# ScrapeGraphAI vs Scrapfly > Scrapfly has a score of 69.8 (B) against ScrapeGraphAI's 68.3 (B). 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-scrapfly - Markdown: https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapfly.md (~1,750 tokens) - Slim: https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapfly.min.md (~330 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapfly.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 Scrapfly has a score of 69.8 (B) against ScrapeGraphAI's 68.3 (B). 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 - Scrapfly: grade B, 69.8/100, rank #107 of 452. Markdown https://www.anchorterminal.com/tools/scrapfly.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapfly.json ## Which one, for what Pick ScrapeGraphAI for reliability (+14), payments & pricing (+50). Pick Scrapfly for schema & documentation (+7), agent ergonomics (+8), security & auth (+31), maintenance & community (+14), transparency & trust (+16). ## Score by category | Category | Weight | ScrapeGraphAI | Scrapfly | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 64 | 50 | ScrapeGraphAI +14 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 88 | 95 | Scrapfly +7 | | Agent ergonomics | 13% (16.2 this run) | 72 | 80 | Scrapfly +8 | | Security & auth | 14% (17.5 this run) | 39 | 70 | Scrapfly +31 | | 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 | 84 | Scrapfly +14 | | Transparency & trust | 7% (8.8 this run) | 61 | 77 | Scrapfly +16 | | Negative events | ≤15 | 0 | 0 | | | **Total** | | **68.3 · B** | **69.8 · B** | | ## Facts side by side | Fact | ScrapeGraphAI | Scrapfly | | --- | --- | --- | | Kind | HTTP API | HTTP API | | Vendor | ScrapeGraphAI | Scrapfly (Joam Intelligence, LLC) | | Hosted endpoint | `https://v2-api.scrapegraphai.com` | `https://api.scrapfly.io/scrape` | | Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio | | Auth | OAuth or key | OAuth or key | | Pricing | Freemium | Freemium | | x402 | payer tooling only | no | | Licence | none | none | | Tools exposed | 20 | 61 | | 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` | `io.scrapfly.mcp/mcp` | | Last release | 2026-07-31 | 2026-09-08 | | Popularity | 2.4k npm/wk, 46k PyPI/wk | 14 stars, 21k npm/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. **Scrapfly.** The error catalogue documents HTTP status, retry behaviour and billing for over 100 codes. The MCP server loads 61 tools at once. ## 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 ### Scrapfly 1. Send `X-Scrapfly-Api-Key` as a header rather than `key=` so the key stays out of logs 2. Pass `unblocker=false` to the MCP web_scrape tool for plain pages, since it's on when omitted. `asp` is the deprecated alias 3. Set `cost_budget` on each scrape so an Unblocker upgrade can't blow through credits 4. Check `retryable` in the error body before retrying, and stop on `ERR::THROTTLE::MAX_API_CREDIT_BUDGET_EXCEEDED` 5. Use web_get_page for a simple fetch and save cloud_browser_open for pages that need clicks ## Other comparisons with ScrapeGraphAI or Scrapfly - [Bright Data vs ScrapeGraphAI](https://www.anchorterminal.com/compare/bright-data-vs-scrapegraphai.md) - [Bright Data vs Scrapfly](https://www.anchorterminal.com/compare/bright-data-vs-scrapfly.md) - [Jina Reader vs ScrapeGraphAI](https://www.anchorterminal.com/compare/jina-reader-vs-scrapegraphai.md) - [Jina Reader vs Scrapfly](https://www.anchorterminal.com/compare/jina-reader-vs-scrapfly.md) - [Olostep vs ScrapeGraphAI](https://www.anchorterminal.com/compare/olostep-vs-scrapegraphai.md) - [Olostep vs Scrapfly](https://www.anchorterminal.com/compare/olostep-vs-scrapfly.md) - [Scrape.do vs ScrapeGraphAI](https://www.anchorterminal.com/compare/scrape-do-vs-scrapegraphai.md) - [Scrape.do vs Scrapfly](https://www.anchorterminal.com/compare/scrape-do-vs-scrapfly.md) - [ScrapeGraphAI vs Scrapeless](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapeless.md) - [ScrapeGraphAI vs ScrapingAnt](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingant.md) - [ScrapeGraphAI vs ScrapingBee](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingbee.md) - [ScrapeGraphAI vs Scrapingdog](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingdog.md) - [ScrapeGraphAI vs Spider](https://www.anchorterminal.com/compare/scrapegraphai-vs-spider-cloud.md) - [ScrapeGraphAI vs ZenRows](https://www.anchorterminal.com/compare/scrapegraphai-vs-zenrows.md) - [Scrapeless vs Scrapfly](https://www.anchorterminal.com/compare/scrapeless-vs-scrapfly.md) - [Scrapfly vs ScrapingAnt](https://www.anchorterminal.com/compare/scrapfly-vs-scrapingant.md) - [Scrapfly vs ScrapingBee](https://www.anchorterminal.com/compare/scrapfly-vs-scrapingbee.md) - [Scrapfly vs Scrapingdog](https://www.anchorterminal.com/compare/scrapfly-vs-scrapingdog.md) - [Scrapfly vs Spider](https://www.anchorterminal.com/compare/scrapfly-vs-spider-cloud.md) - [Scrapfly vs ZenRows](https://www.anchorterminal.com/compare/scrapfly-vs-zenrows.md) - [Firecrawl MCP vs ScrapeGraphAI](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapegraphai.md) - [Firecrawl MCP vs Scrapfly](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly.md) - [Apify MCP Server vs ScrapeGraphAI](https://www.anchorterminal.com/compare/apify-mcp-vs-scrapegraphai.md) - [Apify MCP Server vs Scrapfly](https://www.anchorterminal.com/compare/apify-mcp-vs-scrapfly.md)