How Tailscale’s scores are calculated

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

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

• [probe] https://tailscale.com/llms.txt“PROBE llms.txt: HTTP 404 at https://tailscale.com/llms.txt”

Run the product headlessly / in CI for automationweight 2

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

• [claimed-docs] https://tailscale.com/kb“Explore how to use Tailscale inside Docker containers.”
• [claimed-docs] https://tailscale.com/kb“Automate your tailnet using infrastructure-as-code providers, webhooks, and other integrations.”
• [probe] https://tailscale.com/docs/reference/tailscale-cli“official CLI documented at https://tailscale.com/docs/reference/tailscale-cli”
• [community] https://news.ycombinator.com/item?id=31837115“our pricing ties number of servers to number of users... I don't see how this can ever work within the limits in their pricing plans... their API keys are only valid for 60 days? I don't want infrastructure that requires manually logging in every 60 days.”

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

n/a — not applicable to this product: excluded from numerator and denominator

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

Connect an agent via an official MCP serverweight 3

n/a — not applicable to this product: excluded from numerator and denominator

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

Use an official CLIweight 2

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

• [probe] https://tailscale.com/docs/reference/tailscale-cli“official CLI documented at https://tailscale.com/docs/reference/tailscale-cli”

Drive the product through a documented public APIweight 3

3 (weight) × 3 (quality) × 0.6 (partial) = 5.4 of 30 max

• [claimed-docs] https://tailscale.com/kb“Automate your tailnet using infrastructure-as-code providers, webhooks, and other integrations.”
• [probe] https://tailscale.com/openapi.json“PROBE openapi: all candidate paths 404 (https://tailscale.com/openapi.json, https://tailscale.com/swagger.json, https://tailscale.com/api/openapi.json, https://tailscale.com/.well-known/openapi.json)”
• [probe] https://tailscale.com/docs/reference/tailscale-cli“official CLI documented at https://tailscale.com/docs/reference/tailscale-cli”

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://tailscale.com/kb“Automate your tailnet using infrastructure-as-code providers, webhooks, and other integrations.”
• [community] https://news.ycombinator.com/item?id=31837115“our pricing ties number of servers to number of users... I don't see how this can ever work within the limits in their pricing plans... their API keys are only valid for 60 days? I don't want infrastructure that requires manually logging in every 60 days.”

Build against official SDKsweight 2

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

• [claimed-docs] https://tailscale.com/kb“Automate your tailnet using infrastructure-as-code providers, webhooks, and other integrations.”
• [probe] https://tailscale.com/llms.txt“PROBE llms.txt: HTTP 404 at https://tailscale.com/llms.txt”
• [probe] https://tailscale.com/openapi.json“PROBE openapi: all candidate paths 404 (https://tailscale.com/openapi.json, https://tailscale.com/swagger.json, https://tailscale.com/api/openapi.json, https://tailscale.com/.well-known/openapi.json)”
• [probe] https://tailscale.com/docs/reference/tailscale-cli“official CLI documented at https://tailscale.com/docs/reference/tailscale-cli”

Subscribe to events via webhooksweight 2

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

• [claimed-docs] https://tailscale.com/kb“Automate your tailnet using infrastructure-as-code providers, webhooks, and other integrations.”

Explore an interactive API reference with runnable examplesweight 2

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

• [probe] https://tailscale.com/openapi.json“PROBE openapi: all candidate paths 404 (https://tailscale.com/openapi.json, https://tailscale.com/swagger.json, https://tailscale.com/api/openapi.json, https://tailscale.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://tailscale.com/openapi.json“PROBE openapi: all candidate paths 404 (https://tailscale.com/openapi.json, https://tailscale.com/swagger.json, https://tailscale.com/api/openapi.json, https://tailscale.com/.well-known/openapi.json)”
• [probe] https://tailscale.com/llms.txt“PROBE llms.txt: HTTP 404 at https://tailscale.com/llms.txt”

Test against a sandbox environment without touching production dataweight 1

n/a — not applicable to this product: excluded from numerator and denominator

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

Rely on versioned APIs with a documented deprecation policyweight 2

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

• [probe] https://tailscale.com/openapi.json“PROBE openapi: all candidate paths 404 (https://tailscale.com/openapi.json, https://tailscale.com/swagger.json, https://tailscale.com/api/openapi.json, https://tailscale.com/.well-known/openapi.json)”

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

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

• [claimed-docs] https://tailscale.com/kb“Automate your tailnet using infrastructure-as-code providers, webhooks, and other integrations.”
• [claimed-docs] https://tailscale.com/kb“See how to invite users, assign or change user roles, remove users, and quickly switch between accounts.”
• [probe] https://tailscale.com/openapi.json“PROBE openapi: all candidate paths 404 (https://tailscale.com/openapi.json, https://tailscale.com/swagger.json, https://tailscale.com/api/openapi.json, https://tailscale.com/.well-known/openapi.json)”
• [probe] https://tailscale.com/docs/reference/tailscale-cli“official CLI documented at https://tailscale.com/docs/reference/tailscale-cli”

Export all of my data in open formats and leaveweight 3

n/a — not applicable to this product: excluded from numerator and denominator

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

• [community] https://news.ycombinator.com/item?id=33648341“we're all meant to be happy giving full control of our entire network to a commercial company running a closed source command and control server?”

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=31259950“Am I the only one that has an issue with a VPN that I can't self host? Presumably if Tailscale get's PWN'd or subpoenaed then your network is breached no?”
• [community] https://news.ycombinator.com/item?id=33648341“we're all meant to be happy giving full control of our entire network to a commercial company running a closed source command and control server?”
• [community] https://news.ycombinator.com/item?id=33648341“As soon as Tailscale provides option for Wireguard preshared keys, I will use it. I need Tailscale out of my network... Self hosting Tailscale will then not be needed, since users don't need to trust Tailscale anymore.”

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

n/a — not applicable to this product: excluded from numerator and denominator

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

• [claimed-docs] https://tailscale.com/kb“Automate your tailnet using infrastructure-as-code providers, webhooks, and other integrations.”

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

n/a — not applicable to this product: excluded from numerator and denominator

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

Operate the product with natural-language commandsweight 2

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

• [probe] https://tailscale.com/llms.txt“PROBE llms.txt: HTTP 404 at https://tailscale.com/llms.txt”
• [probe] https://tailscale.com/openapi.json“PROBE openapi: all candidate paths 404 (https://tailscale.com/openapi.json, https://tailscale.com/swagger.json, https://tailscale.com/api/openapi.json, https://tailscale.com/.well-known/openapi.json)”
• [probe] https://tailscale.com/docs/reference/tailscale-cli“official CLI documented at https://tailscale.com/docs/reference/tailscale-cli”

Perform bulk operations across many items at onceweight 2

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

• [claimed-docs] https://tailscale.com/kb“Automate your tailnet using infrastructure-as-code providers, webhooks, and other integrations.”
• [probe] https://tailscale.com/docs/reference/tailscale-cli“official CLI documented at https://tailscale.com/docs/reference/tailscale-cli”

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 3 (quality) × 0.6 (partial) = 5.4 of 30 max

• [claimed-docs] https://tailscale.com/kb“Automate your tailnet using infrastructure-as-code providers, webhooks, and other integrations.”

Schedule recurring jobs or workflowsweight 2

n/a — not applicable to this product: excluded from numerator and denominator

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

Version, review, and roll back my automationsweight 1

n/a — not applicable to this product: excluded from numerator and denominator

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