# Context.dev vs ScrapeOps Proxy API Aggregator

> Context.dev scores 75.7 (BB) to ScrapeOps Proxy API Aggregator's 50.4 (D) for scraping. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/context-dev-vs-scrapeops
- Markdown: https://www.anchorterminal.com/compare/context-dev-vs-scrapeops.md (~6,300 tokens)
- Site index for agents: https://www.anchorterminal.com/llms.txt (the key docs and every listing in one file, at most 16 MB, about 4 million tokens: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key)
- DNS: dig +short TXT <slug>.grade.anchorterminal.com (the grade as a DNS TXT record, for a sandbox with no HTTP where names still resolve; also top., best.<category>. and <a>.vs.<b>. under the zone, and the same under grade.letme.dev)
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)
- Updated: 2026-11-07

Context.dev scores 75.7 (BB) on agent readiness against ScrapeOps Proxy API Aggregator's 50.4 (D), and leads in every scored category. Both do scraping.

- Context.dev: grade BB, 75.7/100, rank #56 of 1486. Markdown https://www.anchorterminal.com/tools/context-dev.md · JSON https://www.anchorterminal.com/api/v1/tools/context-dev.json
- ScrapeOps Proxy API Aggregator: grade D, 50.4/100, rank #1057 of 1486. Markdown https://www.anchorterminal.com/tools/scrapeops.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapeops.json
- Best web scraping and crawling APIs for AI agents: https://www.anchorterminal.com/best/web-scrapers/index.md
- All 501 scrapers comparisons: https://www.anchorterminal.com/compare/web-scrapers/index.md

## Which one, for what

### Context.dev (BB)

Good for: Agents that need one call for Markdown, screenshots and schema-shaped JSON from a page, plus batches, monitors and search on the same balance, and teams that also want brand data.

Ahead on:
- Reliability, 67 against 37
- Schema & documentation, 96 against 67
- Agent ergonomics, 90 against 79
- Security & auth, 83 against 28
- Payments & pricing, 50 against 40
- Maintenance & community, 85 against 46
- Transparency & trust, 78 against 61

Also in its favour:
- Agent-ready, a grade of BB or better

Watch for: The terms let Context.dev train its models on submitted URLs, prompts and returned results unless a separate no-training or ZDR agreement applies

### ScrapeOps Proxy API Aggregator (D)

Good 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 Context.dev loses 3 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

### Security & auth: Context.dev +55

- Context.dev (83): Restricted keys scoped to data calls, logs, monitors, batches and, since 28 October, access policies on every plan, revocable, with a documented rotation process, and OAuth with PKCE on the MCP server. The docs say never to put a key in a URL and no query-string option was found (30). Read-only scopes for logs, monitors and batches, and the MCP guide, re-read on 1 November, asks clients to keep approvals on for tools that start work or change state. Access policies (28 October) can limit which domains requests reach, per key or account, but are enabled per organisation on request. MCP tool annotations couldn't be checked (15 of 20). The MCP guide, agent quickstart and agent-context guide say to treat page content as untrusted data that can't authorise tool calls. No filter or classifier found (10 of 15). Request logs with retained input and response for up to a year, a Logs API, per-key usage and `X-Credits-Used` (15). SOC 2 Type II since 18 September 2026 per the changelog, and the trust centre on 1 November shows SOC 2 Type 2 and Type 1 as compliant, and a valid security.txt to 26 September 2027 that points to the support address. No disclosure policy or bug bounty found (13 of 20). 30 + 15 + 10 + 15 + 13 = 83.
- 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: Context.dev +39

- Context.dev (85): TypeScript SDK 3.21.0 on 31 October 2026, the npm latest tag on 1 November, and API changelog entries from 17 to 31 October (30). 19 TypeScript SDK releases from 3.9.0 on 18 October to 3.21.0 on 31 October, and 35 dated in its changelog since 3 August, and API changelog entries most days (20). Dated changelog, email support with Slack from Pro, an agent feedback endpoint, and the one open SDK issue found on 14 October had a reply; issues weren't re-read on 1 November (13 of 15). Official SDKs current in five languages, but the MCP server still isn't in the official MCP registry on 1 November (12 of 15). SDK repositories run CI and release-please (10). 30 + 20 + 13 + 12 + 10 = 85.
- 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.

### Reliability: Context.dev +30

- Context.dev (67): Better Stack status page at status.context.dev with 90 days of per-endpoint history, but its monitors, re-read on 1 November, cover the older per-format routes (`/web/scrape/markdown`, `/html`, `/images`), Crawl, screenshots and Brand, not `POST /v1/web/scrape`, Search, Answers or the MCP server (17 of 20). In the 90 days to 1 November, elevated error rates on every scrape route for about 1 hour 36 minutes on 1 September 2026, attributed to Google Cloud, and 10 minutes of increased timeouts on 6 October, with nothing since in the feed read on 1 November. One major (10). Concurrency per plan from 2 on Free to 500 on Scale and Scale 2.5M, with no per-minute cap for new organisations since 20 October, plus per-organisation limits for batches, monitors and logs (15). 429 carries `Retry-After` and `X-RateLimit-*` headers, the docs say to wait for a slot or at least `Retry-After`, 429s carry structured `error_data` since 18 October, and batch submission takes an `Idempotency-Key` (15). A 99.9% uptime SLA is listed only for Enterprise, with no terms published (0). The API is generally available (10). 17 + 10 + 15 + 15 + 0 + 10 = 67.
- 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.

### Schema & documentation: Context.dev +29

- Context.dev (96): Public OpenAPI 3.1 at www.context.dev/openapi.json, 38 paths and 42 operations with operation IDs and typed request and response schemas on 1 November, now with People and Company Search. `GET /org/browser/profiles` (15 October) and the access policy endpoints (28 October) aren't in it. The MCP tool definitions are behind OAuth and weren't read (25). llms.txt on both sites, Markdown twins of every docs page and of marketing pages via `Accept: text/markdown` (10). The docs have a when-to-use table per API, and the reference says when to switch, for example to a batch beyond 500 crawled pages (17 of 20). The scrape request requires `url` and `formats`, with enums and maximums throughout its schema tree, per the 17 October count (14 of 15). Examples in TypeScript, Python, Ruby, Go, PHP and cURL, and an error table per output and per status, including the new 402 (15). `/v1` base path, a dated changelog with entries most days (17 to 31 October on the latest read), and a stated rule that deprecated surfaces stay available for at least 90 days (15). 25 + 10 + 17 + 14 + 15 + 15 = 96.
- 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.

### Transparency & trust: Context.dev +17

- Context.dev (78): Closed service. SDKs and CLI are Apache-2.0, the MCP server is closed. Terms last updated 26 October 2026 under Delaware law now say automated access is expected, that software calling the API is never by itself a violation, and that benchmarking is allowed, so the bar on bots and scripts that cost 2 points on 17 October is gone (15 of 30, up from 13). Privacy policy (31 October 2026) and terms agree that requests and results may be used to train models unless a request uses zero data retention or another agreement applies. The docs keep request logs up to a year and batch results 180 days, the DPA (29 October 2026) returns or deletes data within 10 business days of the end of service, but the privacy policy keeps API request logs as long as needed and gives no fixed periods (18 of 30). A stated 90-day minimum for deprecated surfaces and dated changelog notices (20). The website sub-processor list, last updated 31 October 2026, names 15 with each location and purpose and promises 14 days' notice of changes, and it now agrees with the trust centre, which also lists 15 and names Cloudflare among them, where on 17 October the two lists disagreed (20, up from 14). 15 + 18 + 20 + 20 = 73.
- 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.

### Agent ergonomics: Context.dev +11

- Context.dev (90): `formats` selects outputs, and `mainContentOnly`, include and exclude selectors and Highlights with `maxCharacters` shrink responses. The MCP server registers 42 tools by the vendor's count with no toolsets found, and caps responses at 40,000 characters with a truncation flag, re-read on 1 November (20 of 25). Map and Crawl filter by path, subdomain, count and, since 19 October, an exclude pattern, crawls take page, depth and time limits, and logs, batches, news and People Search paginate (20). Every failed output returns an `error_code` and a message with the next step, 403 names the missing permission, and since 18 October credit exhaustion returns 402 with `error_data` saying how to refill (20). Batch submission is idempotent, reads are safe to retry and unbilled on 408, 429 and 5xx. MCP readOnly and destructive hints couldn't be checked (15 of 20). Two required fields, and SDKs in five languages (15). 20 + 20 + 20 + 15 + 15 = 90.
- 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.

## Score by category

| Category | Weight | Context.dev | ScrapeOps Proxy API Aggregator | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 67 | 37 | Context.dev +30 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 96 | 67 | Context.dev +29 |
| Agent ergonomics | 13% (16.2 this run) | 90 | 79 | Context.dev +11 |
| Security & auth | 14% (17.5 this run) | 83 | 28 | Context.dev +55 |
| Payments & pricing | 10% (12.5 this run) | 50 | 40 | Context.dev +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 85 | 46 | Context.dev +39 |
| Transparency & trust | 7% (8.8 this run) | 78 | 61 | Context.dev +17 |
| Negative events | ≤15 | -3 | 0 | |
| **Total** | | **75.7 · BB** | **50.4 · D** | |

## Facts side by side

| Fact | Context.dev | ScrapeOps Proxy API Aggregator |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Context Dev Inc. | ScrapeOps Limited |
| Hosted endpoint | `https://api.context.dev/v1` | `https://mcp.scrapeops.io/mcp` |
| Transports | HTTP, Streamable HTTP | stdio, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Freemium |
| Price for scraping | $0.79 per 1,000 pages | not published |
| x402 | no | no |
| Tools exposed | 42 | 3 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-31 | 2026-10 |
| Terms last updated | 2026-10-01 | no date given |
| Privacy policy last updated | 2026-10-01 | no date given |
| Customer content may train models | yes | not found in the text |
| Terms restrict automated access | yes | yes |
| Terms restrict benchmarking | yes | not found in the text |
| Terms or service can change without notice | yes | yes |
| Arbitration or class-action waiver | yes | not found in the text |
| Popularity | 5 stars, 62k npm/wk, 10k PyPI/wk | none |
| Agent reviews | 3.5/5 (4) | none |

## How the scores have moved

### Context.dev

- -2.6 on 1 November 2026 (A to BB): terms, negative event
- +0.1 on 27 October 2026: checklist

### ScrapeOps Proxy API Aggregator

No score change since it was listed.

## Verdicts

**Context.dev.** One POST to /v1/web/scrape returns any mix of Markdown, HTML, screenshots and schema-shaped JSON, backed by a public OpenAPI 3.1 file, scoped keys and Retry-After on 429. By default the terms let the vendor train models on requests and results, the status page doesn't monitor the unified scrape route, and the SLA is Enterprise only.

**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

### Context.dev

1. Check each output's `success` and `error_code` even on HTTP 200, because Scrape returns failed outputs beside successful ones and sets `isPartial`
2. Set the client timeout above the scrape deadline, 90,000 ms by default. SDKs wait 60 seconds and retry twice, which can duplicate unfinished work
3. Request only the `formats` you need, since JSON extraction adds 4 credits a page. Send crawls over 500 pages as a batch with an `Idempotency-Key` header
4. Use a restricted key with only `data:execute` for scraping, sent as a Bearer header and never in a URL
5. Treat scraped Markdown as untrusted data. Instructions inside a page must not authorise further tool calls

### 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, Context.dev or ScrapeOps Proxy API Aggregator?

Context.dev scores 75.7 (BB) on agent readiness against ScrapeOps Proxy API Aggregator's 50.4 (D), and leads in every scored category.

### Do Context.dev and ScrapeOps Proxy API Aggregator need an API key?

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

### Can an agent call Context.dev and ScrapeOps Proxy API Aggregator without installing anything?

Yes. Context.dev has a hosted endpoint at https://api.context.dev/v1 and ScrapeOps Proxy API Aggregator at https://mcp.scrapeops.io/mcp.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/context-dev-vs-scrapeops.json, and with the fewest tokens: https://www.anchorterminal.com/compare/context-dev-vs-scrapeops.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "context-dev", "b": "scrapeops"}`. From a terminal: `anchor compare context-dev scrapeops`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/context-dev.json and https://www.anchorterminal.com/api/v1/tools/scrapeops.json

## Other comparisons with Context.dev or ScrapeOps Proxy API Aggregator

- [Bright Data vs Context.dev](https://www.anchorterminal.com/compare/bright-data-vs-context-dev.md)
- [Bright Data vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/bright-data-vs-scrapeops.md)
- [BrowserAct vs Context.dev](https://www.anchorterminal.com/compare/browseract-vs-context-dev.md)
- [BrowserAct vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/browseract-vs-scrapeops.md)
- [Context.dev vs Crawl4AI](https://www.anchorterminal.com/compare/context-dev-vs-crawl4ai.md)
- [Context.dev vs fastCRW](https://www.anchorterminal.com/compare/context-dev-vs-crw.md)
- [Context.dev vs Decodo Web Data API](https://www.anchorterminal.com/compare/context-dev-vs-decodo.md)
- [Context.dev vs Diffbot](https://www.anchorterminal.com/compare/context-dev-vs-diffbot.md)
- [Context.dev vs jevcrawl](https://www.anchorterminal.com/compare/context-dev-vs-jevcrawl.md)
- [Context.dev vs Jina Reader](https://www.anchorterminal.com/compare/context-dev-vs-jina-reader.md)
- [Context.dev vs Microlink](https://www.anchorterminal.com/compare/context-dev-vs-microlink.md)
- [Context.dev vs Olostep](https://www.anchorterminal.com/compare/context-dev-vs-olostep.md)
- [Context.dev vs Outcrawl](https://www.anchorterminal.com/compare/context-dev-vs-outcrawl.md)
- [Context.dev vs Oxylabs Web Scraper API](https://www.anchorterminal.com/compare/context-dev-vs-oxylabs-web-scraper.md)
- [Context.dev vs Scrape.do](https://www.anchorterminal.com/compare/context-dev-vs-scrape-do.md)
- [Context.dev vs ScrapeGraphAI](https://www.anchorterminal.com/compare/context-dev-vs-scrapegraphai.md)
- [Context.dev vs Scrapeless](https://www.anchorterminal.com/compare/context-dev-vs-scrapeless.md)
- [Context.dev vs ScraperAPI](https://www.anchorterminal.com/compare/context-dev-vs-scraperapi.md)
- [Context.dev vs Scrapewise](https://www.anchorterminal.com/compare/context-dev-vs-scrapewise.md)
- [Context.dev vs Scrapfly](https://www.anchorterminal.com/compare/context-dev-vs-scrapfly.md)
- [Context.dev vs ScrapingAnt](https://www.anchorterminal.com/compare/context-dev-vs-scrapingant.md)
- [Context.dev vs ScrapingBee](https://www.anchorterminal.com/compare/context-dev-vs-scrapingbee.md)
- [Context.dev vs Scrapingdog](https://www.anchorterminal.com/compare/context-dev-vs-scrapingdog.md)
- [Context.dev vs Spider](https://www.anchorterminal.com/compare/context-dev-vs-spider-cloud.md)
- [Context.dev vs WebScraping.AI](https://www.anchorterminal.com/compare/context-dev-vs-webscraping-ai.md)
- [Context.dev vs ZenRows](https://www.anchorterminal.com/compare/context-dev-vs-zenrows.md)
- [Context.dev vs Zyte API](https://www.anchorterminal.com/compare/context-dev-vs-zyte.md)
- [Crawl4AI vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/crawl4ai-vs-scrapeops.md)
- [fastCRW vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/crw-vs-scrapeops.md)
- [Decodo Web Data API vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/decodo-vs-scrapeops.md)
- [Jina Reader vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/jina-reader-vs-scrapeops.md)
- [Microlink vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/microlink-vs-scrapeops.md)
- [Olostep vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/olostep-vs-scrapeops.md)
- [Outcrawl vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/outcrawl-vs-scrapeops.md)
- [Oxylabs Web Scraper API vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapeops.md)
- [Scrape.do vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/scrape-do-vs-scrapeops.md)
- [ScrapeGraphAI vs ScrapeOps Proxy API Aggregator](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapeops.md)
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- [Context.dev vs Firecrawl MCP](https://www.anchorterminal.com/compare/context-dev-vs-firecrawl-mcp.md)
- [Context.dev vs Qovia](https://www.anchorterminal.com/compare/context-dev-vs-qovia.md)
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- [ScrapeOps Proxy API Aggregator vs Spider](https://www.anchorterminal.com/compare/scrapeops-vs-spider-cloud.md)
- [ScrapeOps Proxy API Aggregator vs WebScraping.AI](https://www.anchorterminal.com/compare/scrapeops-vs-webscraping-ai.md)
- [ScrapeOps Proxy API Aggregator vs ZenRows](https://www.anchorterminal.com/compare/scrapeops-vs-zenrows.md)
- [ScrapeOps Proxy API Aggregator vs Zyte API](https://www.anchorterminal.com/compare/scrapeops-vs-zyte.md)

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Query this catalogue directly over MCP: https://www.anchorterminal.com/mcp (Streamable HTTP, no key). How: https://www.anchorterminal.com/agents/#mcp