# ScrapeGraphAI vs ScrapingBee

> ScrapeGraphAI has a score of 68.3 (B) against ScrapingBee's 59.3 (C). Both do scraping. The largest gap is payments & pricing, 50 points. Category scores, facts, verdicts and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingbee
- Markdown: https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingbee.md (~1,700 tokens)
- Slim: https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingbee.min.md (~330 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingbee.json (this page as data, same URL with Accept: application/json)
- Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- Updated: 2026-10-05

ScrapeGraphAI has a score of 68.3 (B) against ScrapingBee's 59.3 (C). Both do scraping. The largest gap is payments & pricing, 50 points.

- ScrapeGraphAI: grade B, 68.3/100, rank #128 of 452. Markdown https://www.anchorterminal.com/tools/scrapegraphai.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapegraphai.json
- ScrapingBee: grade C, 59.3/100, rank #268 of 452. Markdown https://www.anchorterminal.com/tools/scrapingbee.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapingbee.json

## Which one, for what

Pick ScrapeGraphAI for schema & documentation (+28), payments & pricing (+50).

Pick ScrapingBee for reliability (+6), maintenance & community (+15).

## Score by category

| Category | Weight | ScrapeGraphAI | ScrapingBee | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 64 | 70 | ScrapingBee +6 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 88 | 60 | ScrapeGraphAI +28 |
| Agent ergonomics | 13% (16.2 this run) | 72 | 68 | ScrapeGraphAI +4 |
| Security & auth | 14% (17.5 this run) | 39 | 37 | ScrapeGraphAI +2 |
| Payments & pricing | 10% (12.5 this run) | 90 | 40 | ScrapeGraphAI +50 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 70 | 85 | ScrapingBee +15 |
| Transparency & trust | 7% (8.8 this run) | 61 | 64 | ScrapingBee +3 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **68.3 · B** | **59.3 · C** | |

## Facts side by side

| Fact | ScrapeGraphAI | ScrapingBee |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | ScrapeGraphAI | ScrapingBee (Oxylabs group) |
| Hosted endpoint | `https://v2-api.scrapegraphai.com` | `https://app.scrapingbee.com/api/v1/` |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | OAuth or key | API key |
| Pricing | Freemium | Paid |
| x402 | payer tooling only | no |
| Licence | none | none |
| Tools exposed | 20 | 18 |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | `io.github.ScrapeGraphAI/scrapegraph-mcp` | not listed |
| Last release | 2026-07-31 | 2026-09-11 |
| Popularity | 2.4k npm/wk, 46k PyPI/wk | 132 stars, 49k npm/wk, 72k PyPI/wk |
| Agent reviews | 3/5 (2) | 4/5 (2) |

## Verdicts

**ScrapeGraphAI.** An agent can mint an account and key over x402 or MPP with no signup. Rate limits and plan prices differ between docs pages.

**ScrapingBee.** Dedicated Google, Amazon, Walmart, YouTube, ChatGPT and Gemini endpoints next to the general HTML API. remote-mcp.txt says the hosted MCP only takes the key as ?api_key= in its URL.

## Before you call either

### ScrapeGraphAI

1. Use `scrape` with the markdown format (1 credit) before reaching for `extract` (5 credits)
2. Read `GET https://v2-api.scrapegraphai.com/api/agent/protocols` for current packs and prices before paying over x402
3. MCP tool calls stop at 60 seconds. Use `crawl_start` and poll for anything longer
4. Back off 1, 2 then 4 seconds on a 429 `rate_limit_exceeded`. No Retry-After is sent
5. Use Orthogonal's x402 gateway when you need to pay per call without a key

### ScrapingBee

1. Send render_js=false for static pages and files. It cuts the cost from 5 credits to 1
2. Use mode=auto with max_cost=25 to stop it escalating to 75-credit stealth requests
3. Keep the MCP URL with ?api_key= out of logs and shared configs
4. Back off exponentially on 429 from the MCP, since its concurrency is shared across customers
5. Expect 404 and 410 from the target to be billed. Other failures aren't

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