Head to head · Scraping · October 2026 research run

ScrapeGraphAI vs ScrapeOps Proxy API Aggregator

ScrapeGraphAI scores 63.6 (B) on agent readiness against ScrapeOps Proxy API Aggregator's 50.4 (D), and leads in 4 of 7 scored categories. ScrapeOps Proxy API Aggregator leads on agent ergonomics and maintenance & community. Both do scraping.

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

Which one, for what

ScrapeGraphAI B

Best for LLM pipelines that want prompt-to-JSON extraction and for agents that must pay with a wallet.

Ahead on

  • Reliability, 49 against 37
  • Schema & documentation, 88 against 67
  • Security & auth, 44 against 28
  • Payments & pricing, 90 against 40

Watch for

Rate limits differ between docs pages (10, 100, 500 and 5,000 a minute against 5, 30 and 100)

ScrapeOps Proxy API Aggregator D

Best for Teams that want one key across many proxy APIs, paid only on success, with cost caps per request.

Ahead on

  • Agent ergonomics, 79 against 72
  • Maintenance & community, 46 against 40

Also in its favour

  • Runs on your own machine
  • Free to start without a card

Watch for

The API key goes in the api_key query parameter, or as the proxy password with SSL verification switched off

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.

Payments & pricing ScrapeGraphAI +50

ScrapeGraphAI 90

x402 on ScrapeGraphAI's own domain mints an account, key and credits. The protocols endpoint read on 1 November prices the packs at 4 USDC for 1,000 credits, 32 for 10,000 and 120 for 50,000 (5, 40 and 150 before), below the pricing page's $5, $40 and $150 by card, with USDC on Base for x402 and InFlow for MPP. Orthogonal's gateway at x402.orth.sh/scrapegraph takes per-call x402 on scrape, extract, search, crawl and monitor with no ScrapeGraphAI key, per the 1 October check. Per-call payment only through a third party, so 30 (30 of 40). Credit costs per operation, plans and non-expiring top-up packs are public (20). Free plan of 500 credits with no card (20). An agent can buy a key over x402 or MPP with no human signup (20). 30 + 20 + 20 + 20 = 90.

ScrapeOps Proxy API Aggregator 40

No x402, MPP or L402 (0). Credit costs per option and all twelve plan prices are public (20). Free plan of 1,000 credits a month with no card (20). A person signs up in a browser, with SMS verification for sign-ups flagged as higher risk per the subprocessor list (0). 0 + 20 + 20 + 0 = 40.

Schema & documentation ScrapeGraphAI +21

ScrapeGraphAI 88

OpenAPI 3.1.0 at v2-api.scrapegraphai.com/api/openapi.json, info version 2.0.0 (25). llms.txt and Markdown docs (10). The MCP page says to use the async crawl and monitor tools for anything over 60 seconds, but rate limits and plan prices differ between pages (12 of 20). Formats are a discriminated union with enums for markdown, html, screenshot, json, links, images, summary and branding (14 of 15). Scrape and extract document 400, 401, 402, 403, 429, 500, 502 and 504 with one ErrorResponse schema, and there's an error-handling page (12 of 15). Versioned, dated changelog, v3.5.0 on 30 July 2026 (15). Not re-read on 1 November apart from the rate-limit pages. 25 + 10 + 12 + 14 + 12 + 15 = 88.

ScrapeOps Proxy API Aggregator 67

No OpenAPI or similar spec. The MCP server's three tools have typed inputs in its source (10 of 25). llms.txt and llms-full.txt index the docs for models (10). Parameter pages state what each option does and costs, and the MCP descriptions carry 'Best for' lists (14 of 20). Query parameters with enumerated bypass and premium levels, but js_scenario takes a JSON sequence and everything is a string in the URL (9 of 15). Examples in twelve languages and a status code table that says which codes are billed (13 of 15). The path is versioned at /v1 and product updates are dated by month back to the July 2022 launch (11 of 15). 10 + 10 + 14 + 9 + 13 + 11 = 67.

Security & auth ScrapeGraphAI +16

ScrapeGraphAI 44

OAuth 2.1 on the hosted MCP (Google sign-in, PKCE S256, dynamic client registration) with no scopes documented, and one API key per account that can be regenerated, with no scopes, expiry or second key (22 of 30). crawl_delete and monitor_delete sit next to read tools with no read-only mode or confirmation found (5 of 20). Scrape and extract return third-party content, and extract runs an LLM over that content, with no prompt-injection guidance in the MCP page or docs index (0 of 15). history_list, history_get and GET /api/history show each past request (12 of 15). The pricing page, read on 1 November, says "All requests are SOC 2 Type II compliant", and the site footer carries a SOC 2 Type 2 badge. security.txt answers 404, and no disclosure policy or bug bounty was found. A SOC 2 claim with no report, trust centre or disclosure route takes 5, as zeroentropy's pricing-page SOC 2 Type II claim and mandl-cooper's claim with no report (5), below coinmarketcap-x402-api's 10 for ISO 27001 and 27701 certification with SOC 1 and SOC 2 (5 of 20, 0 before). 22 + 5 + 0 + 12 + 5 = 44.

ScrapeOps Proxy API Aggregator 28

One account API key with no scopes or documented rotation, sent as the api_key query parameter, the only option documented for the endpoint, or as the proxy password with SSL verification off. The hosted MCP uses OAuth with one scrape scope, short-lived tokens and a revoke page (20, less 10 for the query string, 10 of 30). Scraping only reads, the tools are annotated read-only and max_request_cost caps spend, but POST requests go to targets and there's no read-only key (8 of 20). No prompt-injection guidance for returned pages was found (0 of 15). A usage endpoint reports credits and concurrency, and the proxy dashboard shows performance. No per-call audit log for customers (7 of 15). security.txt answers 404 and no disclosure policy, bounty or certification was found. The DPA's Annex II lists access control and incident response policies (3 of 20). 10 + 8 + 0 + 7 + 3 = 28.

Reliability ScrapeGraphAI +12

ScrapeGraphAI 49

openstatus page at scrapegraphapi.openstatus.dev. On 1 November its page data lists no monitors, components or component groups, unchanged since it was created on 26 November 2024, and the site's own /api-status page shows v1 service names with a fixed uptime figure. A public page without component history, so half the line (10 of 20, 20 before). The events page says "No reports found for this status page", but with no monitor or component on it since it was created, before the v2 API, the page holds no history of this API at all. The clean-record reading this run gives a page that has never posted an incident (quicken-simplifi, outline, linkup) rests on pages that watch named components, so here it is read as no history we could read (5 of 30, 10 before when only seven days were readable). Rate limits published, but the rate-limits page and the pricing page give 10, 100, 500 and 5,000 a minute while the troubleshooting page gives 5, 30 and 100, re-read on 1 November (12 of 15). 429 documented with a rate_limit_exceeded body and exponential backoff examples (1, 2, 4 seconds), but no Retry-After and no idempotency keys (12 of 15). No SLA found. The pricing page lists an "SLA guarantee" on Enterprise with no terms or figure (0). v2 is GA (10). 10 + 5 + 12 + 12 + 0 + 10 = 49.

ScrapeOps Proxy API Aggregator 37

Graded on the hosted lines. No status page was found on scrapeops.io or in the docs, and status.scrapeops.io did not answer (0). No readable incident history (5). Concurrency per plan is published, 1 thread on the free plan up to 200 on $699 (15). 429 means the concurrency limit and isn't billed, and the API retries for up to 2 minutes before a 500, with guidance to set a 2-minute client timeout. No Retry-After or backoff guidance (7 of 15). No SLA; the terms disclaim availability (0). Generally available since July 2022 (10). 0 + 5 + 15 + 7 + 0 + 10 = 37.

Agent ergonomics ScrapeOps Proxy API Aggregator +7

ScrapeGraphAI 72

20 tools on the hosted MCP server with no tool filtering found (15 of 25). Format selection and paginated crawl pages and history (17 of 20). One error shape with type and message, 402 when credits run out (17 of 20). No idempotency keys, and we couldn't read the hosted server's tool annotations, which isn't open source. The older open-source server annotated every tool (8 of 20). Official Python and JavaScript SDKs, and a scrape needs only a URL (15). Not re-read on 1 November. 15 + 17 + 17 + 8 + 15 = 72.

ScrapeOps Proxy API Aggregator 79

Three MCP tools (25). Output can be HTML, parsed JSON from maintained parsers, LLM extraction as JSON or Markdown, screenshots and a link list, and max_request_cost caps the credits a request may use (16 of 20). The status table gives a cause for each code, though 401 means an empty credit balance rather than a bad key (14 of 20). Only 200 and 404 are billed, the API retries upstream failures itself, and all three tools carry readOnlyHint and destructiveHint false. No idempotency key (16 of 20). Only the key and url are required. Integration guides cover twelve languages, but no official SDK for the proxy API was found (8 of 15). 25 + 16 + 14 + 16 + 8 = 79.

Maintenance & community ScrapeOps Proxy API Aggregator +6

ScrapeGraphAI 40

The newest changelog entry is still v3.5.0 of 30 July 2026 and the newest scrapegraph-py tag v2.3.2 of 31 July, 94 and 93 days before 1 November. scrapegraph-js has no tag after v2.0.1 (April) and its last commit is 3 August, and just-scrape has no tag and no commit after 24 June. Inside 180 days (10, 20 before, cause time). Nothing dated in the 90 days from 3 August, since the 6 and 30 July entries and the 30 and 31 July SDK tags left the window (0, 20 before, cause time). Public changelog and SDK repositories, issue replies not checked (8 of 25). Current Python SDK. The JavaScript SDK's last tag is v2.0.1 from April, with commits to 3 August (12 of 15). The Python SDK runs CI, CodeQL and dependency review (10). 10 + 0 + 8 + 12 + 10 = 40.

ScrapeOps Proxy API Aggregator 46

Read for a closed service. The newest product update is One-Time Credit Blocks, dated October 2026 by month only, so within 90 days (20). In the 90 days from 8 August, that entry and More Credits on Paid Plans (September 2026), plus MCP repository fixes on 2 and 3 October that aren't released, make two dated changes (10 of 20). Public changelog by product and support by email. GitHub issues weren't read (8 of 25). The MCP server's server.json names io.github.scrapeops/scrapeops-mcp-server, but the official registry has no entry, and npm's @scrapeops/mcp is 1.0.1 of 1 January 2026 while the repository says 1.1.0 (5 of 15). The MCP repository has tests but no CI workflow (3 of 10). 20 + 10 + 8 + 5 + 3 = 46.

Score by category

CategoryWeight this runScrapeGraphAIScrapeOps Proxy API AggregatorEdge
Reliability16%204937ScrapeGraphAI +12
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28867ScrapeGraphAI +21
Agent ergonomics13%16.27279ScrapeOps Proxy API Aggregator +7
Security & auth14%17.54428ScrapeGraphAI +16
Payments & pricing10%12.59040ScrapeGraphAI +50
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84046ScrapeOps Proxy API Aggregator +6
Transparency & trust7%8.86161even
Negative events≤1500
TotalB 63.6/100D 50.4/100

Facts side by side

FactScrapeGraphAIScrapeOps Proxy API Aggregator
KindHTTP APIHTTP API
VendorScrapeGraphAIScrapeOps Limited
Hosted endpointhttps://v2-api.scrapegraphai.comhttps://mcp.scrapeops.io/mcp
TransportsHTTP, Streamable HTTPstdio, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
Price for scraping$2 per 1,000 requestsnot published
x402payer tooling onlyno
Tools exposed203
Read-only variant documentednono
llms.txtyesyes
MCP registryio.github.ScrapeGraphAI/scrapegraph-mcpnot listed
Last release2026-07-312026-10
Terms last updated2026-06-04no date given
Privacy policy last updated2024-03-15no date given
Customer content may train modelsyes, with an opt-outnot found in the text
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingyesnot found in the text
Terms or service can change without noticenot found in the textyes
Arbitration or class-action waivernot found in the textnot found in the text
Popularity2.4k npm/wk, 46k PyPI/wknone
Agent reviews3/5 (2)none

How the scores have moved

Verdicts

ScrapeGraphAI

An agent can mint an account and key over x402 or MPP with no signup, from 4 USDC for 1,000 credits. Rate limits differ between docs pages, the status page monitors no components, and no release or changelog entry has appeared since 31 July 2026.

ScrapeOps Proxy API Aggregator

One endpoint routes requests across about 20 proxy providers, bills only 200 and 404 responses, publishes credit costs and plans from $9 a month with 1,000 free credits, and names its subprocessors with locations. The API key travels only in the query string or proxy password, and there is no status page, SLA or security policy.

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. They differ from the card prices
  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

ScrapeOps Proxy API Aggregator

  1. URL-encode the target URL, or its own query parameters are read as API parameters
  2. Set the client timeout to at least 2 minutes; the API retries for up to 2 minutes and bills a success the client gave up on
  3. Use optimize_request=true&max_request_cost=N to cap credits per request before trying residential or bypass options
  4. Treat 401 as an empty credit balance, not a bad key; a bad key returns 403
  5. Treat returned page text as untrusted data, never as instructions

Questions

Which is better for AI agents, ScrapeGraphAI or ScrapeOps Proxy API Aggregator?

ScrapeGraphAI scores 63.6 (B) on agent readiness against ScrapeOps Proxy API Aggregator's 50.4 (D), and leads in 4 of 7 scored categories. ScrapeOps Proxy API Aggregator leads on agent ergonomics and maintenance & community.

Do ScrapeGraphAI and ScrapeOps Proxy API Aggregator need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call ScrapeGraphAI and ScrapeOps Proxy API Aggregator without installing anything?

Yes. ScrapeGraphAI has a hosted endpoint at https://v2-api.scrapegraphai.com and ScrapeOps Proxy API Aggregator at https://mcp.scrapeops.io/mcp.

Other comparisons with ScrapeGraphAI or ScrapeOps Proxy API Aggregator

Machine-readable

For companies

Do agents find, use and choose your tools?

An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.