emerging · 0.0

Browser Automation

Score 20.5 / 100 31 providers +5 via APIs 21 APIs Search apis.io →

Providers using this tag (31)

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

Exemplar 1 Complete, well-documented, and agent-ready
Strong 4 Solid coverage with minor gaps
Developing 9 Usable, with meaningful gaps to close
Thin 12 Limited public surface area
Emerging 4 Early or largely undocumented
Minimal 1 Almost no public developer surface

APIs with this tag (21)

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 →

Exemplar 3 Complete, well-documented, and agent-ready
Strong 2 Solid coverage with minor gaps
Developing 6 Usable, with meaningful gaps to close
Thin 8 Limited public surface area
Emerging 2 Early or largely undocumented

Companies reaching this through an API (5)

These companies publish an API, specification or operation carrying “Browser Automation” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.

APIToolkit (Monoscope) Cloudflare Oxylabs Spider Test Scripts

Score breakdown

Frequency
46.4
log-scaled weighted occurrences
Breadth
0.9
spread across providers
Quality lift
43.7
mean composite of providers using it
Cohesion
0.0
strength of nearest seed neighbor

Related tags

Proxies 9 co-occurrences Computer Use 8 co-occurrences Playwright 7 co-occurrences Headless Browser 6 co-occurrences Web Scraping 11 co-occurrences Puppeteer 5 co-occurrences Scraping 7 co-occurrences Web Automation 5 co-occurrences

Where this tag comes from

Provider tag31
Api tag21

Cohort brief

Auto-generated

The 31 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
31
all scored
Mean Kin Score
38.5
+14.6 vs catalog 23.9
Mean Agent Readiness
26.9
+14.9 vs catalog 12
Spread
5–69.1
median 38 · σ 14.4
How the 31 split by band
Exemplar 1Strong 4Developing 9Thin 12Emerging 4Minimal 1
Facet averages, against the whole catalog
FacetThis cohortCatalogDifferenceScored
Developer Ergonomics 53 23.4 +29.6 31
Contract Quality 36 19.8 +16.2 31
Access Clarity 39.9 26.5 +13.4 31
Operational Transparency 26.1 14 +12.1 31
Discoverability 69.4 61.2 +8.2 31
Contract Governance 7.4 6.4 +1 31

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) 52% 10% +42
MCP server (first-party) 48% 13% +35
Agent Skills 0% 0% 0
OAuth scopes 10% 11% -1
Security 100% 97% +3
Arazzo workflows 6% 2% +4
Governance rules 19% 14% +5

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 Browser Use 69.1
  2. 2 WebScraping.AI 60.4
  3. 3 Coasty 59.6
  4. 4 Zyte 56.7
  5. 5 Hyperbrowser 54.4
  6. 6 H Company 52.2
  7. 7 Anchor Browser 50.6
  8. 8 Kernel 48.6
  9. 9 Testerarmy 47.6
  10. 10 TinyFish 47.2
Top by Agent Readiness
  1. 1 WebScraping.AI 65
  2. 2 Browser Use 58.3
  3. 3 Yutori 50
  4. 4 TinyFish 49
  5. 5 H Company 45.1
  6. 6 Coasty 44
  7. 7 Anchor Browser 40.9
  8. 8 Apify 37.1
  9. 9 Kernel 36
  10. 10 Zyte 34.9
All 31 members of this roster resolve to a scored provider in the catalog.Generated from the catalog build of 15 September 2026, across 27661 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

Every tag here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

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

curl for this page
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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