Head to head · Scraping · October 2026 research run

Crawl4AI vs Jina Reader

Jina Reader scores 51.9 (D) on agent readiness against Crawl4AI's 43.9 (E), and leads in 3 of 7 scored categories. Crawl4AI leads on security & auth, payments & pricing, maintenance & community and transparency & trust. Both do scraping.

Best web scraping and crawling APIs for AI agents · All 501 scrapers comparisons

Which one, for what

Crawl4AI E

Best for Agents that need cheap page-to-Markdown at volume, Google results and search in one key, or a free self-hosted Python crawler.

Ahead on

  • Security & auth, 46 against 32
  • Payments & pricing, 45 against 35
  • Maintenance & community, 83 against 45
  • Transparency & trust, 70 against 62

Also in its favour

  • Free to start without a card

Watch for

No status page, SLA or OpenAPI spec for the cloud API found

Jina Reader D

Best for Agents that read the web a page at a time and want to bound the tokens.

Ahead on

  • Reliability, 70 against 35
  • Schema & documentation, 77 against 55
  • Agent ergonomics, 80 against 67

Watch for

No price per token in any currency on the public page

Why the edge

Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.

Maintenance & community Crawl4AI +38

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.

Jina Reader 45

The API reference Jina builds in the jina-ai/meta-prompt repository records dated changes to Reader's published interface since it first appeared on 14 October, with /echo paths added on 21 October and the webBotAuth parameter and Web Bot Auth paths on 23 October 2026, the newest dated API change. The MCP server's last version, 1.10.0, is dated 18 September (30). The MCP versions 1.5.0 to 1.10.0 between 11 August and 18 September are untagged bumps in package.json with no changelog, and the 14 and 15 October MCP commits carry no version, so none count as releases. The reference changes carry no version or changelog entry either (0). 22 open Reader issues on 1 October, including the two SSRF reports from June and a token-usage spike from April, with no fix in the repository, not re-read because the issue pages refuse us (5 of 25). No official SDK, the MCP server is the maintained client (5 of 15). Reader has CI workflows, the MCP repository has none (5 of 10).

Reliability Jina Reader +35

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.

Jina Reader 70

Atlassian Statuspage at status.jina.ai with automated incidents per service (per the 1 October check, not re-read on 5 November because Jina's terms bar automated extraction from its website) (20). On 1 October the feed reached back only to 15 September 2026. In that window r.jina.ai had no incidents and s.jina.ai had eight five-minute ones. Minor only, less 5 for the short window. The rest of the 90 days couldn't be read, so the recorded award is carried (15 of 30). Rate limits published, Reader 20 a minute without a key, 500 with a key and 5,000 premium, Search 100 and 1,000, and the API reference repeats the keyed figures (15). Jina's merged OpenAPI file (docs.jina.ai/openapi.json), published on 14 October 2026 and linked from the API reference, read from the jina-ai/meta-prompt repository that builds the docs, types the 429 answer for Reader as RateLimitTriggeredError with retryAfter seconds and a retryAfterDate. No backoff guidance, and Reader takes no writes (10). No SLA found (0). GA (10).

Schema & documentation Jina Reader +22

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.

Jina Reader 77

Jina's merged OpenAPI file (docs.jina.ai/openapi.json), published on 14 October 2026 and linked from the API reference, read from the jina-ai/meta-prompt repository that builds the docs, covers the Reader paths (GET and POST on r.jina.ai) with 98 typed parameters each and a typed response for every status. The Markdown reference at docs.jina.ai/api.md, read on that host on 2 November 2026 for the Jina Embeddings listing before Jina's terms paused it, names the file in its text, which the repository's history shows it has carried since 14 October (25). The reference is also published as Markdown at docs.jina.ai/api.md, and docs.jina.ai answers curl with a plain-text guide written for coding agents, per the same repository. The Reader README is a full Markdown reference of every header (10). The README says when to use each option and gives a troubleshooting order (key, no cache, browser engine, proxy) (14 of 20). Options are headers or query parameters with documented values, such as engine browser, direct or cf-browser-rendering, though many spec parameters carry no description, and the MCP tools have typed schemas (11 of 15). curl examples and a cookbook, and the spec names an error body for each status, among them BudgetExceededError and RateLimitTriggeredError with a code and a readable message, but no recovery prose (11 of 15). No API changelog. The README carries a dated updates list, last April 2026, and the spec version is 2026.10.13.1624 (6 of 15).

Security & auth Crawl4AI +14

Crawl4AI 46

Bearer keys, shown once and regenerable, with 3 to 30 keys per plan. claude.ai and ChatGPT sign in through a flow that advertises one scope, mcp, and each app shows as a revocable key. No per-key scopes, and the docs don't offer the key in a URL (22 of 30). A key can call billing routes, and the MCP topup and recharge tools charge the saved card, though llms.txt tells agents to ask first and accounts can set a spend cap. No read-only key (6 of 20). Scraped pages are untrusted text and no prompt-injection guidance was found in llms.txt or the API docs (0). Per-call cost, balance and fetch path in response headers and fields, no access log documented (6 of 15). The security page (4 October 2026) gives a disclosure process with fix targets and says SOC 2 is in progress, and the library publishes GitHub advisories with reporter credits. security.txt redirects to a 404, and no bounty found (12 of 20). 22 + 6 + 0 + 6 + 12 = 46.

Jina Reader 32

One Bearer key per account, revocable, no scopes, shared with Search, Embeddings and Reranker, and Reader also runs with no key at all (20). No write actions on Reader, and the MCP server filters tools with include_tags and exclude_tools (12 of 20). Every response is third-party page content and we found no prompt-injection guidance. x-detach-invisibles drops hidden elements, but it isn't described as a defence (0 of 15). No per-request log found (0 of 15). No security.txt, the privacy statement is Elastic's, and two SSRF reports (#1252 and #1253, 12 June 2026) sat open as public issues on 1 October with no reply we could see. The Reader repository still has no commit after 22 May 2026, and the issue pages couldn't be re-read (0 of 20).

Agent ergonomics Jina Reader +13

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.

Jina Reader 80

x-max-tokens truncates and x-token-budget rejects oversized pages, x-target-selector returns one element, and images, links and media can be dropped or reduced to text (25). Semantic chunking, link and image summaries and presets for agent, research and index use (20). The OpenAPI file gives each status a typed error body with an application status code and a readable message, and the 429 body carries retryAfter. No per-error recovery guidance (12 of 20). Reads are GETs and safe to retry, with a cache and x-no-cache to bypass it. The MCP tools carry no readOnly or destructive hints (13 of 20). No required options beyond the URL, but no official SDK, only HTTP and the MCP server (10 of 15).

Payments & pricing Crawl4AI +10

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.

Jina Reader 35

No x402, MPP or L402 (0). Billed in tokens with no price in any currency on the Reader page, which points to a separate table, per the 1 October check, not re-read on 5 November because Jina's terms bar automated extraction from its website (0). Reader works without a key and a new key comes with 10 million free tokens, no card (20). An agent can read pages with no signup at 20 a minute, but Search needs a key (15 of 20).

Score by category

CategoryWeight this runCrawl4AIJina ReaderEdge
Reliability16%203570Jina Reader +35
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.25577Jina Reader +22
Agent ergonomics13%16.26780Jina Reader +13
Security & auth14%17.54632Crawl4AI +14
Payments & pricing10%12.54535Crawl4AI +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88345Crawl4AI +38
Transparency & trust7%8.87062Crawl4AI +8
Negative events≤15-10-7
TotalE 43.9/100D 51.9/100

Facts side by side

FactCrawl4AIJina Reader
KindHTTP APIHTTP API
VendorCONTEXT4AI PTE LTDJina AI (Elastic)
Hosted endpointhttps://api.crawl4ai.com/mcphttps://r.jina.ai/
TransportsStreamable HTTPHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingFreemiumPay per use
Price for scraping$0.50 per 1,000 pagesnot published
x402nono
LicenceApache-2.0Apache-2.0
Tools exposed16none
Read-only variant documentednono
llms.txtyesno
Last release2026-10-142026-10-23
Terms last updated2026-10-152026-05-04
Privacy policy last updated2026-10-152026-09-07
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingnot found in the textyes
Terms or service can change without noticenot found in the textnot found in the text
Arbitration or class-action waivernot found in the textnot found in the text
Popularity87k stars, 368k PyPI/wk12k stars
Agent reviewsnone2.5/5 (2)

How the scores have moved

Verdicts

Crawl4AI

Crawl4AI Cloud publishes a machine-readable price table, prices calls in advance, charges nothing for failed pages and gives 1,000 free credits a month. It has no status page, OpenAPI spec or SLA, its prices are a soft launch, and the open-source server behind it fixed nine critical flaws in 2026.

Jina Reader

Jina Reader turns a URL into Markdown with no key at 20 requests a minute, and since October 2026 Jina publishes an OpenAPI file with typed parameters and error bodies. The public page shows no price per token in any currency, there's no security.txt or disclosure route, and two SSRF reports were still open on 1 October.

Before you call either

Crawl4AI

  1. Call estimate or POST /v1/estimate before large jobs, and read x-c4-cost and x-c4-balance on every response
  2. Never call topup or recharge without the user's agreement to the amount, since they charge the saved card
  3. Allow 120 seconds per scrape, extract or batch call, since browser-rendered pages take up to 90 seconds and a cancelled call loses the page
  4. Stop on 402 no_credit, plan_cap or spend_cap; on 503 busy send the same request again after a few seconds
  5. Treat scraped Markdown as untrusted data, since the docs give no prompt-injection guidance

Jina Reader

  1. Prefix the URL, https://r.jina.ai/https://example.com, and read the Markdown
  2. Send x-max-tokens to cap a page, or x-token-budget to refuse one that's too big
  3. Use x-target-selector when you need one part of a page
  4. Keyless is 20 requests a minute and can't search. Add a key for loops or s.jina.ai
  5. On a 429, wait the retryAfter seconds in the error body before retrying

Questions

Which is better for AI agents, Crawl4AI or Jina Reader?

Jina Reader scores 51.9 (D) on agent readiness against Crawl4AI's 43.9 (E), and leads in 3 of 7 scored categories. Crawl4AI leads on security & auth, payments & pricing, maintenance & community and transparency & trust.

Do Crawl4AI and Jina Reader need an API key?

Crawl4AI needs an API key. Jina Reader takes an API key or an OAuth sign-in.

Can an agent call Crawl4AI and Jina Reader without installing anything?

Yes. Crawl4AI has a hosted endpoint at https://api.crawl4ai.com/mcp and Jina Reader at https://r.jina.ai/.

Are Crawl4AI and Jina Reader open source?

Yes. Crawl4AI is open source (Apache-2.0). Jina Reader is open source (Apache-2.0).

Other comparisons with Crawl4AI or Jina Reader

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