent tooling for clients and need to deploy MCP servers without distributing API keys or secrets to each client.

OPERATIONAL FIT

You manage 5+ client accounts and need per-client, per-tool access policies enforced in one place rather than scattered across client configs.

OPERATIONAL FIT

Your agents use Linear, Stripe, or Notion and you want those integrations available without writing adapters.

OPERATIONAL FIT

You want to scaffold MCP projects with Claude or Codex and deploy them without manual credential management.

Skip If

5
DEAL BREAKER

You're reselling to non-technical clients who cannot integrate an MCP endpoint into their existing Claude or Cursor workflows.

CAUTION

Your clients are price-sensitive and you cannot absorb or pass through per-tool-call overage costs beyond the Team plan's 100,000 monthly pooled calls.

CAUTION

You need a white-labeled portal or dashboard to present to clients under your agency brand.

CAUTION

Your clients require HIPAA compliance or FedRAMP certification; Rayrun does not publish these compliance certifications.

CAUTION

You need support for legacy API integrations that are not available as MCP, OpenAPI, npm, or container images.

Bottom Line

Rayrun hosts MCP servers behind a single endpoint, centralizing upstream credentials and enforcing per-client access policies so agencies don't distribute secrets across client environments. It records every tool call, supports deploying from source, remote MCP, OpenAPI, npm, or container images, and integrates with Claude, Cursor, VS Code, and Windsurf. Best for agencies building AI agent tooling or deploying MCP servers across multiple clients. Resale potential exists for agencies serving clients that require security review or multi-tenant credential management, though pricing scales per tool call rather than per-client retainer.

Reality Check

Trade-offs & Gotchas

Rayrun's per-tool-call pricing model (USD 0.2 per 1,000 calls) means agency margins depend on predicting client usage; high-volume agent deployments can exceed the Team plan's 100,000 pooled calls per developer per month. No verified white-label offering means clients see Rayrun branding in their MCP configuration.

Implementation Reality

Moderate effort: standard configuration with some customization needed

Effort: 3/10Time: 4/10

Academy for Rayrun

Work through it in order: the course for this service first, then the modules behind it.

Core concepts

The mental model you need to price and scope the work.

  1. Wiring Over WidgetsConcept

    The AI agent itself is a commodity, but the value for agencies lies in the integration layer: connecting a pre-built agent to a client's CRM, calendar, and review cycle. This framework shifts focus from selecting the 'best' agent to mastering the wiring process. For example, an agency using Vendasta's white-label AI receptionist for a local business must configure it to match the client's booking rules and follow-up cadence, turning a generic tool into a tailored service. As agentic AI adoption grows (77% of decision-makers now run agents in production), clients expect this customization. Agencies that treat agents as components and invest in repeatable wiring processes can charge retainers for ongoing optimization, rather than one-off setup fees.

  2. Integration MoatConcept

    The Integration Moat framework holds that the durability of an AI agent engagement is determined by how deeply the agent is wired into a client's existing systems, not by the agent's underlying capability. Since the agent itself is increasingly a commodity, the switching cost for the client lives in the integrations: the CRM fields mapped, the calendar sync, the review-cycle triggers, and the exception-handling rules. Agencies that invest in this wiring create a moat that competitors offering generic agents cannot cross. For example, a white-label platform like Vendasta lets an agency deploy an AI receptionist for a local business, but the real value is in configuring it to the client's booking flow and follow-up cadence. With 77% of AI decision-makers now running agentic AI in production, clients expect this depth, and agencies that deliver it convert one-off projects into retainers.

  3. Agent Commodity, Wiring PremiumConcept

    The agent itself is a commodity, but the wiring into a client's CRM, calendar, and review cycle is where value accrues. Agencies that treat AI agents as components rather than products win by owning the integration layer. For example, a white-label platform like Vendasta lets agencies resell AI employees, but the real margin comes from configuring those agents for each client's specific workflows. This framework explains why retainer pricing is sustainable: the agent is replaceable, the wiring is not.

8 modules selected for Rayrun

Frequently Asked Questions

Answers about pricing, setup, implementation, and more

Rayrun hosts MCP servers behind a single endpoint, holding upstream service credentials centrally so clients never store secrets. It enforces per-client, per-tool access policies, records every tool call with caller identity and applied policy, and supports deploying servers from source, remote MCP, OpenAPI, npm packages, or container images. Agencies can scaffold MCP projects for Claude or Codex to build, then deploy with one command.

Rayrun offers 3 pricing tiers, at $25/mo (Team). Agencies typically achieve 34% profit margins when reselling to clients.

No verified white-label program. Client-facing MCP configurations and activity surfaces display the Rayrun brand. Agencies can deploy Rayrun infrastructure for clients but cannot rebrand the endpoint or dashboard as their own.

Yes. Rayrun supports Linear as a remote MCP integration (https://mcp.linear.app/mcp) and Stripe as an OpenAPI integration (https://api.stripe.com/openapi.json). Both are available as upstream services in the Rayrun dashboard with no adapter code required.

Initial agency account setup takes 5-10 minutes (sign up, add upstream services). Per-client onboarding depends on policy complexity; a basic setup with Linear and Stripe access takes 10-15 minutes. Clients themselves only need to add one MCP endpoint URL to their config, replacing multiple server entries and secrets.

Agencies building AI agent tooling for clients, teams deploying MCP servers across multiple clients, and organizations that must pass a security review. Best suited for clients running Claude or Cursor with MCP support and needing centralized credential management or audit compliance.

Overage calls are billed at USD 0.2 per 1,000 calls. Agencies can monitor usage in the activity dashboard and either upgrade to Enterprise (custom pricing) or implement client-side rate limits via Rayrun's per-tool access policies.

Rayrun does not publish HIPAA or FedRAMP certifications. Enterprise plan includes OIDC/SAML, SCIM 2.0, and signed audit streaming to a SIEM, which support compliance workflows, but healthcare or government clients should confirm compliance requirements directly with Rayrun sales.