How Context.dev’s scores are calculated

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

2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

• [probe] https://docs.context.dev/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.context.dev/llms.txt # Context.dev - [The go-to web data API](https://docs.context.dev/introduction.md): Scrape websites into Markdown, craw”
• [claimed-docs] https://docs.context.dev/install-mcp.md“Connect your AI client to Context.dev tools for live web and company data.”
• [claimed-docs] https://docs.context.dev/install-cli.md“Call Context.dev from your terminal and use JSON responses in scripts or CI.”
• [claimed-docs] https://docs.context.dev/install-skill.md“Teach your coding agent how to choose and use the Context.dev API.”
• [probe] https://mcp.context.dev/mcp“official MCP server documented at https://mcp.context.dev/mcp”
• [probe] https://docs.context.dev/install-cli“official CLI documented at https://docs.context.dev/install-cli”

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.context.dev/install-cli.md“Call Context.dev from your terminal and use JSON responses in scripts or CI.”
• [claimed-docs] https://docs.context.dev/guides/crawl-website-async.md“Crawl up to 25,000 pages in a background batch, track progress, and retrieve Markdown or HTML when the job finishes.”
• [claimed-docs] https://docs.context.dev/optimization/timeouts.md“`return-partial` | Return usable completed work with a completion marker. If no usable result exists, fail without a charge.”
• [claimed-docs] https://docs.context.dev/optimization/rate-limits.md“Authenticated API responses expose these headers when a per-minute limit applies”
• [probe] https://docs.context.dev/openapi.json“PROBE openapi: HTTP 200 at https://docs.context.dev/openapi.json — contains "openapi" key”
• [probe] https://docs.context.dev/install-cli“official CLI documented at https://docs.context.dev/install-cli”

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

• [claimed-docs] https://docs.context.dev/install-mcp.md“Connect your AI client to Context.dev tools for live web and company data.”
• [probe] https://mcp.context.dev/mcp“official MCP server documented at https://mcp.context.dev/mcp”

Connect an agent via an official MCP serverweight 3

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

• [probe] https://mcp.context.dev/mcp“official MCP server documented at https://mcp.context.dev/mcp”
• [claimed-docs] https://docs.context.dev/install-mcp.md“Connect your AI client to Context.dev tools for live web and company data.”

Use an official CLIweight 2

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

• [claimed-docs] https://docs.context.dev/install-cli.md“Call Context.dev from your terminal and use JSON responses in scripts or CI.”
• [probe] https://docs.context.dev/install-cli“official CLI documented at https://docs.context.dev/install-cli”

Drive the product through a documented public APIweight 3

3 (weight) × 9 (quality) × 1.0 (full) = 27.0 of 30 max

• [probe] https://docs.context.dev/openapi.json“PROBE openapi: HTTP 200 at https://docs.context.dev/openapi.json — contains "openapi" key”
• [claimed-docs] https://docs.context.dev“Scrape websites into Markdown, crawl linked pages, and extract JSON for AI agents and applications.”
• [claimed-docs] https://docs.context.dev/guides/manage-api-keys.md“Choose **Restricted** when an integration needs only selected operations; a restricted key with no permissions cannot call the API.”
• [claimed-docs] https://docs.context.dev/install-cli.md“Call Context.dev from your terminal and use JSON responses in scripts or CI.”
• [claimed-docs] https://docs.context.dev/optimization/rate-limits.md“Authenticated API responses expose these headers when a per-minute limit applies”
• [claimed-docs] https://www.context.dev/auth.md“discover → register → deliver setup link & code to the user → user completes claim in browser → poll for access_token → call API.”
• [probe] https://docs.context.dev/install-cli“official CLI documented at https://docs.context.dev/install-cli”

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

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

• [claimed-docs] https://docs.context.dev/guides/manage-api-keys.md“Choose **Restricted** when an integration needs only selected operations; a restricted key with no permissions cannot call the API.”
• [claimed-docs] https://www.context.dev/auth.md“discover → register → deliver setup link & code to the user → user completes claim in browser → poll for access_token → call API.”

Build against official SDKsweight 2

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

• [probe] https://docs.context.dev/openapi.json“PROBE openapi: HTTP 200 at https://docs.context.dev/openapi.json — contains "openapi" key”
• [probe] https://docs.context.dev/install-cli“official CLI documented at https://docs.context.dev/install-cli”
• [claimed-docs] https://docs.context.dev/install-cli.md“Call Context.dev from your terminal and use JSON responses in scripts or CI.”

Subscribe to events via webhooksweight 2

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

• [claimed-docs] https://docs.context.dev/guides/monitor-website-changes.md“Watch a page, sitemap, or structured dataset on a schedule and receive signed change events.”

Explore an interactive API reference with runnable examplesweight 2

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

• [probe] https://docs.context.dev/openapi.json“PROBE openapi: HTTP 200 at https://docs.context.dev/openapi.json — contains "openapi" key”
• [claimed-docs] https://docs.context.dev“Scrape websites into Markdown, crawl linked pages, and extract JSON for AI agents and applications.”

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

2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

• [probe] https://docs.context.dev/openapi.json“PROBE openapi: HTTP 200 at https://docs.context.dev/openapi.json — contains "openapi" key”
• [claimed-docs] https://docs.context.dev“Scrape websites into Markdown, crawl linked pages, and extract JSON for AI agents and applications.”

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 10 max

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

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

The documented rate limit (requests per second or minute) enforced on my API key before throttling kicks inweight 3

3 (weight) × 4 (quality) × 0.6 (partial) = 7.2 of 30 max

• [claimed-docs] https://docs.context.dev/optimization/rate-limits.md“Authenticated API responses expose these headers when a per-minute limit applies”

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

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

• [claimed-docs] https://docs.context.dev“Scrape websites into Markdown, crawl linked pages, and extract JSON for AI agents and applications.”
• [claimed-docs] https://docs.context.dev/guides/crawl-website.md“Crawl a small website section and return page Markdown in one response, with a maximum of 500 pages.”
• [claimed-docs] https://docs.context.dev/guides/crawl-website-async.md“Crawl up to 25,000 pages in a background batch, track progress, and retrieve Markdown or HTML when the job finishes.”
• [claimed-docs] https://docs.context.dev/guides/extract-structured-data-from-websites.md“Crawl relevant pages and return an object that matches your JSON Schema, with controls for grounding, coverage, and freshness.”
• [claimed-docs] https://docs.context.dev/guides/monitor-website-changes.md“Watch a page, sitemap, or structured dataset on a schedule and receive signed change events.”
• [claimed-docs] https://docs.context.dev/install-cli.md“Call Context.dev from your terminal and use JSON responses in scripts or CI.”
• [probe] https://docs.context.dev/openapi.json“PROBE openapi: HTTP 200 at https://docs.context.dev/openapi.json — contains "openapi" key”
• [probe] https://docs.context.dev/install-cli“official CLI documented at https://docs.context.dev/install-cli”

Export all of my data in open formats and leaveweight 3

3 (weight) × 4 (quality) × 0.6 (partial) = 7.2 of 30 max

• [claimed-docs] https://docs.context.dev“Scrape websites into Markdown, crawl linked pages, and extract JSON for AI agents and applications.”
• [claimed-docs] https://docs.context.dev/guides/crawl-website-async.md“Crawl up to 25,000 pages in a background batch, track progress, and retrieve Markdown or HTML when the job finishes.”
• [claimed-docs] https://docs.context.dev/guides/extract-structured-data-from-websites.md“Crawl relevant pages and return an object that matches your JSON Schema, with controls for grounding, coverage, and freshness.”
• [claimed-docs] https://docs.context.dev/guides/monitor-website-changes.md“Watch a page, sitemap, or structured dataset on a schedule and receive signed change events.”

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

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

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

• [claimed-docs] https://docs.context.dev“Scrape websites into Markdown, crawl linked pages, and extract JSON for AI agents and applications.”
• [claimed-docs] https://docs.context.dev/guides/extract-structured-data-from-websites.md“Crawl relevant pages and return an object that matches your JSON Schema, with controls for grounding, coverage, and freshness.”
• [claimed-docs] https://docs.context.dev/introduction.md“retrieve brand profiles with logos, colors, descriptions, and social links through the same API.”
• [claimed-docs] https://docs.context.dev/install-mcp.md“Connect your AI client to Context.dev tools for live web and company data.”

Set up automations that run autonomously in the backgroundweight 2

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

• [claimed-docs] https://docs.context.dev/guides/crawl-website-async.md“Crawl up to 25,000 pages in a background batch, track progress, and retrieve Markdown or HTML when the job finishes.”
• [claimed-docs] https://docs.context.dev/guides/monitor-website-changes.md“Watch a page, sitemap, or structured dataset on a schedule and receive signed change events.”

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

Operate the product with natural-language commandsweight 2

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

• [claimed-docs] https://docs.context.dev/install-mcp.md“Connect your AI client to Context.dev tools for live web and company data.”
• [claimed-docs] https://docs.context.dev/install-skill.md“Teach your coding agent how to choose and use the Context.dev API.”
• [claimed-docs] https://docs.context.dev/install-cli.md“Call Context.dev from your terminal and use JSON responses in scripts or CI.”
• [probe] https://mcp.context.dev/mcp“official MCP server documented at https://mcp.context.dev/mcp”
• [probe] https://docs.context.dev/install-cli“official CLI documented at https://docs.context.dev/install-cli”

Apply a preset configuration tuned for research agents that returns structured, citable outputweight 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

Perform bulk operations across many items at onceweight 2

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

• [claimed-docs] https://docs.context.dev/guides/crawl-website.md“Crawl a small website section and return page Markdown in one response, with a maximum of 500 pages.”
• [claimed-docs] https://docs.context.dev/guides/crawl-website-async.md“Crawl up to 25,000 pages in a background batch, track progress, and retrieve Markdown or HTML when the job finishes.”
• [claimed-docs] https://docs.context.dev/guides/extract-structured-data-from-websites.md“Crawl relevant pages and return an object that matches your JSON Schema, with controls for grounding, coverage, and freshness.”

Define rules that trigger actions automatically on eventsweight 3

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

• [claimed-docs] https://docs.context.dev/guides/monitor-website-changes.md“Watch a page, sitemap, or structured dataset on a schedule and receive signed change events.”

Schedule recurring jobs or workflowsweight 2

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

• [claimed-docs] https://docs.context.dev/guides/monitor-website-changes.md“Watch a page, sitemap, or structured dataset on a schedule and receive signed change events.”

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