{
  "data": {
    "a": {
      "slug": "qovia",
      "name": "Qovia",
      "vendor": "Qovia",
      "vendorUrl": "https://qovia.ai",
      "kind": "http-api",
      "category": "web-scrapers",
      "summary": "Qovia is a hosted API that returns posts, comments, creator profiles, hot lists and product reviews from Douyin, Xiaohongshu, Weibo, Bilibili, TikTok, YouTube, X and other platforms as one JSON envelope, with a cross-platform search and a remote MCP server.",
      "url": "https://www.anchorterminal.com/tools/qovia",
      "markdownUrl": "https://www.anchorterminal.com/tools/qovia.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/qovia.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/qovia.json",
      "dns": "qovia.grade.anchorterminal.com",
      "repo": "https://github.com/qovia/qovia-mcp",
      "license": "Proprietary 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",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://api.qovia.ai",
      "packages": [
        {
          "registry": "pypi",
          "name": "qovia"
        }
      ],
      "auth": "api-key",
      "authNotes": "An API key created in the console (prefix `sk-qovia-` plus 43 characters), sent as `Authorization: Bearer` or `x-api-key` to https://api.qovia.ai; the docs say the key is read from those two headers only, never from the URL or a cookie, and browser requests from other sites are refused by CORS. A key carries one or more scopes chosen at creation (`*`, `search`, `raw:*` or `raw:\u003cplatform\u003e` for each of 24 platform groups), an optional expiry, and is revoked in the console; the server stores a hash and shows the full key once. 30 failed authentications from one IP in a minute answer 429 `too_many_auth_failures`. The MCP server at https://api.qovia.ai/mcp takes the same key as a Bearer header; its `search_endpoints` and `get_endpoint` tools need no key, `call_endpoint` and `get_account` do. No OAuth metadata is served (404 on /.well-known/oauth-protected-resource per the 1 November listing check).",
      "pricing": "usage",
      "pricingNotes": "50 trial calls for a new account, counted only when a call returns data, then a prepaid balance in USD topped up by card or Alipay through Stripe (4.4 per cent plus $0.30 fee) or USDT on TRC-20 (2 per cent plus $0.30), no monthly fee (1 November 2026). Only an HTTP 200 with a non-empty result is charged; empty results, errors, timeouts and upstream failures are refunded. Cross-platform search is $5 per 1,000 calls. Raw endpoints are priced per endpoint, from $0.5 per 1,000 (8 Douyin, 5 Bilibili and 2 Xingtu endpoints) through $1 (61 endpoints), $1.5 (Cili Juxing, Huahuo), $2 (3 Instagram), $5 (WeChat, Xiaohongshu, 1 Pugongying), $10 (11 Xingtu, 10 Pugongying), $13.5 (Taobao reviews) to $19.5 (JD.com reviews); Tieba, Fliggy and the six coming-soon endpoints are on a tiered $1.5 rate that drops to $1 after 5,000,000 billed calls in a month. Top-ups are non-refundable except within 7 days when the vendor confirms a paid endpoint cannot be used. Datasets and bulk or custom data are quoted. Five Actors by the same vendor on the Apify Store are paid through Apify per section.",
      "priceSummary": "$5 / 1k req",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 on qovia.ai, in the docs, llms.txt, the OpenAPI file or the repository (checked 2026-11-01). Top-ups take card and Alipay through Stripe or USDT on TRC-20 from a console session; USDT is a payment method, not a machine payment protocol. The only route without a Qovia account is the vendor's five Actors on the Apify Store (profile `qovia`, Qovia Data), paid through Apify.",
        "endpoints": []
      },
      "toolCount": 141,
      "popularity": {
        "githubStars": 0,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-11-01"
      },
      "docsUrl": "https://qovia.ai/docs/",
      "llmsTxt": "https://qovia.ai/llms.txt",
      "openapi": "https://qovia.ai/openapi.json",
      "registryName": "ai.qovia/qovia",
      "capabilities": [
        "web.extract",
        "social.analytics",
        "web.search"
      ],
      "tags": [
        "hosted",
        "official",
        "closed-source",
        "openapi",
        "llms-txt",
        "mcp",
        "python",
        "free-trial",
        "prepaid",
        "usage-priced",
        "api-key",
        "beta",
        "new"
      ],
      "lastRelease": "2026-10-28",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 61.2,
        "grade": "C",
        "agentReady": false,
        "rank": 493,
        "ranked": true,
        "rankOf": 1268,
        "categoryRank": 14,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 77,
          "maintenance": 77,
          "payments": 55,
          "reliability": 40,
          "schema": 86,
          "security": 60,
          "transparency": 30
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-01"
        },
        "negative": 0,
        "verdict": "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.",
        "bestFor": "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.",
        "strengths": [
          "A public OpenAPI 3.1 file with 144 operations, patterns or enums on parameters, a response example on every operation and the error responses declared on each",
          "One envelope on every call, `request_id`, `data` and `meta` with the charge and balance, and 20 error codes sorted into not charged and refunded, with `Retry-After` on the retryable ones",
          "Only HTTP 200 with a non-empty result is charged; empty results, 404s, timeouts and upstream failures are refunded, and 50 trial calls come with a new account",
          "API keys carry per-platform scopes and an optional expiry, are read from headers only, and the docs tell users to give AI tools a separate scoped key",
          "The MCP server loads four tools by default and lets an agent find, read and call any of 137 endpoints, with `?tools=` subsets for direct tools; listed in the official registry under ai.qovia/qovia",
          "Published limits of 60 and 600 requests a minute with `X-RateLimit-*` headers, and a documented empty-call throttle"
        ],
        "weaknesses": [
          "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`",
          "The terms and privacy policy are one paragraph each, name no legal entity, address, retention period or subprocessor, and say a signed agreement governs",
          "Every endpoint is marked `beta` in the OpenAPI file while the docs call it Live, and the API version is 0.1.0",
          "No security.txt, disclosure policy beyond a SECURITY.md, bug bounty or certification; the only support channels are Telegram, WhatsApp, WeChat and one mailbox",
          "Every response is third-party platform content and the docs carry no guidance on treating it as untrusted; four endpoint groups read login-gated creator marketplaces",
          "The changelog has two dated days, the domain is four months old, and the GitHub account was created the week of the request with nine forked lists beside the one repository"
        ],
        "agentNotes": [
          "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.",
          "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.",
          "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`.",
          "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.",
          "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."
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "C",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 61.2
          }
        ],
        "editorialScores": {
          "ergonomics": 77,
          "maintenance": 77,
          "payments": 55,
          "reliability": 40,
          "schema": 86,
          "security": 60,
          "transparency": 23
        },
        "provenanceScore": 36,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-01",
            "maintenance": "2026-11-01",
            "payments": "2026-11-01",
            "reliability": "2026-11-01",
            "schema": "2026-11-01",
            "security": "2026-11-01",
            "transparency": "2026-11-01"
          },
          "last": "2026-11-01",
          "oldest": "2026-11-01",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "install": "pip install qovia",
        "http": "curl \"https://api.qovia.ai/v1/raw/weibo/hot_search\" -H \"Authorization: Bearer $QOVIA_API_KEY\"",
        "claudeCode": "claude mcp add --transport http qovia https://api.qovia.ai/mcp --header \"Authorization: Bearer $QOVIA_API_KEY\""
      },
      "letme": {
        "capability": "https://letme.dev/web.extract",
        "tool": "https://letme.dev/qovia"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Cross-platform search",
          "unit": "1k-requests",
          "usd": 5,
          "note": "POST /v1/search, successful non-empty calls only, pricing page and OpenAPI file checked 1 November 2026"
        },
        {
          "item": "Lowest raw endpoints (Douyin, Bilibili, Xingtu keywords)",
          "unit": "1k-requests",
          "usd": 0.5,
          "note": "15 fixed-price endpoints at $0.0005 a successful call"
        },
        {
          "item": "Most raw endpoints (TikTok, YouTube, X, Reddit, Weibo, Zhihu, Kuaishou and others)",
          "unit": "1k-requests",
          "usd": 1,
          "note": "61 fixed-price endpoints at $0.001 a successful call"
        },
        {
          "item": "Tiered raw endpoints (Tieba, Fliggy, coming-soon platforms)",
          "unit": "1k-requests",
          "usd": 1.5,
          "note": "$1 per 1,000 after 5,000,000 billed calls in a calendar month"
        },
        {
          "item": "Xiaohongshu and WeChat endpoints",
          "unit": "1k-requests",
          "usd": 5,
          "note": "11 fixed-price endpoints at $0.005 a successful call"
        },
        {
          "item": "Xingtu and Pugongying creator marketplace endpoints",
          "unit": "1k-requests",
          "usd": 10,
          "note": "21 fixed-price endpoints at $0.01 a successful call"
        },
        {
          "item": "JD.com product reviews",
          "unit": "1k-requests",
          "usd": 19.5,
          "note": "the dearest endpoint; Taobao and Tmall reviews are $13.5"
        },
        {
          "item": "Apify Store, Xingtu Actor premium section",
          "unit": "record",
          "usd": 0.06,
          "note": "per creator per section, paid through Apify with no Qovia account; basic sections $0.01, video sections $0.03"
        }
      ],
      "provenance": {
        "legalEntity": "",
        "domain": "qovia.ai",
        "domainRegistered": "2026-07-04",
        "endpointOnVendorDomain": true,
        "terms": "https://qovia.ai/terms/",
        "privacy": "https://qovia.ai/privacy/",
        "statusPage": "",
        "changelog": "https://qovia.ai/changelog/",
        "securityTxt": "none",
        "checked": "2026-11-01",
        "notes": [
          "No legal entity is named anywhere read. The terms and privacy pages are one paragraph each, say Delaware law governs and that the signed agreement governs where it differs, and name no company, address or jurisdiction beyond the state. The footer reads © 2026 QoviaAI, a brand name, not an entity, so legalEntity is left empty.",
          "RDAP for qovia.ai gives a registration date of 2026-07-04 through GoDaddy with a Domains By Proxy registrant and Cloudflare nameservers. The Wayback Machine's only capture before the check is the home page of 11 September 2026, which advertised sign-up with a free 1,000 calls a month, 25+ platforms, a 99.95 per cent enterprise SLA and a team@ mailbox; none of those claims is on the current site.",
          "firstReleased is the changelog's first dated entry, 21 October 2026, when the search, Xiaohongshu, WeChat, Taobao and JD endpoints are recorded as live; the remaining platforms are dated 22 October, the registry entry is 22 October and the GitHub account and repository were created on 23 October 2026. The 11 September page sold an API key but dates nothing live.",
          "https://qovia.ai/.well-known/security.txt, https://qovia.ai/security.txt and https://api.qovia.ai/.well-known/security.txt answer 404. The repository's SECURITY.md gives a Telegram handle and a mailbox for reports and says it covers qovia.ai and api.qovia.ai.",
          "api.qovia.ai has no robots.txt (404); only its OAuth metadata (404) and /mcp (405 on GET) were touched, both by the 1 November listing check. qovia.ai's robots.txt disallows /console/, /account/, /order/ and /admin/ and their /zh/ twins, which were not fetched."
        ],
        "score": 36
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/qovia.json",
      "live": {
        "slug": "qovia",
        "probe": {
          "target": "https://api.qovia.ai",
          "method": "get",
          "lastAt": "2026-11-02T23:57:46.182413355Z",
          "lastOk": true,
          "lastStatus": 200,
          "lastMs": 474,
          "authRequired": false,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 491,
          "p95ms24h": 588,
          "samples24h": 251,
          "samples30d": 294,
          "days": [
            {
              "date": "2026-11-01",
              "probes": 44,
              "ok": 44
            },
            {
              "date": "2026-11-02",
              "probes": 250,
              "ok": 250
            }
          ]
        },
        "versions": [
          {
            "registry": "mcp-registry",
            "name": "ai.qovia/qovia",
            "version": "0.1.1",
            "seenAt": "2026-11-02T16:30:45.916990424Z"
          },
          {
            "registry": "pypi",
            "name": "qovia",
            "version": "0.1.1",
            "released": "2026-10-27",
            "seenAt": "2026-11-02T19:45:27.985857412Z"
          }
        ],
        "pypiWeekly": 254,
        "securityTxt": {
          "url": "https://qovia.ai/.well-known/security.txt",
          "state": "none",
          "checkedAt": "2026-11-02T15:44:07.849426722Z"
        },
        "llmsTxt": {
          "url": "https://qovia.ai/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-02T15:17:48.976224262Z"
        },
        "pages": [
          {
            "url": "https://qovia.ai/changelog/",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-11-02T07:23:47.144170728Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "f876293b4cbf"
          },
          {
            "url": "https://qovia.ai/privacy/",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-02T07:23:49.328376701Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "6713947e7188"
          },
          {
            "url": "https://qovia.ai/terms/",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-11-02T07:23:51.257778245Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "88cfcd770908"
          }
        ],
        "github": {
          "repo": "qovia/qovia-mcp",
          "checkedAt": "2026-11-02T08:22:59.675177389Z",
          "stars": 0,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-11-01T09:41:18Z",
          "openIssues": 0,
          "openPRs": 0,
          "issuesOpened90d": 0,
          "issuesClosed90d": 0,
          "prsMerged90d": 0
        },
        "updatedAt": "2026-11-02T23:57:46.182413355Z"
      }
    },
    "answer": "Scrapfly scores 74.5 (BB) on agent readiness against Qovia's 61.2 (C), and leads in 6 of 7 scored categories. Qovia leads on payments \u0026 pricing.",
    "b": {
      "slug": "scrapfly",
      "name": "Scrapfly",
      "vendor": "Scrapfly (Joam Intelligence, LLC)",
      "vendorUrl": "https://scrapfly.io",
      "kind": "http-api",
      "category": "web-scrapers",
      "summary": "Scrape API with datacenter or residential proxies, JS rendering and an anti-bot Unblocker, plus screenshot, LLM extraction, crawler and hosted Cloud Browser APIs on one credit balance.",
      "url": "https://www.anchorterminal.com/tools/scrapfly",
      "markdownUrl": "https://www.anchorterminal.com/tools/scrapfly.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/scrapfly.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/scrapfly.json",
      "dns": "scrapfly.grade.anchorterminal.com",
      "repo": "https://github.com/scrapfly/scrapfly-mcp",
      "transports": [
        "http",
        "streamable-http",
        "stdio"
      ],
      "remoteUrl": "https://api.scrapfly.io/scrape",
      "packages": [
        {
          "registry": "pypi",
          "name": "scrapfly-sdk"
        },
        {
          "registry": "npm",
          "name": "scrapfly-sdk"
        },
        {
          "registry": "npm",
          "name": "scrapfly-mcp"
        }
      ],
      "auth": "mixed",
      "authNotes": "API key in the `key` query parameter (their canonical form) or the `X-Scrapfly-Api-Key` header. Keys are per project, `scp-live-` for live and `scp-test-` for sandbox. The hosted MCP accepts OAuth 2.0, a Bearer key or `?key=` in the URL.",
      "pricing": "freemium",
      "pricingNotes": "1,000 free credits on signup, no card. Discovery $30 a month (200,000 credits), Pro $100 (1 million), Startup $250 (2.5 million), Enterprise $500 (5.5 million), custom from $1,200. Annual billing gives 2 months free. A datacenter request costs 1 credit, residential 25, browser rendering adds 5, and the Unblocker can add target-specific fees that aren't published. Extra credits run $5 per 10,000 on Discovery down to $1.20 on Enterprise, and Discovery and Free stop at quota (https://scrapfly.io/pricing).",
      "priceSummary": "$30 / mo",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402 in llms.txt, the docs index or pricing.md (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": 62,
      "popularity": {
        "githubStars": 14,
        "npmWeekly": 21337,
        "pypiWeekly": null,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://scrapfly.io/docs",
      "llmsTxt": "https://scrapfly.io/docs/llms.txt",
      "registryName": "io.scrapfly.mcp/mcp",
      "capabilities": [
        "web.scrape",
        "web.fetch",
        "web.extract",
        "web.crawl",
        "browser.hosted",
        "scraping.proxies",
        "scraping.js-render",
        "scraping.anti-bot",
        "scraping.screenshot"
      ],
      "tags": [
        "hosted",
        "freemium",
        "no-card",
        "free-tier",
        "mcp",
        "llms-txt",
        "proxies",
        "python",
        "typescript",
        "openapi",
        "closed-source"
      ],
      "lastRelease": "2026-10-15",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 74.5,
        "grade": "BB",
        "agentReady": true,
        "rank": 73,
        "ranked": true,
        "rankOf": 1268,
        "categoryRank": 6,
        "methodology": "0.7",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 80,
          "maintenance": 84,
          "payments": 40,
          "reliability": 85,
          "schema": 95,
          "security": 75,
          "transparency": 75
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-11-01"
        },
        "negative": -3,
        "negativeNotes": [
          "-3 for an unadvised security fix in the listing's own MCP server. Before v1.4.0 (15 October 2026), a caller of the multi-caller HTTP server could look up and drive another caller's Cloud Browser session, since session lookup wasn't scoped to the API key. Commit 5263030 (1 October) fixed it, and the code comments describe the cross-caller exposure, but no advisory or release note says so. GitHub's advisory page couldn't be read. https://github.com/scrapfly/scrapfly-mcp/commit/52630304aadca11ad4d8c42adbd4cf1d920c0d68"
        ],
        "verdict": "The error catalogue documents HTTP status, retry behaviour and billing for over 100 codes, and the Statuspage history shows no incident since May 2026. The MCP server loads 62 tools at once, and the API's canonical form puts the key in the URL.",
        "bestFor": "An agent that needs scrape, screenshot, extraction, crawl and a hosted browser from one key, with errors it can branch on.",
        "strengths": [
          "Error catalogue of 100+ ERR:: codes, each with HTTP status, retryable and billed flags and a doc link",
          "Hosted MCP with OAuth open to all plans, and API keys restrictable to products since 15 April 2026",
          "MCP tools carry readOnlyHint, destructiveHint and idempotentHint, and mutating vault and alert tools need confirm=true",
          "Statuspage history with 25 components and no incident posted since 21 May 2026",
          "1,000 free credits with no card, and official SDKs in Python, TypeScript, Go and Rust"
        ],
        "weaknesses": [
          "The open-source MCP server registers 62 tools at once, a heavy tools/list",
          "The canonical API auth form and one MCP option put the key in the URL query string",
          "MCP v1.4.0 fixed cross-caller Cloud Browser session access in the HTTP server with no advisory or release note",
          "Residential requests cost 25 credits and per-target Unblocker surcharges aren't published",
          "No uptime SLA, and the terms disclaim uptime"
        ],
        "agentNotes": [
          "Send `X-Scrapfly-Api-Key` as a header rather than `key=` so the key stays out of logs",
          "Pass `unblocker=false` to the MCP web_scrape tool for plain pages, since it's on when omitted. `asp` is the deprecated alias",
          "Set `cost_budget` on each scrape so an Unblocker upgrade can't blow through credits",
          "Check `retryable` in the error body before retrying, and stop on `ERR::THROTTLE::MAX_API_CREDIT_BUDGET_EXCEEDED`",
          "Use web_get_page for a simple fetch and save cloud_browser_open for pages that need clicks"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 4,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.7",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 74.5
          }
        ],
        "editorialScores": {
          "ergonomics": 80,
          "maintenance": 84,
          "payments": 40,
          "reliability": 85,
          "schema": 95,
          "security": 75,
          "transparency": 58
        },
        "provenanceScore": 92,
        "checked": {
          "categories": {
            "ergonomics": "2026-11-01",
            "maintenance": "2026-11-01",
            "payments": "2026-11-01",
            "reliability": "2026-11-01",
            "schema": "2026-11-01",
            "security": "2026-11-01",
            "transparency": "2026-11-01"
          },
          "last": "2026-11-01",
          "lastMoved": "2026-11-01",
          "oldest": "2026-11-01",
          "stale": false,
          "staleAfterDays": 90
        }
      },
      "connect": {
        "http": "curl -G \"https://api.scrapfly.io/scrape\" -H \"X-Scrapfly-Api-Key: $SCRAPFLY_API_KEY\" \\\n  --data-urlencode \"url=https://example.com\" -d \"format=markdown\"",
        "claudeCode": "claude mcp add --transport http scrapfly https://mcp.scrapfly.io/mcp",
        "config": {
          "mcpServers": {
            "scrapfly": {
              "args": [
                "mcp-remote",
                "https://mcp.scrapfly.io/mcp"
              ],
              "command": "npx"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/web.scrape",
        "tool": "https://letme.dev/scrapfly"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Discovery plan",
          "unit": "month",
          "usd": 30,
          "note": "200,000 credits, hard cap at quota"
        },
        {
          "item": "Pro plan",
          "unit": "month",
          "usd": 100,
          "note": "1,000,000 credits, extra at $3.50 per 10,000"
        },
        {
          "item": "Startup plan",
          "unit": "month",
          "usd": 250,
          "note": "2,500,000 credits, extra at $2 per 10,000"
        },
        {
          "item": "Enterprise plan",
          "unit": "month",
          "usd": 500,
          "note": "5,500,000 credits, extra at $1.20 per 10,000"
        },
        {
          "item": "Datacenter request on Discovery",
          "unit": "1k-requests",
          "usd": 0.15,
          "note": "1 credit a request, no rendering"
        },
        {
          "item": "Residential request on Discovery",
          "unit": "1k-requests",
          "usd": 3.75,
          "note": "25 credits a request"
        },
        {
          "item": "Extra credit on Discovery",
          "unit": "credit",
          "usd": 0.0005,
          "note": "$5 per 10,000"
        }
      ],
      "provenance": {
        "legalEntity": "Joam Intelligence, LLC",
        "domain": "scrapfly.io",
        "domainRegistered": "2018-09-12",
        "endpointOnVendorDomain": true,
        "terms": "https://scrapfly.io/terms-of-service",
        "privacy": "https://scrapfly.io/privacy-policy",
        "statusPage": "https://scrapfly.io/status",
        "changelog": "https://scrapfly.io/docs/release-notes",
        "securityTxt": "valid",
        "checked": "2026-11-01",
        "notes": [
          "scrapfly.io/status answers with Statuspage's status JSON for the page at scrapfly.statuspage.io, which has 25 components and incident history back to 2022 (read on 2026-11-01). status.scrapfly.io didn't resolve on 2026-10-01.",
          "The terms were updated on 2026-09-30 and now name only Joam Intelligence, LLC, governed by US law, with no postal address.",
          "security.txt at scrapfly.io/.well-known/security.txt gives legal@scrapfly.io and expires 2027-04-30 (read on 2026-11-01)."
        ],
        "score": 92
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/scrapfly.json",
      "live": {
        "slug": "scrapfly",
        "probe": {
          "target": "https://api.scrapfly.io/scrape",
          "method": "get",
          "lastAt": "2026-11-02T23:57:48.619879992Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 514,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 428,
          "p95ms24h": 514,
          "samples24h": 251,
          "samples30d": 8138,
          "days": [
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-06",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-07",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
            },
            {
              "date": "2026-10-09",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-10",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-11",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-15",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 256,
              "ok": 256
            },
            {
              "date": "2026-10-19",
              "probes": 255,
              "ok": 255
            },
            {
              "date": "2026-10-20",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-21",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-22",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-23",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-24",
              "probes": 251,
              "ok": 251
            },
            {
              "date": "2026-10-25",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-26",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-27",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-28",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-29",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-30",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-31",
              "probes": 251,
              "ok": 251
            },
            {
              "date": "2026-11-01",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-11-02",
              "probes": 250,
              "ok": 250
            }
          ]
        },
        "vendorStatus": {
          "page": "https://scrapfly.io/status",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-11-02T18:56:24.684677264Z"
        },
        "versions": [
          {
            "registry": "mcp-registry",
            "name": "io.scrapfly.mcp/mcp",
            "version": "1.0.0",
            "seenAt": "2026-11-02T16:30:45.916990424Z"
          },
          {
            "registry": "npm",
            "name": "scrapfly-mcp",
            "version": "1.4.0",
            "seenAt": "2026-11-02T19:49:17.979717197Z"
          },
          {
            "registry": "npm",
            "name": "scrapfly-sdk",
            "version": "0.12.0",
            "seenAt": "2026-11-02T19:49:17.196078471Z"
          },
          {
            "registry": "pypi",
            "name": "scrapfly-sdk",
            "version": "0.12.0",
            "released": "2026-09-08",
            "seenAt": "2026-11-02T19:49:17.00924345Z"
          }
        ],
        "githubStars": 14,
        "npmWeekly": 23904,
        "pypiWeekly": 78983,
        "securityTxt": {
          "url": "https://scrapfly.io/.well-known/security.txt",
          "state": "valid",
          "expires": "2027-05-01T15:44:38Z",
          "checkedAt": "2026-11-02T15:44:38.503680187Z"
        },
        "llmsTxt": {
          "url": "https://scrapfly.io/docs/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-11-02T15:17:58.964299048Z"
        },
        "domain": {
          "domain": "scrapfly.io",
          "checkedAt": "2026-11-01T14:10:24.175745549Z"
        },
        "pages": [
          {
            "url": "https://scrapfly.io/docs/release-notes",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-11-02T07:24:59.293121851Z",
            "changedAt": "2026-10-30T05:47:57.421528308Z",
            "fingerprint": "8a91b5eccc7d"
          },
          {
            "url": "https://scrapfly.io/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-11-02T07:25:02.117592287Z",
            "changedAt": "2026-10-03T15:35:35.046049372Z",
            "fingerprint": "f25420398c41"
          },
          {
            "url": "https://scrapfly.io/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-11-02T07:25:03.447608427Z",
            "changedAt": "2026-10-22T01:25:11.179303727Z",
            "fingerprint": "87d893df699e"
          },
          {
            "url": "https://scrapfly.io/terms-of-service",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-11-02T07:25:05.605644407Z",
            "changedAt": "2026-10-09T18:45:01.532788038Z",
            "fingerprint": "418fa790a7a3"
          }
        ],
        "github": {
          "repo": "scrapfly/scrapfly-mcp",
          "checkedAt": "2026-11-02T09:24:01.853686538Z",
          "stars": 14,
          "archived": false,
          "issuesEnabled": true,
          "pushedAt": "2026-10-30T11:31:37Z",
          "openIssues": 0,
          "openPRs": 0,
          "issuesOpened90d": 1,
          "issuesClosed90d": 1,
          "prsMerged90d": 2,
          "ci": {
            "branch": "main",
            "runs": 23,
            "success": 23,
            "failure": 0,
            "other": 0,
            "latest": "success",
            "latestAt": "2026-10-30T11:31:47Z"
          },
          "replies": {
            "sampled": 2,
            "unanswered": 0,
            "medianDays": 0.1
          }
        },
        "updatedAt": "2026-11-02T23:57:48.619879992Z"
      }
    },
    "edges": [
      {
        "by": 45,
        "category": "reliability",
        "leads": "scrapfly",
        "name": "Reliability",
        "reasons": {
          "a": "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.",
          "b": "scrapfly.io/status answers with Statuspage's status JSON, which names its page as scrapfly.statuspage.io. That page has 25 components and incident history back to 2022, read through its history feed on 1 November. The 1 October check read only the overall state and found no history (20, was 10). The newest incident is a Scrapium rendering fault on 21 May 2026, so nothing is posted in the 90 days from 3 August (30, was 5). Concurrency per plan is published (5 on Discovery to 100 on Enterprise) and each project has a configurable per-minute throttle (15). The error catalogue marks every code retryable or not and has three ERR::THROTTLE codes, but we found no Retry-After header or backoff guidance on the errors or throttling pages (10 of 15). The terms disclaim uptime and no uptime SLA is published, and the pricing page's SLA mentions cover support response on Enterprise (0). The Scrape API is GA. Vault and alerting are beta, outside the main surface (10). 20+30+15+10+0+10 = 85."
        },
        "scores": {
          "a": 40,
          "b": 85
        }
      },
      {
        "by": 45,
        "category": "transparency",
        "leads": "scrapfly",
        "name": "Transparency \u0026 trust",
        "reasons": {
          "a": "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.",
          "b": "Closed service with terms updated 2026-09-30 under US law. SDKs are BSD 2-Clause, and the MCP source is public with no LICENSE file and ISC in package.json (15 of 30). Privacy policy updated 14 May 2026 with a published DPA and HIPAA BAA, but retention is as long as necessary, and the retention of scraped content isn't stated (18 of 30). Release notes date deprecations and removals, for example Scrapium v153 dropping legacy network interception on 11 September. No standing deprecation policy found (15 of 20). Stripe, Google Analytics, Google Ads and Google Cloud are named, with SCC and Data Privacy Framework transfers, but there's no full subprocessor list (10 of 20). The release notes still date each CDP removal, most recently `Storage.getRelatedWebsiteSets` in Scrapium v156 on 26 October. Not otherwise re-read on 1 November. 15+18+15+10 = 58."
        },
        "scores": {
          "a": 30,
          "b": 75
        }
      },
      {
        "by": 15,
        "category": "security",
        "leads": "scrapfly",
        "name": "Security \u0026 auth",
        "reasons": {
          "a": "API keys with scopes chosen at creation (every endpoint, search, every raw endpoint or one of 24 platform groups), an optional expiry, revocation in the console and hashed storage; the docs say the key is read from the Authorization or x-api-key header only, never the URL or a cookie, and 30 failed authentications from one IP in a minute are throttled. No OAuth and no rotation feature beyond creating another key (24 of 30). The whole surface is read-only retrieval, scopes restrict a key to platforms, the two MCP catalogue tools need no key, and the docs and SECURITY.md tell users to give AI tools a separate scoped key (17 of 20). Every response is third-party platform text, and the only related statement is that error messages never contain the data source's own text; nothing on treating returned content as untrusted (3 of 15). request_id is the usage record ID on every answer, the console lists every charge in a usage log, X-Qovia-Charged and X-Qovia-Balance headers report each call, and GET /v1/account returns the key's scopes and balance at no charge; no exportable audit log or per-call endpoint was found (11 of 15). No security.txt on qovia.ai or api.qovia.ai (404), no bug bounty, SOC 2 or ISO 27001; the repository's SECURITY.md names a Telegram handle and a mailbox for reports covering both hosts (5 of 20). 24+17+3+11+5 = 60.",
          "b": "OAuth 2 on the hosted MCP with dashboard revocation, open to all plans. API keys are per project, live or test, and since 15 April 2026 can be restricted to products (30). The canonical API form puts the key in the key query parameter and the MCP also accepts ?key=, so less 10 (20 of 30). Product-restricted keys, confirm=true on every mutating vault and alert tool, info_api_key off in server-key mode, and the self-hosted HTTP server binds loopback by default. Since v1.4.0 Cloud Browser sessions are scoped to the API key that opened them (15 of 20). The source gates mutating vault tools behind a preview step because prompt injection can reach them and redacts keys from CDP URLs. We found no user-facing guidance on untrusted page content (8 of 15). Monitoring shows every call as a log with its error, credit cost line by line and Unblocker state, with replay, per the 24 October release notes, as well as per-domain metrics and alerting. The 1 October check couldn't confirm per-request logs (15, was 10). security.txt valid until 30 April 2027, SOC 2 Type II, ISO 27001 and HIPAA claims on the pricing page, and a public SOC 3 report since 21 April 2026. No bug bounty found (17 of 20). 20+15+8+15+17 = 75."
        },
        "scores": {
          "a": 60,
          "b": 75
        }
      },
      {
        "by": 15,
        "category": "payments",
        "leads": "qovia",
        "name": "Payments \u0026 pricing",
        "reasons": {
          "a": "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.",
          "b": "No x402, MPP or L402 (0). Credit costs per request type (1 datacentre, 5 with rendering or Unblocker, 25 residential, 60 full-page screenshot) and plan prices are public. Unblocker surcharges per target aren't published, but cost_budget caps them (20). 1,000 free credits, no card, no time limit (20). A person signs up in a browser. OAuth still needs an account (0). Plan prices and the 1,000 free credits with no card re-read on the pricing page on 1 November. 0+20+20+0 = 40."
        },
        "scores": {
          "a": 55,
          "b": 40
        }
      },
      {
        "by": 9,
        "category": "schema",
        "leads": "scrapfly",
        "name": "Schema \u0026 documentation",
        "reasons": {
          "a": "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.",
          "b": "A Swagger reference per the 30 September check, and the MCP server exposes it as a web_scraping_openapi_specification resource. Every MCP tool has JSON Schema inputs generated from typed Go structs (25). llms.txt and Markdown twins such as pricing.md per the 30 September check. robots.txt still disallows /docs/llms.txt and the .md twins for crawlers it doesn't name, so they weren't re-read on 1 November (10). Descriptions say when to use a tool and when to switch, for example web_get_page falls back to web_scrape for tuning and to cloud_browser_open for interaction. A few are long and steer the model's next step (17 of 20). Typed inputs with enums, for example the vault service discriminator, and required fields (13 of 15). Error catalogue of 100+ ERR:: codes, each with HTTP status, retryable and billed flags and its own doc link (15). Dated release notes, newest 26 October 2026 (15). 25+10+17+13+15+15 = 95."
        },
        "scores": {
          "a": 86,
          "b": 95
        }
      },
      {
        "by": 7,
        "category": "maintenance",
        "leads": "scrapfly",
        "name": "Maintenance \u0026 community",
        "reasons": {
          "a": "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.",
          "b": "Scrapium v156 in the release notes on 26 October 2026 and MCP v1.4.0 on 15 October (30). MCP tags v1.3.1 to v1.3.3 (26 and 27 August), v1.3.4 (8 September) and v1.4.0 (15 October), SDKs 0.12.0 on 8 September, and dated release notes on 14, 24 and 26 August, 11, 23 and 25 September, 7, 24 and 26 October (20). Dated release notes most weeks and a support address. We couldn't read GitHub issues, since github.com refuses our reader (12 of 25). In the official MCP registry as io.scrapfly.mcp/mcp under the vendor's domain, though the entry still lists 1.0.0, and the SDKs are current (15). MCP moved to Go 1.27 on 23 October. Its CI runs only a reference check and the npm publish, while the TypeScript SDK runs tests in CI (7 of 10). 30+20+12+15+7 = 84."
        },
        "scores": {
          "a": 77,
          "b": 84
        }
      }
    ],
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Qovia",
        "b": "Scrapfly (Joam Intelligence, LLC)",
        "name": "Vendor"
      },
      {
        "a": "https://api.qovia.ai",
        "b": "https://api.scrapfly.io/scrape",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP",
        "b": "HTTP, Streamable HTTP, stdio",
        "name": "Transports"
      },
      {
        "a": "API key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary 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",
        "b": "none",
        "name": "Licence"
      },
      {
        "a": "141",
        "b": "62",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "ai.qovia/qovia",
        "b": "io.scrapfly.mcp/mcp",
        "name": "MCP registry"
      },
      {
        "a": "2026-10-28",
        "b": "2026-10-15",
        "name": "Last release"
      },
      {
        "a": "not read yet",
        "b": "2026-09-30",
        "name": "Terms last updated"
      },
      {
        "a": "not read yet",
        "b": "2026-05-14",
        "name": "Privacy policy last updated"
      },
      {
        "a": "not read yet",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "not read yet",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not read yet",
        "b": "yes",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not read yet",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not read yet",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "0 stars",
        "b": "14 stars, 21k npm/wk",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "4/5 (2)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Scrapfly scores 74.5 (BB) on agent readiness against Qovia's 61.2 (C), and leads in 6 of 7 scored categories. Qovia leads on payments \u0026 pricing.",
        "question": "Which is better for AI agents, Qovia or Scrapfly?"
      },
      {
        "answer": "Qovia needs an API key. Scrapfly takes an API key or an OAuth sign-in.",
        "question": "Do Qovia and Scrapfly need an API key?"
      },
      {
        "answer": "Yes. Qovia has a hosted endpoint at https://api.qovia.ai and Scrapfly at https://api.scrapfly.io/scrape.",
        "question": "Can an agent call Qovia and Scrapfly without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Payments \u0026 pricing, 55 against 40"
        ],
        "also": [
          "No incidents deducted, where Scrapfly loses 3 points for them"
        ],
        "goodFor": "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.",
        "slug": "qovia",
        "watchFor": "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`"
      },
      {
        "aheadOn": [
          "Reliability, 85 against 40",
          "Schema \u0026 documentation, 95 against 86",
          "Security \u0026 auth, 75 against 60",
          "Maintenance \u0026 community, 84 against 77",
          "Transparency \u0026 trust, 75 against 30"
        ],
        "also": [
          "Agent-ready, a grade of BB or better",
          "Runs on your own machine",
          "Free to start without a card"
        ],
        "goodFor": "An agent that needs scrape, screenshot, extraction, crawl and a hosted browser from one key, with errors it can branch on.",
        "slug": "scrapfly",
        "watchFor": "The open-source MCP server registers 62 tools at once, a heavy tools/list"
      }
    ],
    "history": {
      "qovia": null,
      "scrapfly": [
        {
          "causes": [
            "evidence",
            "event"
          ],
          "date": "2026-11-01",
          "delta": 4.9,
          "from": 69.6,
          "fromGrade": "B",
          "to": 74.5,
          "toGrade": "BB"
        },
        {
          "causes": [
            "method"
          ],
          "date": "2026-10-08",
          "delta": -0.2,
          "from": 69.8,
          "fromGrade": "B",
          "to": 69.6,
          "toGrade": "B"
        }
      ]
    },
    "job": {
      "capability": "web.extract",
      "name": "Extraction"
    },
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      {
        "json": "https://www.anchorterminal.com/compare/context-dev-vs-scrapfly.json",
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      {
        "json": "https://www.anchorterminal.com/compare/jina-reader-vs-scrapfly.json",
        "title": "Jina Reader vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/jina-reader-vs-scrapfly"
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      {
        "json": "https://www.anchorterminal.com/compare/olostep-vs-scrapfly.json",
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        "url": "https://www.anchorterminal.com/compare/olostep-vs-scrapfly"
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      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapfly.json",
        "title": "Outcrawl vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapfly.json",
        "title": "Oxylabs Web Scraper API vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapfly"
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      {
        "json": "https://www.anchorterminal.com/compare/scrape-do-vs-scrapfly.json",
        "title": "Scrape.do vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/scrape-do-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapfly.json",
        "title": "ScrapeGraphAI vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapeless-vs-scrapfly.json",
        "title": "Scrapeless vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/scrapeless-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scraperapi-vs-scrapfly.json",
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        "url": "https://www.anchorterminal.com/compare/scraperapi-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapewise-vs-scrapfly.json",
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        "url": "https://www.anchorterminal.com/compare/scrapewise-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingant.json",
        "title": "Scrapfly vs ScrapingAnt",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingant"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingbee.json",
        "title": "Scrapfly vs ScrapingBee",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingbee"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingdog.json",
        "title": "Scrapfly vs Scrapingdog",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-scrapingdog"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-spider-cloud.json",
        "title": "Scrapfly vs Spider",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-spider-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-zenrows.json",
        "title": "Scrapfly vs ZenRows",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-zenrows"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapfly-vs-zyte.json",
        "title": "Scrapfly vs Zyte API",
        "url": "https://www.anchorterminal.com/compare/scrapfly-vs-zyte"
      },
      {
        "json": "https://www.anchorterminal.com/compare/bright-data-vs-qovia.json",
        "title": "Bright Data vs Qovia",
        "url": "https://www.anchorterminal.com/compare/bright-data-vs-qovia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-qovia.json",
        "title": "Firecrawl MCP vs Qovia",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-qovia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/context-dev-vs-qovia.json",
        "title": "Context.dev vs Qovia",
        "url": "https://www.anchorterminal.com/compare/context-dev-vs-qovia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/diffbot-vs-qovia.json",
        "title": "Diffbot vs Qovia",
        "url": "https://www.anchorterminal.com/compare/diffbot-vs-qovia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/diffbot-vs-scrapfly.json",
        "title": "Diffbot vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/diffbot-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-qovia.json",
        "title": "jevcrawl vs Qovia",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-qovia"
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      {
        "json": "https://www.anchorterminal.com/compare/olostep-vs-qovia.json",
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        "url": "https://www.anchorterminal.com/compare/olostep-vs-qovia"
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      {
        "json": "https://www.anchorterminal.com/compare/outcrawl-vs-qovia.json",
        "title": "Outcrawl vs Qovia",
        "url": "https://www.anchorterminal.com/compare/outcrawl-vs-qovia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-qovia.json",
        "title": "Oxylabs Web Scraper API vs Qovia",
        "url": "https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-qovia"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qovia-vs-scrapeatlas.json",
        "title": "Qovia vs ScrapeAtlas",
        "url": "https://www.anchorterminal.com/compare/qovia-vs-scrapeatlas"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qovia-vs-scrapegraphai.json",
        "title": "Qovia vs ScrapeGraphAI",
        "url": "https://www.anchorterminal.com/compare/qovia-vs-scrapegraphai"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qovia-vs-scraperapi.json",
        "title": "Qovia vs ScraperAPI",
        "url": "https://www.anchorterminal.com/compare/qovia-vs-scraperapi"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qovia-vs-scrapewise.json",
        "title": "Qovia vs Scrapewise",
        "url": "https://www.anchorterminal.com/compare/qovia-vs-scrapewise"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qovia-vs-scrapingant.json",
        "title": "Qovia vs ScrapingAnt",
        "url": "https://www.anchorterminal.com/compare/qovia-vs-scrapingant"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qovia-vs-scrapingbee.json",
        "title": "Qovia vs ScrapingBee",
        "url": "https://www.anchorterminal.com/compare/qovia-vs-scrapingbee"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qovia-vs-scrapingdog.json",
        "title": "Qovia vs Scrapingdog",
        "url": "https://www.anchorterminal.com/compare/qovia-vs-scrapingdog"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qovia-vs-spider-cloud.json",
        "title": "Qovia vs Spider",
        "url": "https://www.anchorterminal.com/compare/qovia-vs-spider-cloud"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qovia-vs-zenrows.json",
        "title": "Qovia vs ZenRows",
        "url": "https://www.anchorterminal.com/compare/qovia-vs-zenrows"
      },
      {
        "json": "https://www.anchorterminal.com/compare/qovia-vs-zyte.json",
        "title": "Qovia vs Zyte API",
        "url": "https://www.anchorterminal.com/compare/qovia-vs-zyte"
      },
      {
        "json": "https://www.anchorterminal.com/compare/scrapeatlas-vs-scrapfly.json",
        "title": "ScrapeAtlas vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/scrapeatlas-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/apify-mcp-vs-scrapfly.json",
        "title": "Apify MCP Server vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/apify-mcp-vs-scrapfly"
      },
      {
        "json": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapfly.json",
        "title": "jevcrawl vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/jevcrawl-vs-scrapfly"
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      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly.json",
        "title": "Firecrawl MCP vs Scrapfly",
        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly"
      }
    ],
    "panel": null,
    "scores": [
      {
        "by": 45,
        "edge": "scrapfly",
        "key": "reliability",
        "name": "Reliability",
        "qovia": 40,
        "scrapfly": 85,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 9,
        "edge": "scrapfly",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "qovia": 86,
        "scrapfly": 95,
        "weight": 13
      },
      {
        "by": 3,
        "edge": "scrapfly",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "qovia": 77,
        "scrapfly": 80,
        "weight": 13
      },
      {
        "by": 15,
        "edge": "scrapfly",
        "key": "security",
        "name": "Security \u0026 auth",
        "qovia": 60,
        "scrapfly": 75,
        "weight": 14
      },
      {
        "by": 15,
        "edge": "qovia",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "qovia": 55,
        "scrapfly": 40,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 7,
        "edge": "scrapfly",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "qovia": 77,
        "scrapfly": 84,
        "weight": 7
      },
      {
        "by": 45,
        "edge": "scrapfly",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "qovia": 30,
        "scrapfly": 75,
        "weight": 7
      }
    ],
    "summary": "Scrapfly scores 74.5 (BB) on agent readiness against Qovia's 61.2 (C), and leads in 6 of 7 scored categories. Qovia leads on payments \u0026 pricing. Both do extraction.",
    "tasks": null,
    "tutorials": [],
    "verdicts": {
      "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.",
      "scrapfly": "The error catalogue documents HTTP status, retry behaviour and billing for over 100 codes, and the Statuspage history shows no incident since May 2026. The MCP server loads 62 tools at once, and the API's canonical form puts the key in the URL."
    }
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  "kind": "anchor.page",
  "links": {
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    "json": "https://www.anchorterminal.com/compare/qovia-vs-scrapfly.json",
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  "markdown": "Scrapfly scores 74.5 (BB) on agent readiness against Qovia's 61.2 (C), and leads in 6 of 7 scored categories. Qovia leads on payments \u0026 pricing. Both do extraction.\n\n- Qovia: grade C, 61.2/100, rank #493 of 1268. Markdown https://www.anchorterminal.com/tools/qovia.md · JSON https://www.anchorterminal.com/api/v1/tools/qovia.json\n- Scrapfly: grade BB, 74.5/100, rank #73 of 1268. Markdown https://www.anchorterminal.com/tools/scrapfly.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapfly.json\n- Best web scraping and crawling APIs for AI agents: https://www.anchorterminal.com/best/web-scrapers/index.md\n- All 284 scrapers comparisons: https://www.anchorterminal.com/compare/web-scrapers/index.md\n\n## Which one, for what\n\n### Qovia (C)\n\nGood 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.\n\nAhead on:\n- Payments \u0026 pricing, 55 against 40\n\nAlso in its favour:\n- No incidents deducted, where Scrapfly loses 3 points for them\n\nWatch 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`\n\n### Scrapfly (BB)\n\nGood for: An agent that needs scrape, screenshot, extraction, crawl and a hosted browser from one key, with errors it can branch on.\n\nAhead on:\n- Reliability, 85 against 40\n- Schema \u0026 documentation, 95 against 86\n- Security \u0026 auth, 75 against 60\n- Maintenance \u0026 community, 84 against 77\n- Transparency \u0026 trust, 75 against 30\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n- Runs on your own machine\n- Free to start without a card\n\nWatch for: The open-source MCP server registers 62 tools at once, a heavy tools/list\n\n\n## Why the edge\n\n### Reliability: Scrapfly +45\n\n- 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.\n- Scrapfly (85): scrapfly.io/status answers with Statuspage's status JSON, which names its page as scrapfly.statuspage.io. That page has 25 components and incident history back to 2022, read through its history feed on 1 November. The 1 October check read only the overall state and found no history (20, was 10). The newest incident is a Scrapium rendering fault on 21 May 2026, so nothing is posted in the 90 days from 3 August (30, was 5). Concurrency per plan is published (5 on Discovery to 100 on Enterprise) and each project has a configurable per-minute throttle (15). The error catalogue marks every code retryable or not and has three ERR::THROTTLE codes, but we found no Retry-After header or backoff guidance on the errors or throttling pages (10 of 15). The terms disclaim uptime and no uptime SLA is published, and the pricing page's SLA mentions cover support response on Enterprise (0). The Scrape API is GA. Vault and alerting are beta, outside the main surface (10). 20+30+15+10+0+10 = 85.\n\n### Transparency \u0026 trust: Scrapfly +45\n\n- 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.\n- Scrapfly (75): Closed service with terms updated 2026-09-30 under US law. SDKs are BSD 2-Clause, and the MCP source is public with no LICENSE file and ISC in package.json (15 of 30). Privacy policy updated 14 May 2026 with a published DPA and HIPAA BAA, but retention is as long as necessary, and the retention of scraped content isn't stated (18 of 30). Release notes date deprecations and removals, for example Scrapium v153 dropping legacy network interception on 11 September. No standing deprecation policy found (15 of 20). Stripe, Google Analytics, Google Ads and Google Cloud are named, with SCC and Data Privacy Framework transfers, but there's no full subprocessor list (10 of 20). The release notes still date each CDP removal, most recently `Storage.getRelatedWebsiteSets` in Scrapium v156 on 26 October. Not otherwise re-read on 1 November. 15+18+15+10 = 58.\n\n### Security \u0026 auth: Scrapfly +15\n\n- Qovia (60): API keys with scopes chosen at creation (every endpoint, search, every raw endpoint or one of 24 platform groups), an optional expiry, revocation in the console and hashed storage; the docs say the key is read from the Authorization or x-api-key header only, never the URL or a cookie, and 30 failed authentications from one IP in a minute are throttled. No OAuth and no rotation feature beyond creating another key (24 of 30). The whole surface is read-only retrieval, scopes restrict a key to platforms, the two MCP catalogue tools need no key, and the docs and SECURITY.md tell users to give AI tools a separate scoped key (17 of 20). Every response is third-party platform text, and the only related statement is that error messages never contain the data source's own text; nothing on treating returned content as untrusted (3 of 15). request_id is the usage record ID on every answer, the console lists every charge in a usage log, X-Qovia-Charged and X-Qovia-Balance headers report each call, and GET /v1/account returns the key's scopes and balance at no charge; no exportable audit log or per-call endpoint was found (11 of 15). No security.txt on qovia.ai or api.qovia.ai (404), no bug bounty, SOC 2 or ISO 27001; the repository's SECURITY.md names a Telegram handle and a mailbox for reports covering both hosts (5 of 20). 24+17+3+11+5 = 60.\n- Scrapfly (75): OAuth 2 on the hosted MCP with dashboard revocation, open to all plans. API keys are per project, live or test, and since 15 April 2026 can be restricted to products (30). The canonical API form puts the key in the key query parameter and the MCP also accepts ?key=, so less 10 (20 of 30). Product-restricted keys, confirm=true on every mutating vault and alert tool, info_api_key off in server-key mode, and the self-hosted HTTP server binds loopback by default. Since v1.4.0 Cloud Browser sessions are scoped to the API key that opened them (15 of 20). The source gates mutating vault tools behind a preview step because prompt injection can reach them and redacts keys from CDP URLs. We found no user-facing guidance on untrusted page content (8 of 15). Monitoring shows every call as a log with its error, credit cost line by line and Unblocker state, with replay, per the 24 October release notes, as well as per-domain metrics and alerting. The 1 October check couldn't confirm per-request logs (15, was 10). security.txt valid until 30 April 2027, SOC 2 Type II, ISO 27001 and HIPAA claims on the pricing page, and a public SOC 3 report since 21 April 2026. No bug bounty found (17 of 20). 20+15+8+15+17 = 75.\n\n### Payments \u0026 pricing: Qovia +15\n\n- 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.\n- Scrapfly (40): No x402, MPP or L402 (0). Credit costs per request type (1 datacentre, 5 with rendering or Unblocker, 25 residential, 60 full-page screenshot) and plan prices are public. Unblocker surcharges per target aren't published, but cost_budget caps them (20). 1,000 free credits, no card, no time limit (20). A person signs up in a browser. OAuth still needs an account (0). Plan prices and the 1,000 free credits with no card re-read on the pricing page on 1 November. 0+20+20+0 = 40.\n\n### Schema \u0026 documentation: Scrapfly +9\n\n- 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.\n- Scrapfly (95): A Swagger reference per the 30 September check, and the MCP server exposes it as a web_scraping_openapi_specification resource. Every MCP tool has JSON Schema inputs generated from typed Go structs (25). llms.txt and Markdown twins such as pricing.md per the 30 September check. robots.txt still disallows /docs/llms.txt and the .md twins for crawlers it doesn't name, so they weren't re-read on 1 November (10). Descriptions say when to use a tool and when to switch, for example web_get_page falls back to web_scrape for tuning and to cloud_browser_open for interaction. A few are long and steer the model's next step (17 of 20). Typed inputs with enums, for example the vault service discriminator, and required fields (13 of 15). Error catalogue of 100+ ERR:: codes, each with HTTP status, retryable and billed flags and its own doc link (15). Dated release notes, newest 26 October 2026 (15). 25+10+17+13+15+15 = 95.\n\n### Maintenance \u0026 community: Scrapfly +7\n\n- 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.\n- Scrapfly (84): Scrapium v156 in the release notes on 26 October 2026 and MCP v1.4.0 on 15 October (30). MCP tags v1.3.1 to v1.3.3 (26 and 27 August), v1.3.4 (8 September) and v1.4.0 (15 October), SDKs 0.12.0 on 8 September, and dated release notes on 14, 24 and 26 August, 11, 23 and 25 September, 7, 24 and 26 October (20). Dated release notes most weeks and a support address. We couldn't read GitHub issues, since github.com refuses our reader (12 of 25). In the official MCP registry as io.scrapfly.mcp/mcp under the vendor's domain, though the entry still lists 1.0.0, and the SDKs are current (15). MCP moved to Go 1.27 on 23 October. Its CI runs only a reference check and the npm publish, while the TypeScript SDK runs tests in CI (7 of 10). 30+20+12+15+7 = 84.\n\n## Score by category\n\n| Category | Weight | Qovia | Scrapfly | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 40 | 85 | Scrapfly +45 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 86 | 95 | Scrapfly +9 |\n| Agent ergonomics | 13% (16.2 this run) | 77 | 80 | Scrapfly +3 |\n| Security \u0026 auth | 14% (17.5 this run) | 60 | 75 | Scrapfly +15 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 55 | 40 | Qovia +15 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 77 | 84 | Scrapfly +7 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 30 | 75 | Scrapfly +45 |\n| Negative events | ≤15 | 0 | -3 | |\n| **Total** | | **61.2 · C** | **74.5 · BB** | |\n\n## Facts side by side\n\n| Fact | Qovia | Scrapfly |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | Qovia | Scrapfly (Joam Intelligence, LLC) |\n| Hosted endpoint | `https://api.qovia.ai` | `https://api.scrapfly.io/scrape` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP, stdio |\n| Auth | API key | OAuth or key |\n| Pricing | Pay per use | Freemium |\n| x402 | no | no |\n| Licence | Proprietary 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 | none |\n| Tools exposed | 141 | 62 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | `ai.qovia/qovia` | `io.scrapfly.mcp/mcp` |\n| Last release | 2026-10-28 | 2026-10-15 |\n| Terms last updated | not read yet | 2026-09-30 |\n| Privacy policy last updated | not read yet | 2026-05-14 |\n| Customer content may train models | not read yet | not found in the text |\n| Terms restrict automated access | not read yet | not found in the text |\n| Terms restrict benchmarking | not read yet | yes |\n| Terms or service can change without notice | not read yet | yes |\n| Arbitration or class-action waiver | not read yet | not found in the text |\n| Popularity | 0 stars | 14 stars, 21k npm/wk |\n| Agent reviews | none | 4/5 (2) |\n\n## How the scores have moved\n\n### Qovia\n\nNo score change since it was listed.\n\n### Scrapfly\n\n- +4.9 on 1 November 2026 (B to BB): new evidence, negative event\n- -0.2 on 8 October 2026: checklist\n\n## Verdicts\n\n**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.\n\n**Scrapfly.** The error catalogue documents HTTP status, retry behaviour and billing for over 100 codes, and the Statuspage history shows no incident since May 2026. The MCP server loads 62 tools at once, and the API's canonical form puts the key in the URL.\n\n## Before you call either\n\n### Qovia\n\n1. 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.\n2. 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.\n3. 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`.\n4. 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.\n5. 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.\n\n### Scrapfly\n\n1. Send `X-Scrapfly-Api-Key` as a header rather than `key=` so the key stays out of logs\n2. Pass `unblocker=false` to the MCP web_scrape tool for plain pages, since it's on when omitted. `asp` is the deprecated alias\n3. Set `cost_budget` on each scrape so an Unblocker upgrade can't blow through credits\n4. Check `retryable` in the error body before retrying, and stop on `ERR::THROTTLE::MAX_API_CREDIT_BUDGET_EXCEEDED`\n5. Use web_get_page for a simple fetch and save cloud_browser_open for pages that need clicks\n\n## Questions\n\n### Which is better for AI agents, Qovia or Scrapfly?\n\nScrapfly scores 74.5 (BB) on agent readiness against Qovia's 61.2 (C), and leads in 6 of 7 scored categories. Qovia leads on payments \u0026 pricing.\n\n### Do Qovia and Scrapfly need an API key?\n\nQovia needs an API key. Scrapfly takes an API key or an OAuth sign-in.\n\n### Can an agent call Qovia and Scrapfly without installing anything?\n\nYes. Qovia has a hosted endpoint at https://api.qovia.ai and Scrapfly at https://api.scrapfly.io/scrape.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/qovia-vs-scrapfly.json, and with the fewest tokens: https://www.anchorterminal.com/compare/qovia-vs-scrapfly.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"qovia\", \"b\": \"scrapfly\"}`. From a terminal: `anchor compare qovia scrapfly`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/qovia.json and https://www.anchorterminal.com/api/v1/tools/scrapfly.json\n\n## Other comparisons with Qovia or Scrapfly\n\n- [Bright Data vs Scrapfly](https://www.anchorterminal.com/compare/bright-data-vs-scrapfly.md)\n- [Context.dev vs Scrapfly](https://www.anchorterminal.com/compare/context-dev-vs-scrapfly.md)\n- [Jina Reader vs Scrapfly](https://www.anchorterminal.com/compare/jina-reader-vs-scrapfly.md)\n- [Olostep vs Scrapfly](https://www.anchorterminal.com/compare/olostep-vs-scrapfly.md)\n- [Outcrawl vs Scrapfly](https://www.anchorterminal.com/compare/outcrawl-vs-scrapfly.md)\n- [Oxylabs Web Scraper API vs Scrapfly](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-scrapfly.md)\n- [Scrape.do vs Scrapfly](https://www.anchorterminal.com/compare/scrape-do-vs-scrapfly.md)\n- [ScrapeGraphAI vs Scrapfly](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapfly.md)\n- [Scrapeless vs Scrapfly](https://www.anchorterminal.com/compare/scrapeless-vs-scrapfly.md)\n- [ScraperAPI vs Scrapfly](https://www.anchorterminal.com/compare/scraperapi-vs-scrapfly.md)\n- [Scrapewise vs Scrapfly](https://www.anchorterminal.com/compare/scrapewise-vs-scrapfly.md)\n- [Scrapfly vs ScrapingAnt](https://www.anchorterminal.com/compare/scrapfly-vs-scrapingant.md)\n- [Scrapfly vs ScrapingBee](https://www.anchorterminal.com/compare/scrapfly-vs-scrapingbee.md)\n- [Scrapfly vs Scrapingdog](https://www.anchorterminal.com/compare/scrapfly-vs-scrapingdog.md)\n- [Scrapfly vs Spider](https://www.anchorterminal.com/compare/scrapfly-vs-spider-cloud.md)\n- [Scrapfly vs ZenRows](https://www.anchorterminal.com/compare/scrapfly-vs-zenrows.md)\n- [Scrapfly vs Zyte API](https://www.anchorterminal.com/compare/scrapfly-vs-zyte.md)\n- [Bright Data vs Qovia](https://www.anchorterminal.com/compare/bright-data-vs-qovia.md)\n- [Firecrawl MCP vs Qovia](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-qovia.md)\n- [Context.dev vs Qovia](https://www.anchorterminal.com/compare/context-dev-vs-qovia.md)\n- [Diffbot vs Qovia](https://www.anchorterminal.com/compare/diffbot-vs-qovia.md)\n- [Diffbot vs Scrapfly](https://www.anchorterminal.com/compare/diffbot-vs-scrapfly.md)\n- [jevcrawl vs Qovia](https://www.anchorterminal.com/compare/jevcrawl-vs-qovia.md)\n- [Olostep vs Qovia](https://www.anchorterminal.com/compare/olostep-vs-qovia.md)\n- [Outcrawl vs Qovia](https://www.anchorterminal.com/compare/outcrawl-vs-qovia.md)\n- [Oxylabs Web Scraper API vs Qovia](https://www.anchorterminal.com/compare/oxylabs-web-scraper-vs-qovia.md)\n- [Qovia vs ScrapeAtlas](https://www.anchorterminal.com/compare/qovia-vs-scrapeatlas.md)\n- [Qovia vs ScrapeGraphAI](https://www.anchorterminal.com/compare/qovia-vs-scrapegraphai.md)\n- [Qovia vs ScraperAPI](https://www.anchorterminal.com/compare/qovia-vs-scraperapi.md)\n- [Qovia vs Scrapewise](https://www.anchorterminal.com/compare/qovia-vs-scrapewise.md)\n- [Qovia vs ScrapingAnt](https://www.anchorterminal.com/compare/qovia-vs-scrapingant.md)\n- [Qovia vs ScrapingBee](https://www.anchorterminal.com/compare/qovia-vs-scrapingbee.md)\n- [Qovia vs Scrapingdog](https://www.anchorterminal.com/compare/qovia-vs-scrapingdog.md)\n- [Qovia vs Spider](https://www.anchorterminal.com/compare/qovia-vs-spider-cloud.md)\n- [Qovia vs ZenRows](https://www.anchorterminal.com/compare/qovia-vs-zenrows.md)\n- [Qovia vs Zyte API](https://www.anchorterminal.com/compare/qovia-vs-zyte.md)\n- [ScrapeAtlas vs Scrapfly](https://www.anchorterminal.com/compare/scrapeatlas-vs-scrapfly.md)\n- [Apify MCP Server vs Scrapfly](https://www.anchorterminal.com/compare/apify-mcp-vs-scrapfly.md)\n- [jevcrawl vs Scrapfly](https://www.anchorterminal.com/compare/jevcrawl-vs-scrapfly.md)\n- [Firecrawl MCP vs Scrapfly](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly.md)\n",
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