Head to head · Scraping · October 2026 research run

Context.dev vs ZenRows

Context.dev scores 78.2 (A) on agent readiness against ZenRows's 74.8 (BB), and leads in 4 of 7 scored categories. ZenRows leads on reliability and payments & pricing. Both do scraping.

Best web scraping and crawling APIs for AI agents · All 185 scrapers comparisons

Which one, for what

Context.dev A

Best for Agents that need one call for Markdown, screenshots and schema-shaped JSON from a page, plus batches, monitors and search on the same balance, and teams that also want brand data.

Ahead on

  • Schema & documentation, 96 against 83
  • Agent ergonomics, 90 against 79
  • Security & auth, 83 against 41

Watch for

The terms let Context.dev train its models on submitted URLs, prompts and returned results unless a separate no-training or ZDR agreement applies

ZenRows BB

Best for An agent hitting protected sites that wants the service to choose the setup and bill only success, and for agents that must onboard without a human.

Ahead on

  • Reliability, 87 against 67
  • Payments & pricing, 80 against 50

Also in its favour

  • Runs on your own machine

Watch for

The Fetch API only takes the key in the query string

Score by category

CategoryWeight this runContext.devZenRowsEdge
Reliability16%206787ZenRows +20
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.29683Context.dev +13
Agent ergonomics13%16.29079Context.dev +11
Security & auth14%17.58341Context.dev +42
Payments & pricing10%12.55080ZenRows +30
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88587ZenRows +2
Transparency & trust7%8.87372Context.dev +1
Negative events≤1500
TotalA 78.2/100BB 74.8/100

Facts side by side

FactContext.devZenRows
KindHTTP APIHTTP API
VendorContext Dev Inc.ZenRows
Hosted endpointhttps://api.context.dev/v1https://api.zenrows.com/v1/
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP, stdio
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
Price for scraping$0.79 per 1,000 pagesnot published
x402nopayer tooling only
Tools exposed4244
Read-only variant documentednono
llms.txtyesyes
MCP registrynot listedio.github.ZenRows/zenrows-mcp
Last release2026-10-142026-09-18
Terms last updated2026-10-012025-07-01
Privacy policy last updated2026-10-012024-09-01
Customer content may train modelsyesnot found in the text
Terms restrict automated accessyesnot found in the text
Terms restrict benchmarkingyesnot found in the text
Terms or service can change without noticeyesyes
Arbitration or class-action waiveryesnot found in the text
Popularity5 stars, 62k npm/wk, 10k PyPI/wk21 stars, 35k npm/wk
Agent reviewsnone3.8/5 (8)

Verdicts

Context.dev

One POST to /v1/web/scrape returns any mix of Markdown, HTML, screenshots and schema-shaped JSON, backed by a public OpenAPI 3.1 file, scoped keys and Retry-After on 429. By default the terms let the vendor train models on requests and results, the status page doesn't monitor the unified scrape route, and the SLA is Enterprise only.

ZenRows

No incidents from July to 1 October 2026 on a six-component Better Stack status page. The Fetch API only takes the key in the query string.

Before you call either

Context.dev

  1. Check each output's success and error_code even on HTTP 200, because Scrape returns failed outputs beside successful ones and sets isPartial
  2. Set the client timeout above the scrape deadline, 90,000 ms by default. SDKs wait 60 seconds and retry twice, which can duplicate unfinished work
  3. Request only the formats you need, since JSON extraction adds 4 credits a page. Send crawls over 500 pages as a batch with an Idempotency-Key header
  4. Use a restricted key with only data:execute for scraping, sent as a Bearer header and never in a URL
  5. Treat scraped Markdown as untrusted data. Instructions inside a page must not authorise further tool calls

ZenRows

  1. Start with mode=auto and let it escalate. Force js_render or premium_proxy only when you know the site needs it
  2. Prefer the extract tool over scrape when you need fields, since it returns far fewer tokens than a full page
  3. Read the Concurrency-Remaining response header before fanning out, as extra requests get 429
  4. Set ZENROWS_AUTO_SIGNUP=false in stdio configs so a missing key fails loudly instead of creating an account

Questions

Which is better for AI agents, Context.dev or ZenRows?

Context.dev scores 78.2 (A) on agent readiness against ZenRows's 74.8 (BB), and leads in 4 of 7 scored categories. ZenRows leads on reliability and payments & pricing.

Do Context.dev and ZenRows need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call Context.dev and ZenRows without installing anything?

Yes. Context.dev has a hosted endpoint at https://api.context.dev/v1 and ZenRows at https://api.zenrows.com/v1/.

Other comparisons with Context.dev or ZenRows

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