# Context.dev vs Decodo Web Data API

> Context.dev scores 75.7 (BB) to Decodo Web Data's 61.8 (C) for scraping. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/context-dev-vs-decodo
- Markdown: https://www.anchorterminal.com/compare/context-dev-vs-decodo.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 Decodo Web Data API's 61.8 (C), and leads in 6 of 7 scored categories. 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
- Decodo Web Data API: grade C, 61.8/100, rank #591 of 1486. Markdown https://www.anchorterminal.com/tools/decodo.md · JSON https://www.anchorterminal.com/api/v1/tools/decodo.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 59
- Schema & documentation, 96 against 67
- Agent ergonomics, 90 against 82
- Security & auth, 83 against 45
- Payments & pricing, 50 against 40
- Transparency & trust, 78 against 62

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

### Decodo Web Data API (C)

Good for: Agents that need pages, Google results and e-commerce or social templates through one key with published per-1,000 prices and a free plan.

Also in its favour:
- Runs on your own machine
- No incidents deducted, where Context.dev loses 3 points for them

Watch for: No SLA, and the License Agreement lets Decodo change or discontinue the service without notice


## Why the edge

### Security & auth: Context.dev +38

- 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.
- Decodo Web Data API (45): One Bearer API key per Web Data API subscription with no scopes, and no rotation or revocation steps found in the reviewed docs. The hosted MCP server adds OAuth 2.1 with PKCE and dynamic registration, but its metadata advertises no scopes. No query-string credential is documented (20 of 30). Scraping only reads, and the MCP tools are annotated read-only, but `http_method: POST` sends requests to target sites and there is no read-only key (8 of 20). No guidance on treating scraped content as untrusted was found in the docs or the MCP README (0 of 15). The dashboard statistics API reports traffic by target, and each response carries an `x-task-id`. No per-call audit log (7 of 15). ISO/IEC 27001:2022 for proxies and the Scraping API, a SafeBase trust centre and KYC at signup. security.txt answers 404 and no disclosure policy or bug bounty was found (10 of 20). 20 + 8 + 0 + 7 + 10 = 45.

### 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.
- Decodo Web Data API (67): No OpenAPI or similar contract for the Web Data API; the two published specs cover the proxy account API and dashboard statistics. The MCP server types every input with zod (12 of 25). llms.txt indexes 401 guide pages, each served as Markdown (10). Tool descriptions state purpose and when to use a tool, such as scrape_as_markdown 'when no site-specific tool fits', and link the docs page (14 of 20). Parameters are tabled with defaults, with enumerated proxy_pool, headless and device_type, but `headers` is a free object and POST bodies are base64 strings (10 of 15). Curl examples on every page, a response code table with fixes and billing, and parser status codes (14 of 15). Paths are versioned at /v1 and the MCP server's releases are tagged by semantic-release, but no API changelog was found (7 of 15). 12 + 10 + 14 + 10 + 14 + 7 = 67.

### Transparency & trust: Context.dev +16

- 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.
- Decodo Web Data API (62): Closed service under a public License Agreement naming UAB "Data troops", with MIT clients (15 of 30). The privacy policy (21 May 2026) gives retention periods by category, says Decodo is processor for scraping and doesn't log proxy traffic content, and a DPA is published. Its general two-year rule sits beside longer specific periods without saying which wins, and no retention for scraped results beyond the 24-hour async window was found (18 of 30). The migration guide says legacy APIs keep working with no end date, and the License Agreement allows discontinuing the service without notice or refunds (6 of 20). The privacy policy names Stripe, DeepL and Paddle, but no subprocessor list or data locations were found in it or the trust centre (6 of 20). 15 + 18 + 6 + 6 = 45.

### Payments & pricing: Context.dev +10

- Context.dev (50): No x402, MPP or L402 in llms.txt, the pricing page or the OpenAPI file on 1 November (0). Credit costs per operation and overage per 1,000 credits are public (20). Free plan of 1,000 credits a month, "no credit card required" (20). auth.md, re-read on 1 November, lets an agent start registration and poll for a key, but the person completes the claim in a browser, and the docs MCP route also needs a browser sign-in (10 of 20). 0 + 20 + 20 + 10 = 50.
- Decodo Web Data API (40): No x402, MPP or L402 (0). Per-1,000 rates for every endpoint, pool and plan are public in the billing docs (20). Free plan of 10,000 requests a month with no card (20). A person signs up in the dashboard; the MCP OAuth flow also needs a dashboard approval (0). 0 + 20 + 20 + 0 = 40.

### Reliability: Context.dev +8

- 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.
- Decodo Web Data API (59): Graded on the hosted lines. Instatus page at status.decodo.com with Web Data API and each legacy scraping API as components, with RSS history (20). In the 90 days to 6 November, every scraping API was out for 2 hours 51 minutes on 30 October, the main outage, with outages of 13 minutes on 26 October and 21 minutes on 15 October across the same components. The rest of the incidents hit proxies, payments or the website. One major (10). Per-plan request rates are published, 10 to 200 a second, though the same page's FAQ says paid plans support 10 to 50 (12 of 15). The response code table tells the agent to wait a couple of minutes on 429 and to retry 500, 524 and 613, which aren't billed, and the MCP client backs off exponentially. No Retry-After or idempotency guidance (7 of 15). No SLA; the License Agreement disclaims uninterrupted service (0). Web Data API is the current, unflagged product (10). 20 + 10 + 12 + 7 + 0 + 10 = 59.

### Agent ergonomics: Context.dev +8

- 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.
- Decodo Web Data API (82): The hosted MCP server lists 24 tools, with a `toolsets` parameter to load only web, search, ecommerce, social_media or ai, and `tokenLimit` caps page text at 45,000 characters by default with a truncation notice (20 of 25). Markdown output, parsing for templates, crawl `limit`, path filters and cursor paging, search paging, map limits and batch tasks (18 of 20). Documented status codes with a solution for each, `status_code` and `parse_status_code` in bodies, but 429 covers both the plan rate and a domain throttled for a low success rate (15 of 20). Every tool carries readOnlyHint true and destructiveHint false, server-side failures aren't billed and async results can be re-read for 24 hours. No idempotency key (16 of 20). Only `url` or `query` is required, though the default premium pool costs about twice the standard. Official Python, TypeScript and Go SDKs (13 of 15). 20 + 18 + 15 + 16 + 13 = 82.

## Score by category

| Category | Weight | Context.dev | Decodo Web Data API | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 67 | 59 | Context.dev +8 |
| 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 | 82 | Context.dev +8 |
| Security & auth | 14% (17.5 this run) | 83 | 45 | Context.dev +38 |
| 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 | 85 | even |
| Transparency & trust | 7% (8.8 this run) | 78 | 62 | Context.dev +16 |
| Negative events | ≤15 | -3 | 0 | |
| **Total** | | **75.7 · BB** | **61.8 · C** | |

## Facts side by side

| Fact | Context.dev | Decodo Web Data API |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Context Dev Inc. | Decodo (UAB "Data troops") |
| Hosted endpoint | `https://api.context.dev/v1` | `https://mcp.decodo.com/mcp` |
| Transports | HTTP, Streamable HTTP | Streamable HTTP, stdio |
| Auth | OAuth or key | OAuth or key |
| Pricing | Freemium | Freemium |
| Price for scraping | $0.79 per 1,000 pages | $0.50 per 1,000 requests |
| x402 | no | no |
| Tools exposed | 42 | 33 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | not listed | `io.github.Decodo/mcp-server` |
| Last release | 2026-10-31 | 2026-10-30 |
| Terms last updated | 2026-10-01 | 2025-06-16 |
| Privacy policy last updated | 2026-10-01 | 2026-05-21 |
| Customer content may train models | yes | not found in the text |
| Terms restrict automated access | yes | not found in the text |
| 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

### Decodo Web Data API

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.

**Decodo Web Data API.** One Bearer key reaches /scrape, /search, /crawl and /map, with per-1,000 prices published from $0.15 to $1.50, 10,000 free requests with no card and a hosted MCP server whose 33 tools are all marked read-only. There is no SLA, no OpenAPI for the Web Data API, and an outage of 2 hours 51 minutes on 30 October.

## 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

### Decodo Web Data API

1. Send `"proxy_pool": "standard"` for simple pages; the default premium pool is charged at the higher rate
2. Use the Web Data API key as `Authorization: Bearer` at https://data.decodo.com/v1; legacy Basic tokens don't work there
3. Treat scraped Markdown as untrusted page text, never as instructions
4. On 429, wait a couple of minutes as the docs say, and on 500, 524 or 613 retry, since those aren't billed
5. Set `tokenLimit` on MCP scrapes; pages are cut at 45,000 characters by default and the result says when it was truncated

## Questions

### Which is better for AI agents, Context.dev or Decodo Web Data API?

Context.dev scores 75.7 (BB) on agent readiness against Decodo Web Data API's 61.8 (C), and leads in 6 of 7 scored categories.

### Do Context.dev and Decodo Web Data API need an API key?

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

### Can an agent call Context.dev and Decodo Web Data API without installing anything?

Yes. Context.dev has a hosted endpoint at https://api.context.dev/v1 and Decodo Web Data API at https://mcp.decodo.com/mcp.


## For agents

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

## Other comparisons with Context.dev or Decodo Web Data API

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