emerging · -0.1

Browser Automation

Score 21.0 / 100 36 providers 17 APIs Search apis.io →

Providers using this tag (36)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Strong 6 Solid coverage with minor gaps
WebScraping.AIWeb ScrapingData ExtractionProxiesArtificial Intelligence6 APIs62.6CoastyCompanyComputer UseAI AgentsAutomation8 APIs62.2CloudflareAI GatewayAPI GatewayArtificial IntelligenceCDN87 APIs62.0HyperbrowserHeadless BrowserBrowser InfrastructureWeb ScrapingWeb Crawling12 APIs56.4H CompanyArtificial IntelligenceAgentsComputer UseAutomation10 APIs55.1OxylabsAI Web ScrapingBot Mitigation BypassCAPTCHA SolvingData Extraction15 APIs54.7
Developing 11 Usable, with meaningful gaps to close
TesterarmyCompanyQASoftware Testing5 APIs51.7KernelCompanyWeb AgentsBrowser Infrastructure22 APIs51.3TinyFishCompanyArtificial IntelligenceAI AgentsWeb Automation7 APIs50.7ZenRowsWeb ScrapingData ExtractionAnti-BotProxies6 APIs50.4YutoriCompanyArtificial IntelligenceAgentsWeb Automation5 APIs50.1SpiderCrawlingScrapingData ExtractionURLs10 APIs48.3Anchor BrowserBrowser InfrastructureAI AgentsCloud Browser20 APIs47.1APIToolkit (Monoscope)AI ObservabilityAPI AnalyticsAPI CatalogAPI Management7 APIs42.9ReplayCompanyDebuggingTestingQuality Assurance1 API42.5Bright DataWeb DataWeb ScrapingWeb IntelligenceProxy5 APIs42.0KernelAgentsArtificial IntelligenceBrowsers22 APIs41.6
Thin 13 Limited public surface area
AirtopAI AgentsCloud BrowserWeb Scraping6 APIs38.1NotteArtificial IntelligenceWeb AgentsSessions7 APIs37.6ScrapybaraAI AgentsVirtual DesktopsComputer Use8 APIs37.1ApifyActorsCrawlingData Aggregation6 APIs36.4TzafonCompanyArtificial IntelligenceComputer Use Agents1 API35.5Test ScriptsAutomationCI/CDContract TestingQuality Assurance11 APIs33.4ScrapflyArtificial IntelligenceData ExtractionScreenshotsWeb Scraping7 APIs33.3AgentQLAgentsArtificial IntelligenceWeb ScrapingData Extraction5 APIs32.0LightpandaHeadless BrowserCDPWebSocket3 APIs31.4RangerCompanyQuality AssuranceTesting28.9Browser UseAI Automation6 APIs28.1BugsterCompanyTestingQATest Automation27.8RindlerCompanyMCPAI AgentsWeb Automation1 API27.5
Emerging 4 Early or largely undocumented
SimularCompanyArtificial IntelligenceAI AgentsComputer Use23.6Microsoft PlaywrightEnd-to-End TestingMicrosoftTesting2 APIs20.3HyperWriteArtificial IntelligenceWritingAssistantAgents17.3CrawleeApache 2.0ApifyCrawlers2 APIs15.4
Minimal 2 Almost no public developer surface
PuppeteerHeadless BrowsersScraping1 API10.5AnonCompanyInfrastructureAI AgentsAgent Authentication5.0

APIs with this tag (17)

Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →

Strong 2 Solid coverage with minor gaps
Cloudflare Browser Rendering APIThe Cloudflare Browser Rendering API enables developers to control headless browser instances on Cloudflare...62.0Oxylabs Headless BrowserCloud-hosted headless browser service exposed via Chrome DevTools Protocol (CDP) and Selenium / Playwright ...54.7
Developing 5 Usable, with meaningful gaps to close
ZenRows Scraping BrowserCloud headless browser exposed over WebSocket at wss://browser.zenrows.com?apikey=KEY, compatible with Play...50.4Spider Cloud MCP ServerSpider's hosted Model Context Protocol server exposes 22 tools — eight core operations (crawl, scrape, sear...48.3Anchor Browser APIThe Anchor Browser REST API exposes cloud browser sessions for AI agents. It covers session lifecycle (crea...47.1Anchor Browser MCP ServerA Model Context Protocol server (hosted and open-source) that lets MCP-compatible AI clients drive Anchor B...47.1Testkit (YAML API Testing DSL)MIT-licensed Rust testing tool by the APItoolkit/Monoscope team that uses a simplified YAML DSL for definin...42.9
Thin 6 Limited public surface area
Lightcone APIThe Lightcone API by Tzafon provides cloud browser and desktop computers operated by AI. It spans an agent ...35.5Playwright TestPlaywright is a cross-browser end-to-end testing framework from Microsoft that supports writing test script...33.4Scrapfly Cloud Browser APIHeadless browser automation API (currently in beta) compatible with Playwright, Puppeteer, and Selenium fra...33.3Scrapfly Screenshot APICapture screenshots of web pages with full-page or element-specific capture using CSS selectors. Supports J...33.3AgentQL Remote Browser Sessions APICreate and manage remote Chrome browser sessions with Chrome DevTools Protocol (CDP) access for authenticat...32.0Lightpanda CDP WebSocket InterfaceLightpanda's primary programmable interface. The browser runs as a CDP server (`lightpanda serve`) and expo...31.4
Emerging 3 Early or largely undocumented
Playwright APIPlaywright provides a cross-browser automation API for end-to-end testing of web applications. It supports ...20.3Crawlee JavaScript SDKThe Crawlee JavaScript SDK is a Node.js/TypeScript library for building reliable web scrapers and crawlers....15.4Crawlee Python SDKThe Crawlee Python SDK is a Python library for building reliable web scrapers and crawlers. It offers Basic...15.4
Minimal 1 Almost no public developer surface
PuppeteerPuppeteer is a Node.js library providing a high-level API to control headless Chrome or Chromium browsers f...10.5

Score breakdown

Frequency
45.9
log-scaled weighted occurrences
Breadth
1.0
spread across providers
Quality lift
46.5
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

Playwright 7 co-occurrences Computer Use 8 co-occurrences Proxies 8 co-occurrences Headless Browser 6 co-occurrences Web Scraping 10 co-occurrences Puppeteer 5 co-occurrences Scraping 6 co-occurrences Web Automation 5 co-occurrences

Where this tag comes from

Provider tag31
Api tag17

Cohort brief

Auto-generated

The 36 providers in the APIs.io catalog tagged Browser Automation, scored on the Kin Score. Every figure below is computed from the catalog — nothing here is written.

Providers
36
all scored
Mean Kin Score
38.6
+17.9 vs catalog 20.7
Mean Agent Readiness
24.7
+15.0 vs catalog 9.7
Spread
5–62.6
median 37.9 · σ 14.5
How the 36 split by band
Exemplar 0Strong 6Developing 11Thin 13Emerging 4Minimal 2
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 47.8 17.9 +29.9 36
Contract Quality 39.5 17.5 +22 36
Access Clarity 38.2 22.3 +15.9 36
Discoverability 73.1 60.4 +12.7 36
Operational Transparency 23.7 11.3 +12.4 36
Contract Governance 9.5 6.4 +3.1 36

A facet is averaged over the members that carry it, not over the whole cohort — the “Scored” column is that count. Averaging an absent facet as zero would score our own coverage gaps as the providers’ posture.

What this cohort publishes
ArtifactThis cohortCatalogDifference
MCP server (any) 50% 16% +34
MCP server (first-party) 28% 7% +21
Agent Skills 0% 0% 0
OAuth scopes 6% 9% -3
Security 100% 88% +12
Arazzo workflows 11% 2% +9
Governance rules 28% 13% +15

mcp_pct counts any mcp/ artifact including ones API Evangelist derived from the provider OpenAPI; mcp_first_party_pct counts only servers the provider publishes. Prefer the latter.

Top by Kin Score
  1. 1 WebScraping.AI 62.6
  2. 2 Coasty 62.2
  3. 3 Cloudflare 62
  4. 4 Hyperbrowser 56.4
  5. 5 H Company 55.1
  6. 6 Oxylabs 54.7
  7. 7 Testerarmy 51.7
  8. 8 Kernel 51.3
  9. 9 TinyFish 50.7
  10. 10 ZenRows 50.4
Top by Agent Readiness
  1. 1 WebScraping.AI 65
  2. 2 Yutori 50
  3. 3 TinyFish 49
  4. 4 Cloudflare 44.5
  5. 5 H Company 43.3
  6. 6 Coasty 42.9
  7. 7 Kernel 36
  8. 8 Testerarmy 34.3
  9. 9 AgentQL 34
  10. 10 Anchor Browser 34
All 36 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 25 August 2026, across 26891 providers, using the same computation served by the APIs.io cohort API. Briefs are published for rosters of 5 or more scored providers; below that a distribution is not meaningful.

Work with this as data

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Tools for tags

7 MCP tools reach this
  • find_tagsBrowse and filter every tag in the catalog.
  • get_cohortThis tag as a scored cohort — every provider carrying it, with scores.
  • cohort_statsPRO — the distribution across this tag: mean, median, band split, adoption rates.
  • cohort_rankingsPRO — the leaderboard, on composite AND agent-readiness axes.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools

Call it yourself

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This tag 
curl "https://apis.io/api/v1/tags/browser-automation"
All tags 
curl "https://apis.io/api/v1/tags?limit=25"
As a scored cohort 
curl "https://apis.io/api/v1/cohorts/tag/browser-automation"
The distribution (Pro) 
curl "https://apis.io/api/v1/cohorts/tag/browser-automation/stats" \
  -H "X-API-Key: $APIS_IO_KEY"

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