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How Netlify’s scores are calculated

The full audit trail, recomputed from the verdict data at build time through the same code that produced the leaderboard: verdict × quality × story weight per cell, cells sum to dimension scores, dimensions blend into the PA Score. Every number on the product page is reproducible from this page alone; for why the formula looks like this, see the methodology.

verdict factors: full ×1.0 · partial ×0.6 · disputed ×0.3 · none ×0.0 · n/a excluded from both sides · cell points = weight × quality × factor · cell max = weight × 10

PA Score22/100

Agent-ready 42.7 × 0.30 = 12.81

API quality 3.6 × 0.20 = 0.72

Openness 7.2 × 0.20 = 1.44

Built-in AI 24.0 × 0.15 = 3.60

Automation 24.5 × 0.15 = 3.67

(12.81 + 0.72 + 1.44 + 3.60 + 3.67) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 22.25 ÷ 1.00 = 22.2

Scores are stored to 1 decimal; the product page’s pills round to whole numbers for display. Each dimension below shows the stories, verdicts, and cited evidence behind its number.

Agent-ready42.7/100×0.30 of the PA blend

Outside-in: can YOUR agent reach and drive this product — API, MCP, CLI, headless runs, agent docs.

Point an agent at llms.txt or agent-oriented docsweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [probe] https://docs.netlify.com/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.netlify.com/llms.txt # LLM documentation for Netlify > Comprehensive documentation for the Netlify web platform for building and deploying p”

Run the product headlessly / in CI for automationweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [claimed-docs] https://docs.netlify.com“Manage sites, deploys, DNS, and more programmatically with the Netlify REST API—ideal for automating workflows and integrating into your systems.”
  • [claimed-docs] https://docs.netlify.com“Deploy sites, run local dev servers, and manage your Netlify projects right from the terminal with this powerful command-line tool.”
  • [claimed-docs] https://netlify.com“npm i -g netlify-cli netlify deploy --allow-anonymous”
  • [claimed-docs] https://netlify.com“Auto-deploy on every push. Every PR gets a preview URL.”
  • [probe] https://docs.netlify.com/cli/get-started/“official CLI documented at https://docs.netlify.com/cli/get-started/”

Plug MCP servers into this product so it can use their toolsweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [claimed-docs] https://docs.netlify.com“Share context & connect AI assistants to your Netlify account for seamless deployment workflows.”
  • [claimed-docs] https://docs.netlify.com“Connect to popular AI models within your project code and connect to them seamlessly without managing API keys.”
  • [claimed-docs] https://netlify.com“Connect to AI models through AI Gateway”

Connect an agent via an official MCP serverweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [claimed-docs] https://docs.netlify.com“Prompt AI agents to fix, update, and ship code using your unique project context directly from your Netlify dashboard.”
  • [claimed-docs] https://docs.netlify.com“Share context & connect AI assistants to your Netlify account for seamless deployment workflows.”

Use an official CLIweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [claimed-docs] https://netlify.com“npm i -g netlify-cli netlify deploy --allow-anonymous”
  • [claimed-docs] https://docs.netlify.com“Deploy sites, run local dev servers, and manage your Netlify projects right from the terminal with this powerful command-line tool.”
  • [probe] https://docs.netlify.com/cli/get-started/“official CLI documented at https://docs.netlify.com/cli/get-started/”

Drive the product through a documented public APIweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

  • [claimed-docs] https://docs.netlify.com“Manage sites, deploys, DNS, and more programmatically with the Netlify REST API—ideal for automating workflows and integrating into your systems.”
  • [claimed-docs] https://docs.netlify.com“Deploy sites, run local dev servers, and manage your Netlify projects right from the terminal with this powerful command-line tool.”
  • [probe] https://docs.netlify.com/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.netlify.com/llms.txt # LLM documentation for Netlify > Comprehensive documentation for the Netlify web platform for building and deploying p”
  • [probe] https://docs.netlify.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.netlify.com/openapi.json, https://docs.netlify.com/swagger.json, https://docs.netlify.com/api/openapi.json, https://docs.netlify.com/.well-known/openapi.json)”
  • [probe] https://docs.netlify.com/cli/get-started/“official CLI documented at https://docs.netlify.com/cli/get-started/”

Issue scoped/least-privilege API credentials for an agentweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://netlify.com“Manage access, secrets, and env vars by team”
  • [claimed-docs] https://docs.netlify.com“Manage sites, deploys, DNS, and more programmatically with the Netlify REST API—ideal for automating workflows and integrating into your systems.”
  • [claimed-docs] https://docs.netlify.com“Share context & connect AI assistants to your Netlify account for seamless deployment workflows.”

Build against official SDKsweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

  • [claimed-docs] https://docs.netlify.com“Manage sites, deploys, DNS, and more programmatically with the Netlify REST API—ideal for automating workflows and integrating into your systems.”
  • [claimed-docs] https://docs.netlify.com“Deploy sites, run local dev servers, and manage your Netlify projects right from the terminal with this powerful command-line tool.”
  • [claimed-docs] https://docs.netlify.com“Build extensions and custom integrations with the Netlify SDK to enhance workflows, add UI components, and connect third-party services.”
  • [claimed-docs] https://netlify.com“Connect to AI models through AI Gateway”
  • [probe] https://docs.netlify.com/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.netlify.com/llms.txt # LLM documentation for Netlify > Comprehensive documentation for the Netlify web platform for building and deploying p”
  • [probe] https://docs.netlify.com/cli/get-started/“official CLI documented at https://docs.netlify.com/cli/get-started/”

Subscribe to events via webhooksweight 2

2 (weight) × 3 (quality) × 0.6 (partial) = 3.6 of 20 max

  • [community] https://news.ycombinator.com/item?id=19615546“Netlify is amazing: Free, good support, custom domains with SSL, forms/webhooks, zero-config Lambda functions, and simple redirect config - zero javascript, zero nginx, zero S3 settings.”

Agent-ready = 89.6 ÷ 210 × 100 = 42.7

API quality3.6/100×0.20 of the PA blend

The programmable surface once an agent is there — machine-readable spec, interactive docs, sandbox, versioning discipline.

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://docs.netlify.com“Manage sites, deploys, DNS, and more programmatically with the Netlify REST API—ideal for automating workflows and integrating into your systems.”
  • [probe] https://docs.netlify.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.netlify.com/openapi.json, https://docs.netlify.com/swagger.json, https://docs.netlify.com/api/openapi.json, https://docs.netlify.com/.well-known/openapi.json)”

Download a machine-readable API spec (OpenAPI or equivalent)weight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [probe] https://docs.netlify.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.netlify.com/openapi.json, https://docs.netlify.com/swagger.json, https://docs.netlify.com/api/openapi.json, https://docs.netlify.com/.well-known/openapi.json)”
  • [claimed-docs] https://docs.netlify.com“Manage sites, deploys, DNS, and more programmatically with the Netlify REST API—ideal for automating workflows and integrating into your systems.”

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 6 (quality) × 0.6 (partial) = 3.6 of 10 max

  • [claimed-docs] https://netlify.com“Auto-deploy on every push. Every PR gets a preview URL.”
  • [claimed-docs] https://docs.netlify.com“Share a customizable preview environment where you and key collaborators can preview content updates alongside code updates in real-time.”
  • [claimed-docs] https://netlify.com“Review every change before it goes live with Deploy Previews”
  • [claimed-docs] https://netlify.com“Deploy and safely iterate on managed Postgres with **Netlify Database**”

Rely on versioned APIs with a documented deprecation policyweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://docs.netlify.com“Manage sites, deploys, DNS, and more programmatically with the Netlify REST API—ideal for automating workflows and integrating into your systems.”
  • [probe] https://docs.netlify.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.netlify.com/openapi.json, https://docs.netlify.com/swagger.json, https://docs.netlify.com/api/openapi.json, https://docs.netlify.com/.well-known/openapi.json)”

The documented rate limits and concurrency caps for APIs and functions so I can plan for scaleweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

API quality = 3.6 ÷ 100 × 100 = 3.6

Openness7.2/100×0.20 of the PA blend

Can you leave, inspect, or self-host — data export, open source, portability.

Do everything through the API that I can do in the UIweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

  • [claimed-docs] https://docs.netlify.com“Manage sites, deploys, DNS, and more programmatically with the Netlify REST API—ideal for automating workflows and integrating into your systems.”
  • [claimed-docs] https://docs.netlify.com“Deploy sites, run local dev servers, and manage your Netlify projects right from the terminal with this powerful command-line tool.”
  • [probe] https://docs.netlify.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.netlify.com/openapi.json, https://docs.netlify.com/swagger.json, https://docs.netlify.com/api/openapi.json, https://docs.netlify.com/.well-known/openapi.json)”
  • [probe] https://docs.netlify.com/cli/get-started/“official CLI documented at https://docs.netlify.com/cli/get-started/”
  • [claimed-docs] https://docs.netlify.com“Prompt AI agents to fix, update, and ship code using your unique project context directly from your Netlify dashboard.”
  • [claimed-docs] https://netlify.com“Deploy and safely iterate on managed Postgres with **Netlify Database**”

Export all of my data in open formats and leaveweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Read the product's source under an open licenseweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Self-host the core productweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [community] https://news.ycombinator.com/item?id=43555996“I would choose Heroku or Netlify because I don't want to self host it. I want someone else to manage all those bits for me.”

Openness = 7.2 ÷ 100 × 100 = 7.2

Built-in AI24.0/100×0.15 of the PA blend

Inside-out: how agentic the product itself is for its users — built-in assistants, autonomous features.

Get AI-generated insights and suggestions from my data inside the productweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Set up automations that run autonomously in the backgroundweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

  • [claimed-docs] https://netlify.com“Auto-deploy on every push. Every PR gets a preview URL.”
  • [claimed-docs] https://netlify.com“Build APIs with serverless functions”
  • [claimed-docs] https://docs.netlify.com“Manage sites, deploys, DNS, and more programmatically with the Netlify REST API—ideal for automating workflows and integrating into your systems.”
  • [claimed-docs] https://docs.netlify.com“Prompt AI agents to fix, update, and ship code using your unique project context directly from your Netlify dashboard.”

Delegate tasks to a built-in AI assistant inside the productweight 3

3 (weight) × 6 (quality) × 0.6 (partial) = 10.8 of 30 max

  • [claimed-docs] https://docs.netlify.com“Prompt AI agents to fix, update, and ship code using your unique project context directly from your Netlify dashboard.”
  • [claimed-docs] https://docs.netlify.com“Share context & connect AI assistants to your Netlify account for seamless deployment workflows.”
  • [claimed-docs] https://docs.netlify.com“Connect to popular AI models within your project code and connect to them seamlessly without managing API keys.”

Operate the product with natural-language commandsweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

  • [claimed-docs] https://docs.netlify.com“Prompt AI agents to fix, update, and ship code using your unique project context directly from your Netlify dashboard.”
  • [claimed-docs] https://docs.netlify.com“Share context & connect AI assistants to your Netlify account for seamless deployment workflows.”
  • [probe] https://docs.netlify.com/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.netlify.com/llms.txt # LLM documentation for Netlify > Comprehensive documentation for the Netlify web platform for building and deploying p”

Built-in AI = 21.6 ÷ 90 × 100 = 24.0

Automation24.5/100×0.15 of the PA blend

Depth of automation primitives — rules, scheduling, bulk operations, webhooks.

Perform bulk operations across many items at onceweight 2

2 (weight) × 3 (quality) × 0.6 (partial) = 3.6 of 20 max

  • [claimed-docs] https://docs.netlify.com“Manage sites, deploys, DNS, and more programmatically with the Netlify REST API—ideal for automating workflows and integrating into your systems.”
  • [claimed-docs] https://docs.netlify.com“Deploy sites, run local dev servers, and manage your Netlify projects right from the terminal with this powerful command-line tool.”
  • [probe] https://docs.netlify.com/cli/get-started/“official CLI documented at https://docs.netlify.com/cli/get-started/”

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 5 (quality) × 0.6 (partial) = 9.0 of 30 max

  • [claimed-docs] https://netlify.com“Auto-deploy on every push. Every PR gets a preview URL.”
  • [claimed-docs] https://netlify.com“Build APIs with serverless functions”
  • [claimed-docs] https://docs.netlify.com“Manage sites, deploys, DNS, and more programmatically with the Netlify REST API—ideal for automating workflows and integrating into your systems.”
  • [community] https://news.ycombinator.com/item?id=19615546“Netlify is amazing: Free, good support, custom domains with SSL, forms/webhooks, zero-config Lambda functions, and simple redirect config - zero javascript, zero nginx, zero S3 settings.”

Schedule recurring jobs or workflowsweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Version, review, and roll back my automationsweight 1

1 (weight) × 7 (quality) × 1.0 (full) = 7.0 of 10 max

  • [claimed-docs] https://netlify.com“Roll back any deploy in one click”
  • [claimed-docs] https://netlify.com“Review every change before it goes live with Deploy Previews”
  • [claimed-docs] https://netlify.com“Auto-deploy on every push. Every PR gets a preview URL.”
  • [community] https://news.ycombinator.com/item?id=19615546“I part run a non-profit site on Netlify and the experience is pretty great. The real killer bit for me has been their GitHub integration where they render a preview build of any PRs.”

Automation = 19.6 ÷ 80 × 100 = 24.5