Prowl
82/100
prowl
Benchmarked Oct 02, 2026

Lucidtech API

API provider (webflow.com)

api platform_profile
Benchmark Your API

Score Breakdown

Latency10/10
Consistency9/10
Parseability9/10
Documentation8/10
Error Clarity8/10
Auth Simplicity8/10
Token Efficiency8/10
First-Try Success8/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
{
  "service_type": "platform",
  "base_url": "https://webflow.com",
  "auth_method": "oauth2",
  "auth_config": {
    "flows": ["authorization_code"],
    "token_types": ["site_token", "workspace_token", "oauth_access_token"],
    "scopes_documentation": "https://developers.webflow.com/data/reference/scopes",
    "notes": "Supports OAuth 2.0 for public apps, plus site-scoped and workspace-scoped API tokens for direct access."
  },
  "endpoints": [
    {
      "name": "Data API",
      "base_url": "https://api.webflow.com/v2",
      "documentation": "https://developers.webflow.com/data/reference/rest-introduction",
      "description": "REST endpoints for sites, pages, CMS collections/items, custom code, assets, forms, ecommerce, and webhooks.",
      "protocol": "REST",
      "auth": "OAuth 2.0 / Bearer token"
    },
    {
      "name": "Designer API",
      "base_url": "https://developers.webflow.com/designer",
      "description": "Programmatically create and modify elements, styles, variables, and assets on the Webflow canvas. Used by Designer Extensions.",
      "protocol": "REST / Extension runtime",
      "auth": "OAuth 2.0 / token"
    },
    {
      "name": "Browser API",
      "base_url": "https://developers.webflow.com/browser/introduction",
      "description": "Client-side JavaScript API exposed via the `wf` global for consent management, experiment tracking, and personalization. Requires Webflow Analyze or Optimize.",
      "protocol": "JavaScript (browser)",
      "auth": "none (client-side)"
    },
    {
      "name": "MCP Server",
      "base_url": "https://mcp.webflow.com/sse",
      "documentation": "https://developers.webflow.com/mcp/reference/overview",
      "description": "Open-source Model Context Protocol server exposing Webflow operations to AI agents (Claude, Cursor, Windsurf). Transport: SSE.",
      "protocol": "MCP over SSE",
      "auth": "OAuth 2.0"
    }
  ],
  "pricing_model": {
    "type": "freemium",
    "details": {
      "tiers": ["Free (Starter)", "Site plans (Basic, CMS, Business)", "Workspace plans", "Enterprise"],
      "api_access": "Available on paid site plans with varying rate limits by plan tier; Enterprise offers higher limits and SLAs.",
      "notes": "Webflow Cloud, ecommerce, localization, and advanced APIs are gated to higher tiers. Enterprise pricing is custom."
    }
  },
  "rate_limits": {
    "documented": true,
    "notes": "Rate limits vary by plan tier (Basic/CMS/Business/Enterprise). The Data API enforces per-token limits; specifics are in developer docs. Workspace and site tokens may have different ceilings."
  },
  "capabilities": [
    "Visual web design and development (Designer) outputting semantic HTML/CSS/JS",
    "Agentic / AI-assisted site building (AI Site Builder, AI Assistant)",
    "Composable CMS with structured data modeling and headless API delivery",
    "Enterprise-grade global CDN hosting (AWS + Cloudflare), SSL, HTTP/2, DDoS protection",
    "Ecommerce with product pages, checkout, payments, shipping",
    "Multi-language localization with translation workflows and AI-assisted translation",
    "SEO tooling: meta controls, sitemaps, structured data, dynamic SEO templates",
    "Answer Engine Optimization (AEO): AI bot crawl analytics, prompt citation tracking, share-of-voice",
    "Built-in analytics (Analyze) and A/B testing / personalization (Optimize)",
    "Real-time collaboration, roles/permissions, publishing workflows, page branching",
    "Shared design libraries, design tokens, reusable components",
    "Full-stack app deployment (Webflow Cloud) with Next.js/Astro on edge",
    "DevLink: sync Webflow components into React codebases",
    "Figma-to-Webflow import",
    "Apps Marketplace and integrations (HubSpot, Figma, Adobe Express, etc.)",
    "REST Data API, Designer API, Browser API",
    "MCP server for AI agent integration",
    "Official JS/TS and Python SDKs, Webflow CLI",
    "Webhooks and form handling",
    "SSO, audit logs, SOC 2 Type II, GDPR compliance"
  ],
  "raw_analysis": "Webflow is a mature, enterprise-grade visual web marketing and development platform. It positions itself as an 'agentic web marketing platform' that unifies visual design, a composable CMS, AI-powered optimization (including Answer Engine Optimization), and managed hosting. \n\nPrimary audiences: marketing teams, brand/creative teams, performance marketers, marketing ops, engineering leaders, developers, agencies, freelancers, startups, and enterprises.\n\nMaturity: Very high. Backed by SOC 2 Type II and GDPR compliance, a large Apps Marketplace, official SDKs, an MCP server, CLI tooling, and an extensive developer portal. It is one of the leading no-code/low-code site builders with a strong developer extension story.\n\nAPI/integration posture: Webflow does expose a robust public developer platform: three REST APIs (Data, Designer, Browser), a Model Context Protocol (MCP) server for AI agents, official TypeScript and Python SDKs, a
Execute

3/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200314ms
robots_txtGET /robots.txt20084ms
llms_txtGET /llms.txt20072ms
Interpret
```json
{
  "overall": 78,
  "dimensions": {
    "token_efficiency": 8.5,
    "first_try_success": 7.5,
    "response_parseability": 9.0,
    "error_clarity": 7.5,
    "doc_quality": 8.5,
    "auth_simplicity": 7.5,
    "latency": 9.5,
    "consistency": 9.0
  },
  "pricing_normalized": {
    "model": "freemium",
    "free_tier": true,
    "entry_paid_tier": "Site plans (Basic/CMS)",
    "api_access": "paid plans only, rate-limited by tier",
    "enterprise": "custom pricing",
    "gate_risk": "moderate-high — Cloud, ecommerce, localization, advanced APIs gated to higher tiers"
  },
  "issues": [
    "API access is gated behind paid site plans with tier-dependent rate limits — agents can't validate data flows on free tier",
    "Enterprise pricing is custom/opaque, making cost prediction hard for recommendations",
    "Webflow Cloud, ecommerce, and localization are locked to higher tiers, limiting 'try-before-commit' for flagship features",
    "Pricing docs list tiers but not concrete numbers in the provided metadata"
  ],
  "recommendations": [
    "For agent-recommended builds: start on CMS plan to unlock structured data + API without full ecommerce cost",
    "Leverage llms.txt and MCP server — Webflow is unusually agent-friendly for a design-first tool",
    "Use REST Data API + Webhooks rather than scraping; robots.txt explicitly allows /api/discover and blocks /api/v1 broad access",
    "Prefer official JS/TS or Python SDKs over hand-rolled HTTP for token efficiency and reliability",
    "Flag tier gating to users up front — app deployment and localization often surprise buyers"
  ]
}
```

Agent Readiness

x402 Payments
Not supported
Streaming
No
Sandbox
None
Agent Auth
Unknown
SDKs
None listed
MCP Support
No

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