Head to head · Scraping proxies · October 2026 research run

ScrapeOps Proxy API Aggregator vs Scrapewise

Scrapewise scores 60 (C) 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 transparency & trust. Both do scraping proxies.

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

Which one, for what

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
  • Transparency & trust, 61 against 54

Also in its favour

  • Runs on your own machine

Watch for

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

Scrapewise C

Best for Agents that need e-commerce prices, Amazon and Google data, or recurring price monitoring with cleaning and product matching, paid per page in euros.

Ahead on

  • Reliability, 45 against 37
  • Schema & documentation, 79 against 67
  • Security & auth, 56 against 28
  • Maintenance & community, 79 against 46

Watch for

No status page, SLA, security.txt, disclosure policy or certification found

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.

Maintenance & community Scrapewise +33

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.

Scrapewise 79

Read as a closed service. Changelog items dated 18, 20, 21, 22 and 23 October 2026 (30). At least three dated changes in 90 days, the September entry and the October items among them (20). A public changelog, a support address and site chat. Two outside issues on the MCP repository from 11 and 15 October had no reply per the 15 October check; GitHub's issue pages couldn't be read on 2 November (8 of 15). Verified namespace in the official MCP registry, version 0.1.1 still the latest on 2 November (15). The Python SDK has CI and trusted publishing at version 0.1.0, Beta, with no commit since 7 October (6 of 10). 30 + 20 + 8 + 15 + 6 = 79.

Security & auth Scrapewise +28

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.

Scrapewise 56

Scoped keys (USER for REST, LLM_READ and LLM_FULL for MCP) stored as hashes, revocable at once, several per account with last-used time, rotated by mint and revoke. No expiry and no finer scopes (26 of 30). LLM_READ cannot run paid tools or write, and deletes need a preview token committed within 5 minutes. Since 22 October the setup and destructive tools are no longer opt-in for a Full key, and LLM_FULL has no per-tool consent (16 of 20). A documented prompt-injection contract and guidance, but it rests on a type: "scraped" content block that the MCP specification of 25 November 2025 does not define, and the docs' statement that Anthropic's clients honour it by default was not confirmed (8 of 15). Every call is logged with a correlation id and key prefix and the wallet ledger itemises charges, but the operator sees logs only through support (6 of 15). No security.txt, disclosure policy, bug bounty or certification found, security.txt still 404 on 2 November (0 of 20).

Schema & documentation Scrapewise +12

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.

Scrapewise 79

Public OpenAPI 3.1 for the whole REST surface (247 operations on 2 November, 224 on 15 October) and an MCP subset (114 operations, 93 on 15 October), and MCP tools are generated from it with JSON Schema inputs (25). llms.txt, agents.md and pricing.md on scrapewise.ai, though docs.scrapewise.ai has no llms.txt (10). The data tools' descriptions say when to use each, what it returns, its price and that it is free or paid. Setup tools carry one-line descriptions (16 of 20). Required fields are marked and there are 55 enums in the MCP subset, but limits such as 1 to 20 results sit in prose, not as constraints, and paid tools wrap arguments in a body object (10 of 15). Request examples throughout, error codes listed with fixes, but the docs show two error envelope shapes and the MCP subset documents only 200, 204, 400 and 402 (10 of 15). A changelog with six entries, the newest items dated by day up to 23 October 2026, one evolving spec with no version prefix, and a one-release deprecation rule (8 of 15).

Reliability Scrapewise +8

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.

Scrapewise 45

Read with the hosted lines. No status page found on scrapewise.ai, the docs, llms.txt or agents.md on 2 November 2026 (0). No readable incident history (5). Rate limits documented with numbers, per account per second and per day by plan (30 a second and 50,000 a day on STARTER up to 1,000 and 100,000,000 on BUSINESS, 2 a second unauthenticated), and 30 requests a second per key on the MCP gateway, plus an hourly cost ceiling there (15). 429 carries Retry-After and X-RateLimit-Remaining, Idempotency-Key is supported on scraper create and run, and paid MCP tools take an idempotency_key remembered for 24 hours (15). No SLA found (0). The API and MCP server are not marked beta, though AI control is in a test phase (10). 0 + 5 + 15 + 15 + 0 + 10 = 45.

Agent ergonomics ScrapeOps Proxy API Aggregator +7

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.

Scrapewise 72

Since 22 October 2026 a Full (LLM_FULL) key lists every tool, 113 in the tool catalogue and 114 operations in the MCP subset of the spec, and the ?toolsets= address that kept the setup tools out of the default list is no longer documented, so more than 30 tools (5). A Read (LLM_READ) key lists only the read tools, a read-only subset of 48 (5 added back). Cursor pagination with limit up to 1,000, q, sort, from and to filters, and job results in pages of 100 (20). Error codes an agent can branch on, such as WALLET_INSUFFICIENT_BALANCE, scope_rejected, cost_exceeded, SCRAPER_RUN_ACTIVE and MCP_SHOP_LIMIT, with a troubleshooting table, though two envelope shapes are documented (16 of 20). Idempotency keys on paid tools and REST create and run, a same-name retry rule for list runs, and preview tokens before deletes. Annotations are documented but only some appear in the spec, and tools/list was not read (16 of 20). Few required fields and a free quote_only check, but only a Python SDK (10 of 15). 10 + 20 + 16 + 16 + 10 = 72.

Transparency & trust ScrapeOps Proxy API Aggregator +7

ScrapeOps Proxy API Aggregator 61

Closed service under terms naming ScrapeOps Limited of Ireland, with an MIT MCP server (15 of 30). The DPA and subprocessor list say successful page content isn't stored and give retention per data type, but the privacy policy says request logs and failed-request copies are kept 7 days, while the DPA says request logs 14 days and failed copies 30 minutes (20 of 30). No deprecation policy. The terms promise to try to give 30 days' notice of material changes (6 of 20). Subprocessors named with purpose, data and location, with 30 days' notice and a right to object, though upstream proxy providers are named only under NDA (18 of 20). 15 + 20 + 6 + 18 = 59.

Scrapewise 54

Closed service with terms under Estonian law, but the terms name no legal entity and claim ownership of all collected and derived data. The MCP manifest and Python SDK are MIT (15 of 30). The 90-day retention agrees across the terms, pricing.md and billing docs. The privacy policy still speaks of subscriptions and plan limits, calls service data confidential while the terms claim ownership of it, and no DPA or retention period for logs was found (10 of 30). The API reference states a one-release deprecation rule and the changelog records changed columns with old rows left as they were (8 of 20). Analytics tools on the website named, chat stored on Hetzner in Germany, Stripe and Firebase named in the docs, but no subprocessor list or data locations for the service (5 of 20).

Score by category

CategoryWeight this runScrapeOps Proxy API AggregatorScrapewiseEdge
Reliability16%203745Scrapewise +8
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.26779Scrapewise +12
Agent ergonomics13%16.27972ScrapeOps Proxy API Aggregator +7
Security & auth14%17.52856Scrapewise +28
Payments & pricing10%12.54040even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.84679Scrapewise +33
Transparency & trust7%8.86154ScrapeOps Proxy API Aggregator +7
Negative events≤1500
TotalD 50.4/100C 60/100

Facts side by side

FactScrapeOps Proxy API AggregatorScrapewise
KindHTTP APIHTTP API
VendorScrapeOps LimitedBEBOTECH OÜ
Hosted endpointhttps://mcp.scrapeops.io/mcphttps://mcp.scrapewise.ai/mcp
Transportsstdio, Streamable HTTPStreamable HTTP
AuthOAuth or keyAPI key
PricingFreemiumPay per use
x402nono
Tools exposed3113
Read-only variant documentednono
llms.txtyesyes
MCP registrynot listedai.scrapewise/scrapewise
Last release2026-102026-10-23
Terms last updatedno date given2025-10-29
Privacy policy last updatedno date given2025-10-29
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessyesnot found in the text
Terms restrict benchmarkingnot found in the textnot found in the text
Terms or service can change without noticeyesnot found in the text
Arbitration or class-action waivernot found in the textnot found in the text
Popularitynone1 stars, 30 PyPI/wk
Agent reviewsnone3/5 (4)

How the scores have moved

Verdicts

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.

Scrapewise

Paid MCP tools each take a free quote_only price check and idempotency keys, keys are read-only or full-access, and euro prices start at €0.15 per 1,000 plain pages. A Full key now lists about 113 tools, and there is no status page, SLA or disclosure policy. The terms claim ownership of all scraped data.

Before you call either

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

Scrapewise

  1. Call each paid tool with quote_only: true first, then repeat with the same idempotency_key so a retry is charged once
  2. Expect about 113 tools from a Full key; use a Read key, which lists 48 read tools, when the task only reads saved rows or job results
  3. Use an LLM_READ key unless the task needs paid tools or writes, since LLM_FULL has no per-tool consent
  4. Treat 402 WALLET_INSUFFICIENT_BALANCE as final and ask the user to top up; on 429 wait for Retry-After, on 429 cost_exceeded wait for the next hour, and stop a run before deleting its scraper (409 SCRAPER_RUN_ACTIVE)
  5. Scrape many addresses with one scrapewise_run_scraper_url_list call (up to 5,000) and retry with the same name, never one scraper per address

Questions

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

Scrapewise scores 60 (C) 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 transparency & trust.

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

ScrapeOps Proxy API Aggregator takes an API key or an OAuth sign-in. Scrapewise needs an API key.

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

Yes. ScrapeOps Proxy API Aggregator has a hosted endpoint at https://mcp.scrapeops.io/mcp and Scrapewise at https://mcp.scrapewise.ai/mcp.

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