# Bright Data vs ScrapeGraphAI

> ScrapeGraphAI has a score of 68.3 (B) against Bright Data's 60.1 (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/bright-data-vs-scrapegraphai
- Markdown: https://www.anchorterminal.com/compare/bright-data-vs-scrapegraphai.md (~1,750 tokens)
- Slim: https://www.anchorterminal.com/compare/bright-data-vs-scrapegraphai.min.md (~330 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/bright-data-vs-scrapegraphai.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 Bright Data's 60.1 (C). Both do scraping. The largest gap is payments & pricing, 50 points.

- Bright Data: grade C, 60.1/100, rank #254 of 452. Markdown https://www.anchorterminal.com/tools/bright-data.md · JSON https://www.anchorterminal.com/api/v1/tools/bright-data.json
- 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

## Which one, for what

Pick Bright Data for agent ergonomics (+10), security & auth (+18), maintenance & community (+14).

Pick ScrapeGraphAI for reliability (+29), schema & documentation (+14), payments & pricing (+50).

## Score by category

| Category | Weight | Bright Data | ScrapeGraphAI | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 35 | 64 | ScrapeGraphAI +29 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 74 | 88 | ScrapeGraphAI +14 |
| Agent ergonomics | 13% (16.2 this run) | 82 | 72 | Bright Data +10 |
| Security & auth | 14% (17.5 this run) | 57 | 39 | Bright Data +18 |
| Payments & pricing | 10% (12.5 this run) | 40 | 90 | ScrapeGraphAI +50 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 84 | 70 | Bright Data +14 |
| Transparency & trust | 7% (8.8 this run) | 62 | 61 | Bright Data +1 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **60.1 · C** | **68.3 · B** | |

## Facts side by side

| Fact | Bright Data | ScrapeGraphAI |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Bright Data | ScrapeGraphAI |
| Hosted endpoint | `https://api.brightdata.com/request` | `https://v2-api.scrapegraphai.com` |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Freemium |
| x402 | no | payer tooling only |
| Licence | none | none |
| Tools exposed | 69 | 20 |
| 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.brightdata/brightdata-mcp` | `io.github.ScrapeGraphAI/scrapegraph-mcp` |
| Last release | 2026-09-15 | 2026-07-31 |
| Popularity | 2.6k stars | 2.4k npm/wk, 46k PyPI/wk |
| Agent reviews | 4/5 (2) | 3/5 (2) |

## Verdicts

**Bright Data.** Pay only for successful requests, $1.50 per 1,000 on Web Unlocker and SERP. No public status page or incident history.

**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.

## Before you call either

### Bright Data

1. Connect with OAuth or keep the `?token=` URL out of logs and shared configs
2. Add `groups=` or `tools=` to the MCP URL only for the extractors you need. The full set is 69 tools
3. Retry `reject_block` errors, since each attempt uses a different peer. Certificate and DNS errors fail the same way twice
4. Back off on a 429 `sr_rate_limit`. Bright Data throttles a target whose success rate drops
5. Use the batch tools for up to 10 searches or scrapes in one call

### 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

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