# Crawl4AI vs ZenRows (slim)

> ZenRows scores 75.9 (BB) to Crawl4AI's 43.9 (E) for scraping. Prices, MCP, x402, uptime and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/crawl4ai-vs-zenrows.md (~5,850 tokens) · this version ~3,130 tokens · JSON https://www.anchorterminal.com/compare/crawl4ai-vs-zenrows.json · canonical https://www.anchorterminal.com/compare/crawl4ai-vs-zenrows
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · MCP: https://www.anchorterminal.com/mcp · Updated: 2026-11-07
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)

ZenRows scores 75.9 (BB) on agent readiness against Crawl4AI's 43.9 (E), and leads in every scored category. Both do scraping.

- Crawl4AI: E 43.9, rank #1224 of 1486 · https://www.anchorterminal.com/tools/crawl4ai.min.md
- ZenRows: BB 75.9, rank #51 of 1486 · https://www.anchorterminal.com/tools/zenrows.min.md
- Crawl4AI, good for Agents that need cheap page-to-Markdown at volume, Google results and search in one key, or a free self-hosted Python crawler. Also Open source.
- ZenRows, good 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 35; Schema & documentation, 93 against 55; Agent ergonomics, 79 against 67; Payments & pricing, 80 against 45; Maintenance & community, 90 against 83; Transparency & trust, 79 against 70. Also Agent-ready, a grade of BB or better; Runs on your own machine.

| Category | Crawl4AI | ZenRows |
| --- | --- | --- |
| Reliability (16%) | 35 | 87 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 55 | 93 |
| Agent ergonomics (13%) | 67 | 79 |
| Security & auth (14%) | 46 | 50 |
| Payments & pricing (10%) | 45 | 80 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 83 | 90 |
| Transparency & trust (7%) | 70 | 79 |

| Fact (where they differ) | Crawl4AI | ZenRows |
| --- | --- | --- |
| Vendor | CONTEXT4AI PTE LTD | ZenRows |
| Hosted endpoint | `https://api.crawl4ai.com/mcp` | `https://api.zenrows.com/v1/` |
| Transports | Streamable HTTP | HTTP, Streamable HTTP, stdio |
| Auth | API key | OAuth or key |
| Price for scraping | $0.50 per 1,000 pages | not published |
| x402 | no | payer tooling only |
| Licence | Apache-2.0 | none |
| Tools exposed | 16 | 63 |
| MCP registry | not listed | `io.github.ZenRows/zenrows-mcp` |
| Last release | 2026-10-14 | 2026-10-30 |
| Terms last updated | 2026-10-15 | 2025-07-01 |
| Privacy policy last updated | 2026-10-15 | 2024-09-01 |
| Terms or service can change without notice | not found in the text | yes |
| Popularity | 87k stars, 368k PyPI/wk | 21 stars, 35k npm/wk |
| Agent reviews | none | 3.8/5 (8) |

Why the edge:
- Reliability, ZenRows +52: Crawl4AI 35 (Graded on the hosted lines, for Crawl4AI Cloud, which the README and llms.txt now lead with and which an agent calls through its MCP server; the library would read on the local lines. No status page is linked, and status.crawl4ai.com fails TLS (0). No incident history readable (5). Per-plan limits are published with numbers in /v1/prices, from 10 requests a minute and 2 at a time on Free to 1,500 and 50 on Scale (15). 429 carries X-RateLimit headers and a message, 503 busy says to resend after a few seconds, and MCP job submissions take an idempotency key, but no Retry-After or backoff guidance (10 of 15). No SLA found in the terms or pricing (0). Prices and the free credit are a soft launch, /serp is beta and /answer experimental, while scrape, extract and search carry no beta label (5 of 10). 0 + 5 + 15 + 10 + 0 + 5 = 35.); ZenRows 87 (Better Stack status page with 6 components (Fetch standard, Fetch headless, Proxies, Residential Proxies, Browser Sessions, website) (20). The feed's newest incident is still the AWS outage of 20 October 2025, so nothing in the 90 days to 1 November, with the Fetch service at 99.998 per cent and the website at 100 on 1 November (30). Concurrency per plan is published (5 on Free up to 1,000 or more on Enterprise) and every response carries Concurrency-Limit and Concurrency-Remaining headers (15). The OpenAPI file documents 429 AUTH008 with exponential backoff and Concurrency-Remaining, and says there is no Retry-After (12 of 15). The pricing page lists an SLA under Enterprise, but no terms or figure are published (0). Fetch is generally available. Crawl, launched on 9 October, is still called 'still evolving' in the MCP README (10).)
- Schema & documentation, ZenRows +38: Crawl4AI 55 (No OpenAPI or similar contract for the cloud API, and the MCP tool schemas are only in the live tools/list, which needs a key. /v1/prices is machine-readable but covers prices, not calls (0). llms.txt of 304 lines written for agents (10). Each endpoint says what it is for and when to choose another, such as trying without a proxy first, using `browser` only when `auto` misses content and /scrape/jobs for slow lists (16 of 20). Parameters are listed with types, defaults, allowed values (`format` both, md or html; `proxy` none, isp or residential) and limits, in prose (10 of 15). Curl examples per endpoint and documented error strings per status with whether each is charged (14 of 15). No changelog for the cloud API, only dated notes such as /serp 'added 8 Oct 2026'. The library has a dated CHANGELOG (5 of 15). 0 + 10 + 16 + 10 + 14 + 5 = 55.); ZenRows 93 (OpenAPI 3.1 at www.zenrows.com/openapi.json covers Fetch, Extract, Crawl (added after the 9 October launch), Batch, agent signup and HMAC key rotation, and the 63 MCP tools have typed zod inputs (25). llms.txt with 105 entries linking 240 docs pages on 1 November, each with a Markdown copy (10). The scrape tool says when to prefer extract, when to turn on js_render or premium_proxy, and gives three examples, and the crawl tools say when to wait, page or download. The browser tools are terser (18 of 20). Enums on mode and response_type, URL validation and required fields, but css_extractor is a JSON string and outputs a comma-separated string (12 of 15). Error catalogue of 35 codes such as AUTH004 and RESP002, plus a table of Batch and Extract codes, grouped by HTTP status with fixes, and every OpenAPI operation lists its error responses (15). The API is versioned in the path (v1, never retired), a dated changelog at www.zenrows.com/changelog runs to 9 October 2026, with nothing newer on 1 November, and the MCP has semver tags. The 2026 renames (Universal Scraper API to Fetch, Scraping Browser to Browser Sessions) aren't in it (13 of 15).)
- Payments & pricing, ZenRows +35: Crawl4AI 45 (No x402, MPP or L402 (0). Per-endpoint credit costs, effort multipliers and plan rates are public at /v1/prices without a login, with 1 credit = $0.001 (20). 1,000 free credits a month, no card (20). A 7-day pass key comes from a click on api.crawl4ai.com without an account, which is still a person in a browser, and a permanent key needs email verification (5 of 20). 0 + 20 + 20 + 5 = 45.); ZenRows 80 (x402 and MPP through an agent storefront at agents.zenrows.com run by ZeroClick, which sells Fetch and Extract and proxies calls through its own path, with pay-as-you-go credits at $0.50 per 1,000 (10,000 minimum) per the pricing docs. Nothing on api.zenrows.com itself (20 of 40). Credit weights and plan prices are public, Build B1 $19 for 45,000 credits up to Scale S5 $2,999 for 45 million (20). 5,000 free credits a month, no card (20). With no key set, the stdio MCP and the CLI provision a Free account through POST https://app.zenrows.com/api/agent/signup, which the OpenAPI file documents, and an agent can also buy over x402 at the storefront (20).)
- Agent ergonomics, ZenRows +12: Crawl4AI 67 (16 MCP tools, six of them for billing and support (15 of 25). `format` md or html, `parse` opt-in blocks, batch limits and job results paged 500 at a time over HTTP and 50 over MCP (16 of 20). String error codes an agent can branch on (blocked, login-wall, no-answer, busy, no_credit, plan_cap, spend_cap), each with whether it is charged (18 of 20). Failed and cancelled calls aren't charged and `jobs_submit` takes an idempotency key, but no tool annotations are documented and two tools can charge the saved card (10 of 20). Only `url` or `q` is required. There is no official SDK for the cloud API; the docs give curl and standard-library Python and Node examples (8 of 15). 15 + 16 + 18 + 10 + 8 = 67.); ZenRows 79 (63 MCP tools on 1 November, up from 52 on 17 October, after v2.15.0 to v2.18.0 added two prepare_domain tools, six Batch tools and per-operation local storage tools. 38 are browser actions, and there are no toolsets. The API itself sizes well with response_type, css_extractor and outputs (10 of 25). Markdown, plain text or PDF output, CSS extraction, outputs filters, an extract tool, 11 batch tools and paged crawl results (18 of 20). Coded errors with documented fixes, a capped key's 402 that tells the agent the account's other keys still work, and REQS007 now names its reason and the next tool to call (18 of 20). Every one of the 63 tools carries readOnlyHint and destructiveHint, `crawl_create` and `batch_create` take an `idempotency_key`, and only successful requests are billed (18 of 20). mode=auto picks the setup and url is the only required field. Official Python and Node SDKs (15).)
- Transparency & trust, ZenRows +9: Crawl4AI 70 (The library is Apache-2.0 and the cloud is closed under terms that name CONTEXT4AI PTE LTD (22 of 30). The privacy policy gives retention periods (account plus 90 days, usage records 13 months, logs 90 days), but none for crawled content, and llms.txt says repeated URLs are served from a shared archive while the security page says fetched pages are used only to answer the request (18 of 30). The legacy cloud API closed on 6 November 2026 with a migration guide but no dated notice found, and the terms promise notice of material changes only 'where reasonable' (8 of 20). Subprocessors named with their locations on the security page, with EU storage of account records (18 of 20). 22 + 18 + 8 + 18 = 66.); ZenRows 79 (Closed service, with ZENROWS, S.L. named in full (Getxo, Spain, tax ID B10660298). The MCP is MIT (15 of 30). The privacy policy, still dated September 2024, keeps account data for the contract plus legal periods. A Data Processing Agreement at /legal/data-processing-agreement, in effect since 1 June 2022 and not read on 1 or 6 October, commits to deletion with a certificate on request, prompt breach notice and liability for sub-processors, with no SCCs or right to object to a new sub-processor. The GDPR page keeps trial and cancelled accounts until deletion is requested. Batch results are kept 14 days, and no retention is stated for Fetch responses (19 of 30). A published versioning policy promises at least twelve months' notice, Deprecation and Sunset headers and a migration guide before a version is retired. The 2026 renames carried no dated notices (15 of 20). The privacy policy names six US recipients with their transfer mechanism (Google, Amplitude, AWS, Stripe, ProfitWell, HubSpot). The GDPR page says the service is 'primarily hosted on Digital Ocean' and sends email through Intercom, neither of which is on that list, and there's no single sub-processor list with locations (16 of 20). 15+19+15+16 = 65.)
- Maintenance & community, ZenRows +7: Crawl4AI 83 (Library v0.9.5 on 14 October 2026, 23 days before 6 November, and the cloud added /serp on 8 October (30). v0.9.3 (31 August), v0.9.4 (23 September) and v0.9.5 (14 October) in the 90 days from 8 August (20). 56 open issues on 6 November, the newest triaged with Bug, Needs Triage, In-progress, Root caused or Done labels within days, plus a Discord. Reply authors weren't read (20 of 25). Not in the official MCP registry, and the cloud has no official SDK; the Python library is current on PyPI (8 of 15). The security workflow runs a test suite and a default-posture gate, and releases are built and checked with twine. No general test workflow on push found (5 of 10). 30 + 20 + 20 + 8 + 5 = 83.); ZenRows 90 (MCP v2.18.0 on 2026-10-30 (30). Seven MCP minor releases from 18 to 30 October alone (v2.12.0 to v2.18.0), and dated changelog entries on 2, 5 and 9 October (20). We couldn't read GitHub issues. PRs are merged within days and the dated changelog on zenrows.com runs to 9 October (15 of 25). In the official MCP registry as io.github.ZenRows/zenrows-mcp, with 2.18.0 published on 30 October and marked latest (15). CI runs typecheck, lint and tests on a Node matrix, and a check that server.json matches the package version (10).)