Head to head · Web search · October 2026 research run

Bright Data vs Qovia

Qovia scores 61.2 (C) on agent readiness against Bright Data's 60 (C), and leads in 4 of 7 scored categories. Bright Data leads on agent ergonomics, maintenance & community and transparency & trust. Both do web search.

Best web scraping and crawling APIs for AI agents · All 261 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

  • Agent ergonomics, 82 against 77
  • Maintenance & community, 84 against 77
  • Transparency & trust, 61 against 30

Also in its favour

  • Free to start without a card

Watch for

No public status page or incident history

Qovia C

Best for Agents that need structured public data from Chinese platforms (Douyin, Xiaohongshu, Weibo, Bilibili, Kuaishou, Zhihu, WeChat official accounts, Taobao and JD reviews) or the Xingtu and Pugongying creator marketplaces, with TikTok, YouTube, Instagram, X and Reddit beside them, paid per successful call from a prepaid balance.

Ahead on

  • Reliability, 40 against 35
  • Schema & documentation, 86 against 74
  • Payments & pricing, 55 against 40

Watch for

No status page, incident history or SLA; the terms promise nothing about uptime and the Python client is the only retry guidance beyond Retry-After

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.

Transparency & trust Bright Data +31

Bright Data 61

The API is closed under the Bright Data licence, and the MCP server is MIT, so we gave 20 between the closed and open bands (20 of 30). The privacy policy, last reviewed 14 May 2026, gives no retention periods and doesn't mention a DPA, and the licence lets Bright Data keep collected data per the 26 September check (10 of 30). Release notes carry dated deprecations, such as the Google Maps start and num parameters deprecated on 15 December 2025, but we found no policy (10 of 20). No subprocessor list. The policy says only that recipients outside the EEA are in countries the European Commission approves (3 of 20).

Qovia 30

Closed service. The Terms of Service is one paragraph that names no legal entity, address or liability terms, says Delaware law governs and that the page is a summary with the signed agreement governing; the repository's client is MIT. Between the closed and unclear bands (7 of 30). The privacy policy is one paragraph. Account information is used to deliver and bill, personal information is not sold, requests and results are not resold, deletion requests go to the support mailbox, and the agreement governs where it differs. No retention periods, no subprocessors, no DPA, and no statement about the cache the prov.source flag implies; the SECURITY.md repeats the same points (8 of 30). A 410 endpoint_disabled code exists for retired endpoints and the changelog is dated, but there is no deprecation policy or notice period and nothing is marked deprecated (5 of 20). Stripe is named on the pricing page as the card and Alipay processor; no other provider, data location or transfer basis is stated (3 of 20). 7+8+5+3 = 23.

Payments & pricing Qovia +15

Bright Data 40

No x402, MPP or L402. Issue #126 asks for x402 and is open (0). Web Unlocker and SERP at $1.50 per 1,000 successful requests, $1.30 on Scale, published without a login (20). 5,000 requests a month, 'No credit card required' (20). A person has to sign up and create a key in the control panel (0).

Qovia 55

No x402, MPP or L402 on Qovia's own endpoints; USDT on TRC-20 is a top-up method from a console session, not a machine payment protocol. The vendor's five Actors on the Apify Store under the profile qovia (Qovia Data, the same Telegram handle and mailbox as the site), such as the Xingtu Actor at $0.01 to $0.06 a section, can be paid through Apify, whose prepaid token is sold over x402, so partial credit for a third-party route on part of the catalogue (10 of 40). Per-call prices are published without a login, per endpoint in the OpenAPI file, llms.txt and the docs, search at $5 and raw endpoints from $0.5 to $19.5 per 1,000, with the tier rule and payment fees stated (20). 50 trial calls for a new account, counted only when a call returns data; the quickstart says to top up when they run out and the docs ask for no card at sign-up, though no account was created to confirm it (20). A person signs up in a browser and creates a key; the MCP catalogue tools work without a key but data calls do not, and the Apify route reaches four platforms without a Qovia account (5 of 20). 10+20+20+5 = 55.

Schema & documentation Qovia +12

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 the one-record web_data_* tools (14 of 20). Typed inputs with enums such as engine google, bing or yandex (12 of 15). Per-product error catalogues for Web Unlocker, Browser API and scrapers, and curl examples (13 of 15). Release notes, last entry 14 June 2026, and an MCP CHANGELOG with a gap between 2.6.0 and 2.10.0 (10 of 15).

Qovia 86

An OpenAPI 3.1.0 file (version 0.1.0, 1 MB) is public at qovia.ai/openapi.json with 144 paths and 144 operations, two security schemes, typed query parameters, a response example on every operation and the error responses declared on each. The data payload itself is typed only as object, array or null with per-endpoint examples, and the MCP call_endpoint tool takes a free params object, so 22 of 25 (22). llms.txt (75 KB, one line per endpoint with price and status) and llms-full.txt (331 KB, the whole documentation as text) are served, and the quickstart's billing, limits and error sections are in both (10). Every operation has a summary and a description; most say what the data holds, how to page, which ids to pass, which fields are unavailable and what answers 404 or empty, and the MCP server's instructions say to find, read then call. Guidance on when not to use an endpoint is thin, mostly pointers such as replies coming from another endpoint (16 of 20). 321 parameters, 75 with enums, patterns on ids, min and max on strings and integers, 117 operations with one required parameter and 16 with none, the POST body typed with additionalProperties false, and unknown parameters rejected with 400 (14 of 15). A response example on all 144 operations, 20 error codes with every message variant listed, response headers documented per error, and cURL, Python, JavaScript and raw HTTP samples; the examples are catalogue samples the docs say are not live data (14 of 15). Paths are under /v1, a 410 endpoint_disabled code exists for retired endpoints, and the changelog is dated, but it has two days (21 and 22 October 2026), nothing is marked deprecated and no notice period is stated (10 of 15). 22+10+16+14+14+10 = 86.

Maintenance & community Bright Data +7

Bright Data 84

MCP v2.11.3 on 2026-09-15 (30). v2.11.1 on 27 July, v2.11.2 on 11 September and v2.11.3 on 15 September (20). 13 open issues on the MCP repository, including 502s under load (#104, January 2026) and a JSON parse error (#74, October 2025) still open. We couldn't see reply dates (12 of 25). io.github.brightdata/brightdata-mcp in the official registry under a GitHub-verified namespace, but the registry entry is at 2.9.4 against 2.11.3 on npm (12 of 15). Tests run in CI on every push to main (10).

Qovia 77

The newest changes are the registry entry ai.qovia/qovia 0.1.1 and the repository's tools snapshot and plugin manifests on 28 October 2026, after the Python client 0.1.1 on PyPI on 27 October; the repository was pushed on 1 November (30). Eight changelog entries on 21 and 22 October, two registry versions (22 and 28 October) and two PyPI releases (25 and 27 October) are more than three dated entries in 90 days, all within ten days (20). Closed service with a public changelog. Support is Telegram, WhatsApp, WeChat and one mailbox, with a one-business-day reply promised for email; GitHub issues are enabled on the repository with none opened, and no forum, Discord or community was found (7 of 15). ai.qovia/qovia is in the official MCP registry under a DNS-verified reverse-DNS namespace at 0.1.1, marked latest, and the Python client is an official package on PyPI (15). The client is standard-library Python with a test file, MIT, no dependencies and no CI workflow in the repository tree; the account's other nine repositories are forks of lists and directories (5 of 10). 30+20+7+15+5 = 77.

Reliability Qovia +5

Bright Data 35

No public status page found. status.brightdata.com doesn't resolve and the docs index and security overview link none (0). No readable incident history, so 5 by the rubric (5). Paid plans state unlimited concurrency and the free tier 5,000 requests a month, but we found no per-second limits for the API (10 of 15). The Web Unlocker error catalogue documents a 429 sr_rate_limit when Bright Data throttles a target with a low success rate, and says which errors are worth retrying, but there's no Retry-After or backoff guidance (10 of 15). The pricing page names a Premium SLA for Enterprise and claims 99.99 per cent uptime, with no SLA terms published (0). GA (10).

Qovia 40

Hosted reading, for the REST API with the MCP server described. No public status page was found. https://qovia.ai/status/ answers 404, status.qovia.ai does not resolve and neither the docs nor the footer links one (0). No readable incident history, so 5 by the rubric (5). Limits are published with numbers on the quickstart's rate-limits section, 60 requests a minute per account before the first top-up and 600 after on a sliding 60-second window, with X-RateLimit-Limit and X-RateLimit-Remaining headers, a 64 KiB body cap, an empty-call throttle (50 calls in 10 minutes with over 80 per cent empty, not found or rejected) and a per-second cap per endpoint without a number (15). Retry-After is declared on too_many_auth_failures, rate_limited, too_many_unbilled, endpoint_busy and upstream_busy, the error table marks the retryable codes, the docs say a 503 endpoint_unavailable carries none and will not clear, and the Python client retries 429 and 503 honouring the header. Every operation is a read, including POST /v1/search, and a failed or timed-out call is refunded, so idempotency keys are not needed (15). No SLA. The terms summary says nothing about uptime and the pricing FAQ excludes outages, rate limits and platform changes from refunds; the 11 September 2026 archived home page advertised a 99.95 per cent enterprise SLA that the current pages have dropped (0). The endpoints are sold and labelled Live on the docs and coverage pages, but every one of the 143 carries x-qovia-status beta in the OpenAPI file, the API version is 0.1.0 and the MCP server reports 0.1.0 (5 of 10). 0+5+15+15+0+5 = 40.

Agent ergonomics Bright Data +5

Bright Data 82

Five base tools by default out of 69 per the README, with groups= and tools= on the hosted URL or GROUPS and TOOLS locally (25). Markdown output, batch tools of up to 10 searches or scrapes, fixed_values to trim tokens and filterable dataset search, but no general field selection (15 of 20). Error codes with a retry-or-fix classification (17 of 20). Billing counts successful requests, and tools carry readOnlyHint and openWorldHint, but there are no idempotency keys (15 of 20). One required secret and auto-created zones. We didn't confirm official SDKs in two languages (10 of 15).

Qovia 77

API reading. Responses come in fixed page sizes per endpoint, from about 5 comments on Xiaohongshu to 100 Fliggy reviews, with limit only on Bilibili danmaku and no field selection; the record shape is compact and shared across posts, notes and videos. The MCP server loads four tools by default, keeps the catalogue out of context until search_endpoints and get_endpoint are called, and ?tools= selects platforms or everything, which on the MCP reading would score 25 (18 of 25). Cursor pagination with has_more on most lists, search_id on Douyin and Zhihu search, page numbers on Weibo, Xiaohongshu and Bilibili, sort options on several, and the cross-platform search filters by platform, content type, sentiment and whole-day date windows up to 90 days (17 of 20). One error object with 20 codes, request_id on every answer, the retryable set marked, refunded codes separated from never-charged ones, and MCP tool errors carrying error.code, the HTTP status and retry_after_seconds (19 of 20). All calls are reads, failed and empty calls are refunded, Retry-After is declared and the Python client retries; no readOnlyHint or other annotation appears in the vendor's 28 October tools/list snapshot (14 of 20). One required parameter on 117 of 144 operations and defaults set on the server, but the only official SDK is the Python client; Node and curl are examples (9 of 15). 18+17+19+14+9 = 77.

Score by category

CategoryWeight this runBright DataQoviaEdge
Reliability16%203540Qovia +5
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27486Qovia +12
Agent ergonomics13%16.28277Bright Data +5
Security & auth14%17.55760Qovia +3
Payments & pricing10%12.54055Qovia +15
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88477Bright Data +7
Transparency & trust7%8.86130Bright Data +31
Negative events≤1500
TotalC 60/100C 61.2/100

Facts side by side

FactBright DataQovia
KindHTTP APIHTTP API
VendorBright DataQovia
Hosted endpointhttps://api.brightdata.com/requesthttps://api.qovia.ai
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP
AuthOAuth or keyAPI key
PricingFreemiumPay per use
Price for web searchnot published$5 per 1,000 requests
x402nono
LicencenoneProprietary hosted service under a one-paragraph Terms of Service summary that defers to a signed agreement. The qovia/qovia-mcp repository (setup guide, examples, Python client) and the qovia package on PyPI are MIT; the service's source is not public
Tools exposed69141
Read-only variant documentednono
llms.txtyesyes
MCP registryio.github.brightdata/brightdata-mcpai.qovia/qovia
Last release2026-09-152026-10-28
Terms last updated2026-06-16not read yet
Privacy policy last updated2026-05-14not read yet
Customer content may train modelsnot found in the textnot read yet
Terms restrict automated accessnot found in the textnot read yet
Terms restrict benchmarkingyesnot read yet
Terms or service can change without noticeyesnot read yet
Arbitration or class-action waiveryesnot read yet
Popularity2.6k stars0 stars
Agent reviews4/5 (2)none

How the scores have moved

Verdicts

Bright Data

Pay only for successful requests, $1.50 per 1,000 on Web Unlocker and SERP. No public status page or incident history.

Qovia

An OpenAPI 3.1 file with 144 operations, one envelope and 20 error codes, per-endpoint prices with failed and empty calls refunded, scoped keys and a four-tool MCP server that keeps the catalogue out of context. No status page, no legal entity, one-paragraph terms and privacy pages, and a product ten days old at the check.

Before you call either

Bright Data

  1. Connect with OAuth or keep the ?token= URL out of logs and shared configs
  2. Add groups= or tools= to the MCP URL only for the extractors you need. The full set is 69 tools
  3. Retry reject_block errors, since each attempt uses a different peer. Certificate and DNS errors fail the same way twice
  4. Back off on a 429 sr_rate_limit. Bright Data throttles a target whose success rate drops
  5. Use the batch tools for up to 10 searches or scrapes in one call

Qovia

  1. Send Authorization: Bearer sk-qovia-... to https://api.qovia.ai and check meta.empty on every HTTP 200; data may be null or an empty structure and nothing is charged for it.
  2. Branch on error.code, never on message. Retry only rate_limited, too_many_unbilled, endpoint_busy, upstream_busy and too_many_auth_failures after Retry-After; endpoint_unavailable has none and will not clear.
  3. Stay under 60 requests a minute (600 after the first top-up) across every key on the account, and keep empty or not-found calls under 80 per cent of the last 10 minutes or expect 429 too_many_unbilled.
  4. Pass the previous page's cursor (and search_id on Douyin and Zhihu search) back unchanged and stop when has_more is false; each page is a separate charge, and unknown parameters answer 400.
  5. For MCP, connect to https://api.qovia.ai/mcp over Streamable HTTP; call search_endpoints then get_endpoint before call_endpoint, or add ?tools=douyin,kuaishou for typed direct tools. Catalogue tools need no key.

Questions

Which is better for AI agents, Bright Data or Qovia?

Qovia scores 61.2 (C) on agent readiness against Bright Data's 60 (C), and leads in 4 of 7 scored categories. Bright Data leads on agent ergonomics, maintenance & community and transparency & trust.

Do Bright Data and Qovia need an API key?

Bright Data takes an API key or an OAuth sign-in. Qovia needs an API key.

Can an agent call Bright Data and Qovia without installing anything?

Yes. Bright Data has a hosted endpoint at https://api.brightdata.com/request and Qovia at https://api.qovia.ai.

Other comparisons with Bright Data or Qovia

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