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| Website | Resources | Discovery | Onboarding | Commerce | Overall |
|---|---|---|---|---|---|
Over 1000+ websites benchmarked
Build a Programmatic Agent Onboarding Path
Every agent scored 0% on Agent Path. There is no API-based registration, no /.well-known/agent.json, and no way for an agent to obtain credentials without a browser. Adding a headless sign-up endpoint (e.g. POST /api/v1/register) would unlock the entire agent onboarding category.
Agent AuthPublish a /.well-known/agent.json Discovery File
Agents probed for /.well-known/agent.json and /.well-known/ai-plugin.json but got 404s. Publishing a standard agent discovery file would let agents programmatically find capabilities, auth flows, and API endpoints — a prerequisite for any agent-native integration.
Resource ManagerMake Pricing Visible in Docs and API Pages
Claude Code failed the pricing criterion in Choice because cost information wasn't surfaced. Agents that rely on knowledge-base recall (rather than live web search) miss pricing entirely. Adding a clear pricing section to the API docs landing page would close this gap.
Resource ManagerIncrease Presence in LLM Training Corpora
OpenClaw ranked the product #5 in open Discovery and failed to identify the domain. Agents with smaller context default to competitors. Publishing more technical blog posts, appearing in API comparison roundups, and maintaining an active developer relations presence would improve organic discovery.
GEOBuild a Programmatic Agent Onboarding Path
Every agent scored 0% on Agent Path. There is no API-based registration, no /.well-known/agent.json, and no way for an agent to obtain credentials without a browser. Adding a headless sign-up endpoint (e.g. POST /api/v1/register) would unlock the entire agent onboarding category.
Agent AuthPublish a /.well-known/agent.json Discovery File
Agents probed for /.well-known/agent.json and /.well-known/ai-plugin.json but got 404s. Publishing a standard agent discovery file would let agents programmatically find capabilities, auth flows, and API endpoints — a prerequisite for any agent-native integration.
Resource ManagerMake Pricing Visible in Docs and API Pages
Claude Code failed the pricing criterion in Choice because cost information wasn't surfaced. Agents that rely on knowledge-base recall (rather than live web search) miss pricing entirely. Adding a clear pricing section to the API docs landing page would close this gap.
Resource ManagerIncrease Presence in LLM Training Corpora
OpenClaw ranked the product #5 in open Discovery and failed to identify the domain. Agents with smaller context default to competitors. Publishing more technical blog posts, appearing in API comparison roundups, and maintaining an active developer relations presence would improve organic discovery.
GEO