CoWriter
AI agent readiness ranking and scoring platform for businesses and services.
Pricing
About CoWriter
ora is a platform that ranks how well businesses and websites are ready for AI agents across four operational layers. The service scans domains and MCP servers to evaluate agent experience readiness, providing scores from A+ to C grades. It has scanned over 14,000 sites and provides a leaderboard that categorizes tools and services by industry, including Agent Tools, AI & ML, Developer Tools, Infrastructure, CRM, E-commerce, and more. The platform is designed to help companies understand their readiness for AI agent integration and offers consulting to improve their agent-readiness status. One limitation is that the scoring methodology is proprietary and relatively new (v2), which may require time to validate its accuracy across diverse business contexts.
At a glance
- Company
- era labs
- Platforms
- Web
- API
- Available
- Last verified
- July 2026
Who It's For
- •Enterprise businesses evaluating AI agent adoption
- •SaaS companies wanting to improve agent compatibility
- •Infrastructure and developer tool providers
- •E-commerce and CRM platform operators
- •Technology companies seeking AI readiness benchmarking
How It Works
- 1Accepts a domain name or MCP server URL from users
- 2Runs real AI agents across the submitted site or service in a lab environment
- 3Tests thousands of intents and agent interactions to verify capabilities
- 4Reverse-engineers a readiness score based on where agents succeed and fail
- 5Completes full scans in 20-30 seconds using the updated v2 methodology
- 6Assigns grade levels (A+, A, B, C, etc.) based on agent accessibility and usability
How to Use CoWriter
- 1Visit cowriter.org (ora)
- 2Enter your domain name or MCP server URL in the scan interface
- 3Click 'Scan' to initiate the agent readiness evaluation
- 4Receive a readiness score and ranking within seconds
- 5View how your site ranks against others in the leaderboard organized by industry categories
- 6Contact ora for consulting if you want to improve your agent readiness status
Key Features
- •Live agent readiness scanning (20-30 seconds)
- •Agent experience ranking across four layers
- •Industry-categorized leaderboards (Agent Tools, AI & ML, Developer Tools, CRM, E-commerce, etc.)
- •Verification-based scoring from real agent testing
- •MCP server compatibility evaluation
- •Historical scan data (14,230+ sites scanned)
- •API documentation for programmatic access
- •Directory of ranked tools and services
Use Cases
- •Evaluate business readiness for implementing AI agents
- •Compare your organization's AI agent compatibility against competitors
- •Benchmark infrastructure and services for agent integration
- •Identify gaps in AI agent accessibility for improvement
- •Help development teams prioritize agent-friendly features and integrations
Pros & Cons
Advantages
- •Fast scanning with v2 methodology completing scans in 20-30 seconds, significantly faster than role-play based assessments
- •Verification-based scoring derived from real agent testing in lab environments rather than opinion-based checklists
- •Comprehensive leaderboards across 8+ industry categories allowing competitive benchmarking
- •Transparent methodology documentation with published API and scoring explanations
Disadvantages
- •Relatively new v2 methodology may have limited historical validation data
- •Proprietary scoring system lacks clear documentation of the exact evaluation criteria for each layer
- •Limited information about how MCP server compatibility is evaluated compared to traditional web services
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Frequently Asked Questions
What is CoWriter?
ora is a platform that ranks how well businesses and websites are ready for AI agents across four operational layers. The service scans domains and MCP servers to evaluate agent experience readiness, providing scores from A+ to C grades.
How much does CoWriter cost?
CoWriter has a free plan; paid plans start at $7.
Is CoWriter free?
Yes, CoWriter offers a free plan you can start with.
What are the best CoWriter alternatives?
Popular CoWriter alternatives include Algolia, Delve AI.
What is CoWriter used for?
CoWriter is commonly used for Evaluate business readiness for implementing AI agents, Compare your organization's AI agent compatibility against competitors, Benchmark infrastructure and services for agent integration.
Does CoWriter have an API?
Yes, CoWriter offers an API for developers.
What platforms does CoWriter support?
CoWriter is available on Web.
Information Accuracy
Please note: While we regularly update all tool information including descriptions, features, pricing, and other details, this information may change over time as tools evolve and update their offerings. For the most current and accurate information, we recommend visiting the official website directly. Our goal is to provide you with comprehensive and up-to-date information to help you make informed decisions.