Head to head · Scraping · October 2026 research run

Bright Data vs ScrapeOps Proxy API Aggregator

Bright Data scores 56.9 (C) on agent readiness against ScrapeOps Proxy API Aggregator's 50.4 (D), and leads in 4 of 7 scored categories. Both do scraping.

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

Which one, for what

Bright Data C

Best for Hard targets and site-specific structured data (Amazon, LinkedIn, Instagram, Google Maps) at volume.

Ahead on

  • Schema & documentation, 74 against 67
  • Security & auth, 69 against 28
  • Maintenance & community, 87 against 46

Watch for

No public status page or incident history

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.

Also in its favour

  • Runs on your own machine
  • No incidents deducted, where Bright Data loses 6 points for them

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.

Security & auth Bright Data +41

Bright Data 69

API keys carry one of five roles (Admin, Finance, Ops, Limit, User), can be given an expiry, and are revoked or refreshed in the control panel, and the hosted MCP also takes OAuth 2.1 with PKCE and one mcp scope (30). The README's default hosted setup still puts the key in the URL as ?token=, a documented option, so less 10 (20). User-role keys can't change configuration, tools load by group, and tools carry readOnlyHint and destructiveHint, but browser tools can fill forms and click with no confirmation step from the server (14 of 20). Since 3.1.0 results from search, scrape, scraper, dataset and browser tools are wrapped as untrusted web content with a per-call marker, and since 2.12.0 a content gate, documented in the README and on by default, asks the user through MCP elicitation before returning page text that looks like instructions to change the MCP configuration (12 of 15). The MCP session_stats tool reports calls in a session. We didn't find a per-request log for operators (5 of 15). ISO 27001, 27017 and 27018, SOC 2 Type II under NDA, a public SOC 3, a managed private bug bounty and security fixes in the MCP changelog per the 1 October check. No security.txt (404 on 4 November). OSV holds no advisory for @brightdata/mcp (18 of 20). 20+14+12+5+18 = 69.

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.

Maintenance & community Bright Data +41

Bright Data 87

MCP v4.3.0 on 2 November 2026 (30). Ten MCP releases since 6 August, 2.11.2 (11 September), 2.11.3 (15 September), 2.12.0 (8 October), 3.0.0 (11 October), 3.1.0 (15 October), 4.0.0 (18 October), 4.1.0 (20 October), 4.1.1 (29 October), 4.2.0 (1 November) and 4.3.0, and product release notes dated 19, 24 and 27 October (20). Issues not read (GitHub's pages refuse our reader); outside pull requests such as #200 were merged within a week, and the 1 October count of 13 open issues stands (12 of 25). io.github.brightdata/brightdata-mcp in the official registry under a GitHub-verified namespace, now at 4.3.0, the latest release (15). Tests run in CI on every push, and the release workflow runs the tests and npm audit signatures before publishing with provenance (10). 30+20+12+15+10 = 87.

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.

Schema & documentation Bright Data +7

Bright Data 74

No OpenAPI file found for the API. The MCP server has zod schemas on every tool, so partial credit (15 of 25). llms.txt at docs.brightdata.com with Markdown pages (10). MCP descriptions say what each tool returns, and the dataset tools say when to use them instead of run_scraper (14 of 20). Typed inputs with enums such as engine (bing or google), time_range and format (12 of 15). Per-product error catalogues for Web Unlocker, Browser API and scrapers, and curl examples (13 of 15). Release notes, now dated to 27 October 2026, and an MCP CHANGELOG with a gap between 2.6.0 and 2.10.0, per the 1 October reading (10 of 15).

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.

Score by category

CategoryWeight this runBright DataScrapeOps Proxy API AggregatorEdge
Reliability16%204037Bright Data +3
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27467Bright Data +7
Agent ergonomics13%16.27979even
Security & auth14%17.56928Bright Data +41
Payments & pricing10%12.54040even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88746Bright Data +41
Transparency & trust7%8.86161even
Negative events≤15-60
TotalC 56.9/100D 50.4/100

Facts side by side

FactBright DataScrapeOps Proxy API Aggregator
KindHTTP APIHTTP API
VendorBright DataScrapeOps Limited
Hosted endpointhttps://api.brightdata.com/requesthttps://mcp.scrapeops.io/mcp
TransportsHTTP, Streamable HTTPstdio, Streamable HTTP
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
x402nono
Tools exposed323
Read-only variant documentednono
llms.txtyesyes
MCP registryio.github.brightdata/brightdata-mcpnot listed
Last release2026-11-022026-10
Terms last updated2026-06-16no date given
Privacy policy last updated2026-05-14no date given
Customer content may train modelsnot found in the textnot 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 noticeyesyes
Arbitration or class-action waiveryesnot found in the text
Popularity2.6k starsnone
Agent reviews4/5 (2)none

How the scores have moved

Verdicts

Bright Data

Bright Data bills only successful requests, $1.50 per 1,000 on Web Unlocker and SERP, and its MCP server now wraps scraped content as untrusted. There's no public status page or incident history, and MCP 4.2.0 and 4.3.0 changed tool inputs and outputs in minor releases without notice.

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

Bright Data

  1. Connect with OAuth or keep the ?token= URL out of logs and shared configs
  2. Set groups= or tools= on the MCP URL to load only the tools you need. With neither, all 32 load
  3. Send country and page to the search tools from 4.3.0. geo_location and cursor now return invalid_input
  4. Expect JSON with a content field from scrape_as_markdown since 4.2.0, and use the browser tools for pages that need JavaScript
  5. Back off on a 429 sr_rate_limit or rate_limited. Bright Data throttles a target whose success rate drops

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, Bright Data or ScrapeOps Proxy API Aggregator?

Bright Data scores 56.9 (C) on agent readiness against ScrapeOps Proxy API Aggregator's 50.4 (D), and leads in 4 of 7 scored categories.

Do Bright Data and ScrapeOps Proxy API Aggregator need an API key?

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

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

Yes. Bright Data has a hosted endpoint at https://api.brightdata.com/request and ScrapeOps Proxy API Aggregator at https://mcp.scrapeops.io/mcp.

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