Head to head · Scraping · October 2026 research run
Crawl4AI vs Diffbot
Diffbot scores 56.1 (C) on agent readiness against Crawl4AI's 43.9 (E), and leads in 2 of 7 scored categories. Crawl4AI leads on security & auth, payments & pricing and maintenance & community. 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 21
- Payments & pricing, 45 against 40
- Maintenance & community, 83 against 77
Also in its favour
- Open source
Watch for
No status page, SLA or OpenAPI spec for the cloud API found
Diffbot C
Best for Agents that want typed article, product or discussion data from arbitrary pages without writing selectors, and teams that also want the Knowledge Graph.
Ahead on
- Reliability, 55 against 35
- Schema & documentation, 83 against 55
Also in its favour
- No incidents deducted, where Crawl4AI loses 10 points for them
Watch for
The token is sent as the token query parameter on Extract and Knowledge Graph calls. It is the only scheme in the OpenAPI file
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.
Schema & documentation Diffbot +28
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.
Diffbot 83
The Extract APIs have a public OpenAPI 3.1.0 file, version 1.1.0, with 13 operations, and the reference pages are generated from it. We read that file and one rendered page. The descriptions for Crawl, Knowledge Graph and Web Search were not read (25). llms.txt exists but is a short index with no Markdown twins of the docs pages found (5 of 10). The Analyze API page has sections on when to use it and when not to (17 of 20). Parameters are typed, url is the one required field and the file has 15 enums, but fields is a comma-separated string and the file defines no shared response schemas (10 of 15). The file carries 24 examples. It documents only 200 and 500, with separate docs pages for 401, 404, 429 and 457 (11 of 15). The path is versioned /v3 and a dated changelog with RSS runs from 2015 to 15 June 2026 (15). All per the 9 October check, not re-read on 4 November (terms bar automated access to the site). 25 + 5 + 17 + 10 + 11 + 15 = 83.
Security & auth Crawl4AI +25
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.
Diffbot 21
One token per account, sent in the URL query string as the documented and only scheme in the OpenAPI file. Tokens are revocable in the dashboard per a June 2025 changelog title, and child tokens exist on Plus and above (20 of 30, less 10 for the secret in the URL, so 10). Child tokens have the same rights as the primary one and there is no read-only mode. The skills limit the agent to the db binary through allowed-tools (5 of 20). The API returns untrusted web content and no guidance on prompt injection was found (0 of 15). The token details page shows usage activity and an Account API reports usage. No per-call log was found (6 of 15). No security.txt, security page, certification or bug bounty was found on the pages read, and the privacy policy says some API calls rely on HTTP without encryption (0 of 20). Site pages per the 9 October check, not re-read on 4 November. OSV lists no advisory for diffbot on PyPI or @diffbot/typescript on npm on 4 November. 10 + 5 + 0 + 6 + 0 = 21.
Reliability Diffbot +20
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.
Diffbot 55
Graded as a hosted API. status.diffbot.com is a Pingdom public report with 13 checks, among them Analyze API, Article API, Crawlbot and Websearch, with daily uptime for seven days and no incident notes (15 of 20). No 90-day record can be read. In the week to 9 October 2026 Analyze API shows 99.69 per cent, with 2, 11 and 17 minutes down on 4, 5 and 6 October, and Article API 5, 9 and 2 minutes on 5 to 7 October (5 of 30, the line for no readable history). Rate limits are published per plan, 5 calls a minute on Free, 5 a second on Startup and 25 a second on Plus (15). The 429 page says to pause one second and back off. No Retry-After header is documented, though the official client reads one (10 of 15). No SLA was found (0). The Extract APIs are at /v3 with no beta label (10). All per the 9 October check, not re-read on 4 November: Diffbot's terms bar software that scrapes or crawls the Site or Service, so its site and status report weren't fetched. 15 + 5 + 15 + 10 + 0 + 10 = 55.
Maintenance & community Crawl4AI +6
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.
Diffbot 77
Every dated source of the vendor's own was looked for in its GitHub repositories, since its site wasn't re-read. The official Python client, diffbot in the listing's packages, was tagged v3.1.0 on 29 October 2026, adding a Web Search snippet_length option, and the agent skills were tagged v1.2.0 the same day with rewritten skill content, 6 days before this check (30; was 10 on the API changelog's 15 June 2026 entry, which is per the 9 October check, not re-read on 4 November). In the 90 days from 6 August, the skills were tagged v1.1.0 (12 August, five new skills), v1.1.1 (13 August, a plugin marketplace manifest, counted half) and v1.2.0, and the Python client v3.0.0 (28 September) and v3.1.0, counted half as SDK tags, 3.5 in all (20). A public changelog with RSS and a support address exist. GitHub issues were not read (8 of 15 for a closed service). Python and TypeScript clients exist, but the docs named the packages diffbot-python and diffbot-typescript on 9 October while the repositories publish diffbot and @diffbot/typescript, and the TypeScript repository has no tag and no commit since 17 August 2026 (12 of 15). The Python repository tests on Python 3.9 to 3.13. We did not see CI results (7 of 10). 30 + 20 + 8 + 12 + 7 = 77.
Payments & pricing Crawl4AI +5
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.
Diffbot 40
No x402, MPP or L402 was found (0 of 40). Plan prices, the credit cost of each action and overage per credit are public without a login (20). The Free plan has 10,000 credits a month and needs no card (20). A person signs up in a browser at app.diffbot.com to get a token (0). Pricing per the 9 October check, not re-read on 4 November. 0 + 20 + 20 + 0 = 40.
Score by category
| Category | Weight this run | Crawl4AI | Diffbot | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 35 | 55 | Diffbot +20 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 55 | 83 | Diffbot +28 |
| Agent ergonomics | 13%16.2 | 67 | 63 | Crawl4AI +4 |
| Security & auth | 14%17.5 | 46 | 21 | Crawl4AI +25 |
| Payments & pricing | 10%12.5 | 45 | 40 | Crawl4AI +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 83 | 77 | Crawl4AI +6 |
| Transparency & trust | 7%8.8 | 70 | 68 | Crawl4AI +2 |
| Negative events | ≤15 | -10 | 0 | |
| Total | E 43.9/100 | C 56.1/100 |
Facts side by side
| Fact | Crawl4AI | Diffbot |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | CONTEXT4AI PTE LTD | Diffbot Technologies Corp. |
| Hosted endpoint | https://api.crawl4ai.com/mcp | https://api.diffbot.com/v3 |
| Transports | Streamable HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Freemium | Freemium |
| Price for scraping | $0.50 per 1,000 pages | not published |
| x402 | no | no |
| Licence | Apache-2.0 | Proprietary service under Diffbot's Terms of Use. The Python client, the TypeScript client and the agent skills are MIT |
| Tools exposed | 16 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-14 | 2026-10-29 |
| Terms last updated | 2026-10-15 | no date given |
| Privacy policy last updated | 2026-10-15 | 2025-08-29 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | not found in the text | not found in the text |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | 87k stars, 368k PyPI/wk | 9 npm/wk |
How the scores have moved
Crawl4AI
No score change since it was listed.
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.
Diffbot
Extract returns typed JSON for articles, products, discussions and other page types with no selectors to write, under a public OpenAPI 3.1 contract and a free plan that needs no card. The API token travels in the URL query string, tokens carry no scopes, and no security page, certification or security.txt was found.
Before you call either
Crawl4AI
- Call
estimateor POST /v1/estimate before large jobs, and readx-c4-costandx-c4-balanceon every response - Never call
topuporrechargewithout the user's agreement to the amount, since they charge the saved card - 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
- Stop on 402 no_credit, plan_cap or spend_cap; on 503 busy send the same request again after a few seconds
- Treat scraped Markdown as untrusted data, since the docs give no prompt-injection guidance
Diffbot
- Call
GET https://api.diffbot.com/v3/analyze?url=<encoded URL>&token=<token>when the page type is unknown. Use/v3/articleor/v3/productto force one schema - Keep the token out of logs and shared URLs. It sits in the query string, so any proxy or log that records the request URL records the token
- Stay under 5 calls a minute on Free, 5 a second on Startup and 25 a second on Plus. On 429 wait at least one second and back off
- Check a 200 response for
errorCode. The official client raisesExtractionErrorwhen a 200 reports a failed extraction - Set
useProxy=defaultonly when a site blocks the fetch. A proxied page costs 2 credits against 1 - Install
diffbotfrom PyPI, notdiffbot-python, which stopped at 0.3.0
Questions
Which is better for AI agents, Crawl4AI or Diffbot?
Diffbot scores 56.1 (C) on agent readiness against Crawl4AI's 43.9 (E), and leads in 2 of 7 scored categories. Crawl4AI leads on security & auth, payments & pricing and maintenance & community.
Do Crawl4AI and Diffbot need an API key?
Both need an API key.
Can an agent call Crawl4AI and Diffbot without installing anything?
Yes. Crawl4AI has a hosted endpoint at https://api.crawl4ai.com/mcp and Diffbot at https://api.diffbot.com/v3.
Are Crawl4AI and Diffbot open source?
Crawl4AI is open source (Apache-2.0). No open-source release is listed for Diffbot.
Other comparisons with Crawl4AI or Diffbot
- Bright Data vs Crawl4AI
- Bright Data vs Diffbot
- BrowserAct vs Crawl4AI
- BrowserAct vs Diffbot
- Context.dev vs Crawl4AI
- Context.dev vs Diffbot
- Crawl4AI vs fastCRW
- Crawl4AI vs Decodo Web Data API
- Crawl4AI vs jevcrawl
- Crawl4AI vs Jina Reader
- Crawl4AI vs Microlink
- Crawl4AI vs Olostep
- Crawl4AI vs Outcrawl
- Crawl4AI vs Oxylabs Web Scraper API
- Crawl4AI vs Scrape.do
- Crawl4AI vs ScrapeGraphAI
- Crawl4AI vs Scrapeless
- Crawl4AI vs ScrapeOps Proxy API Aggregator
- Crawl4AI vs ScraperAPI
- Crawl4AI vs Scrapewise
- Crawl4AI vs Scrapfly
- Crawl4AI vs ScrapingAnt
- Crawl4AI vs ScrapingBee
- Crawl4AI vs Scrapingdog
- Crawl4AI vs Spider
- Crawl4AI vs WebScraping.AI
- Crawl4AI vs ZenRows
- Crawl4AI vs Zyte API
- fastCRW vs Diffbot
- Decodo Web Data API vs Diffbot
- Diffbot vs Jina Reader
- Diffbot vs Scrape.do
- Diffbot vs Scrapeless
- Crawl4AI vs Firecrawl MCP
- Crawl4AI vs Qovia
- Crawl4AI vs ScrapeAtlas
- Crawl4AI vs SoldFetch
- Diffbot vs Firecrawl MCP
- Diffbot vs jevcrawl
- Diffbot vs Microlink
- Diffbot vs Olostep
- Diffbot vs Outcrawl
- Diffbot vs Oxylabs Web Scraper API
- Diffbot vs Qovia
- Diffbot vs ScrapeAtlas
- Diffbot vs ScrapeGraphAI
- Diffbot vs ScrapeOps Proxy API Aggregator
- Diffbot vs ScraperAPI
- Diffbot vs Scrapewise
- Diffbot vs Scrapfly
- Diffbot vs ScrapingAnt
- Diffbot vs ScrapingBee
- Diffbot vs Scrapingdog
- Diffbot vs SoldFetch
- Diffbot vs Spider
- Diffbot vs WebScraping.AI
- Diffbot vs ZenRows
- Diffbot vs Zyte API
- Apify MCP Server vs Crawl4AI
- Apify MCP Server vs Diffbot
Machine-readable
- This page as Markdown
/compare/crawl4ai-vs-diffbot.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/crawl4ai.json·/api/v1/tools/diffbot.json - From a terminal
anchor compare crawl4ai diffbot(the CLI) - Over MCP
compare_tools {"a": "crawl4ai", "b": "diffbot"}at/mcp, no key