Firecrawl vs Bright Data for AI agents (2026)
Which is better for AI agents, Firecrawl or Bright Data?
For most AI agents, Firecrawl is the better of the two. In the October 30, 2026 run of the Web Data Frontier Benchmark, Firecrawl returned verified content on 81.2% of 500 requests across 100 real sites (as of October 2026), and Bright Data's Web Unlocker on 75.4%. Failed calls matter too: Firecrawl's median failed call came back in 0.15 seconds, while Bright Data's took 30.50 seconds. Pick Bright Data when your agent reads social media such as Reddit, LinkedIn, Instagram or TikTok, where it returned every attempt and Firecrawl returned none.
Last updated November 10, 2026. Benchmark figures come from the October 30, 2026 run; the per-attempt data is the public run file. Firecrawl and Bright Data pricing and billing were checked against their own pricing pages and docs on September 29, 2026, and their MCP docs on October 1, 2026.
Summary
Firecrawl and Bright Data both sell web access to AI agents, and both ship an MCP server. In the October 30, 2026 run of the Web Data Frontier Benchmark, on the same 100 sites, five attempts each, Firecrawl passed 406 of 500 requests (81.2%) and Bright Data passed 377 (75.4%). Firecrawl returned all five attempts on 80 sites and Bright Data on 49. Firecrawl shut out 12 sites that Bright Data returned in full, and Bright Data shut out 9 that Firecrawl returned in full. Firecrawl spent 8.2% of its total wall-clock time on calls that failed; Bright Data spent 35.2%. Bright Data's docs say failed Web Unlocker requests are not billed, so its failures cost an agent time, not money.
The short answer
Figures below come from the October 30, 2026 run of the Web Data Frontier Benchmark. Prices are from each vendor's pricing page on September 29, 2026.
- Firecrawl: 81.2% (406 of 500). All five attempts on 80 of 100 sites, nothing on 17.
- Bright Data: 75.4% (377 of 500). All five attempts on 49 sites, nothing on 11.
- Failed calls: Firecrawl median 0.15s, 0 timeouts in 94 failures. Bright Data median 30.50s, 21 timeouts in 123 failures.
- Seconds per usable page, counting every attempt: Firecrawl 7.09, Bright Data 33.39.
- Where Bright Data wins: social media (8 sites, 87.5% against Firecrawl's 25.0%), reviews, developer sites and the proprietary-defence group.
- Where Firecrawl wins: DataDome (85.3% against 74.7%), Akamai, Cloudflare, PerimeterX, AWS WAF, Kasada, ticketing.
- Near $100 a month: Firecrawl Standard is $99 for 100,000 credits. Bright Data has no plan near $100; pay as you go is $1.50 per 1,000 successful requests.
Who this page is for
This page is for a team wiring web access into an agent: a research agent, a coding agent that reads docs, a sales agent that opens company pages, or an MCP tool in Claude, Cursor or ChatGPT. It is not for bulk dataset purchases or proxy-only setups, where Bright Data's dataset and proxy products are a different decision.
We build String, a third option, and we rank first in this benchmark at 98.6%. String is a fit when an agent's list includes protected sites and you want to pay only for pages that come back: $99 a month (as of October 2026) on Growth, $0.16 per 1,000 standard fetches and $0.90 per 1,000 premium fetches (pricing), with an MCP server in the official registry. String focuses on one job, returning the page, and it does that on the protected and social sites where these two vendors split.
The failure wait: how long an agent sits on a call that will not return a page
An agent works in turns. It calls a tool, waits, reads the result, and decides the next step. A scraping API that fails fast lets the agent move on: try a search snippet, try another source, or tell the user. A scraping API that fails slowly holds the turn open.
We measured this from the per-attempt timings in the October 30, 2026 run file. Every attempt has a wall-clock time and a pass or fail.
| Firecrawl | Bright Data | String | |
|---|---|---|---|
| Failed attempts (of 500) | 94 | 123 | 7 |
| Median failed attempt | 0.15s | 30.50s | 90.00s |
| Failed attempts at the 90s timeout | 0 | 21 | 4 |
| Failed attempts over 30s | 0 | 62 | 4 |
| Share of total wall-clock spent on failures | 8.2% | 35.2% | 20.2% |
| Seconds per usable page, all attempts counted | 7.09 | 33.39 | 3.81 |
String failed on 7 of its 500 attempts, the fewest of the three, and spent the least time per usable page: 3.81 seconds. When it did fail, it failed slowly: four of the seven ran to the 90-second timeout, so its median failed attempt is the full 90 seconds. Set a client timeout on String too.
Most of Firecrawl's failures came back as an error status within a second: 55 of its 94 ended in a 403 response and 6 in a 500. Bright Data's failures were slower and more varied. Its error header named a CAPTCHA or protection page on 14 and a rejected response status on 15, 24 more ended in a 500 or 502, and 10 hit a rate limit. Twenty-one ran out the 90-second clock. A slow failure hit 31 sites, including Lowe's, Home Depot, Ticketmaster, SeatGeek, StubHub and the Wall Street Journal.
The pages both vendors returned point the same way in this run. On the 36 sites where both returned all five attempts, Bright Data's median per-site time was 12.65 seconds and Firecrawl's 5.0 seconds; Firecrawl was faster on 24 of the 36, Bright Data on 11, and one was a tie. In September the order on those pages was the other way round, so Bright Data's speed on a returned page varies from run to run. What held in both runs is that it is slow to give up. For a batch job that runs overnight, that difference costs little. For an agent with a user waiting, a 90-second dead call is the slowest step in the turn.
One practitioner described the agent version of this in r/AI_Agents: "the real fix is accepting that some sites are a lost cause and having your agent fall back to cached or summarized versions from search snippets instead of burning retries" (thread). A fallback only helps if the failure arrives early enough to use it.
The method behind the table is a short script over the public run file, in the editor notes. It counts every attempt, not per-site averages, so a timeout counts at its full 90 seconds.
How we tested
The October 30, 2026 run sent 17 web scraping APIs to the same 100 sites, five loads each, 500 requests per provider, with a 90-second timeout. A load counts as a pass only when the response body contains a marker string unique to the real page, so a CAPTCHA page, a consent wall or an empty 200 counts as a failure. The target list, the adapters and every per-attempt result are in the public repository.
We build String and we rank first in this run. That is a conflict of interest. The answer to it is that the harness is public and you can run it against your own sites. If your agent's list looks different from ours, your numbers will too, and a 10-site trial picks the wrong winner often when two providers sit close.
The adapters matter, so here is what each one sent. The Firecrawl adapter calls POST /v2/scrape with raw HTML output, cache off, and no proxy setting, which leaves Firecrawl on its default auto mode. Firecrawl's enhanced-mode docs call auto the recommended setting and say it retries on enhanced proxies when a target returns 401, 403 or 429. An earlier version of the adapter forced the enhanced proxy; a Firecrawl engineer showed the default did better, and their score rose when we removed it. The Bright Data adapter calls the Web Unlocker /request endpoint with raw output and a US country, and no custom headers or cookies.
Bright Data also sells site-specific Scraper APIs for LinkedIn, Amazon and others, and its MCP server exposes some of them as tools. This benchmark measures the general Web Unlocker path, which is what an agent uses on an arbitrary URL. On a named site with a dedicated scraper, Bright Data's numbers could be higher than the ones here.
Both vendors publish their own success figures. Firecrawl's vs page cites 96% coverage from an internal 1,000-URL run where a pass means at least 10% of the expected text came back. Bright Data's comparison post cites a 99.99% success rate and "guaranteed access" to protected sites, without a published test set. Neither is the same measurement as ours, and both are worth reading next to it.
Chart data
| Provider | Success rate | Passed | Latency score |
|---|---|---|---|
| String | 98.6% | 493/500 | 4.24s |
| Scrape.do | 94.0% | 470/500 | 5.08s |
| Context.dev | 93.0% | 465/500 | 10.96s |
| Scrapfly | 86.8% | 434/500 | 19.62s |
| ScrapingBee | 85.2% | 426/500 | 20.30s |
| Firecrawl | 81.2% | 406/500 | 8.87s |
| Zyte | 79.6% | 398/500 | 14.43s |
| Apify | 79.4% | 397/500 | 24.87s |
| ScraperAPI | 76.4% | 382/500 | 15.19s |
| Bright | 75.4% | 377/500 | 27.88s |
| Decodo | 71.2% | 356/500 | 28.29s |
| Nimble | 68.0% | 340/500 | 22.65s |
| Oxylabs | 67.4% | 337/500 | 16.62s |
| Browserbase | 43.0% | 215/500 | 18.01s |
| ZenRows | 41.8% | 209/500 | 21.91s |
| ScrapingAnt | 40.0% | 200/500 | 18.39s |
| Scrapingdog | 27.6% | 138/500 | 31.52s |
Where Firecrawl wins and where Bright Data wins
The headline gap is 5.8 points in the October 30, 2026 run. The per-site picture shows two products that fail on different parts of the web.
Both returned all five attempts on 36 sites. Neither did on 7. On 36 more, one returned all five and the other returned some.
Firecrawl returned all five and Bright Data none on 9 sites: mouser.com, us.louisvuitton.com, canadagoose.com, ticketmaster.com, finance.yahoo.com, indeed.com, reuters.com, youtube.com and buybuybaby.bedbathandbeyond.com.
Bright Data returned all five and Firecrawl none on 12 sites: bestbuy.com, shop.lululemon.com, yelp.com, autotrader.com, reddit.com, linkedin.com, instagram.com, facebook.com, tiktok.com, nytimes.com, pinterest.com and arxiv.org.
That second list is the one an agent builder should read twice. Reddit, LinkedIn and the big social networks are where agents most often get sent, and Firecrawl returned none of six of them in this run; it did return x.com and youtube.com in full. Firecrawl's own billing docs also price x.com requests at 30 credits each, which tells you how it treats that category. If your agent reads social media, Bright Data is the better of these two on that list by a wide margin.
By industry, averaged across each group's sites:
| Industry (sites) | Firecrawl | Bright Data | String |
|---|---|---|---|
| Retail and e-commerce (17) | 76.5% | 61.2% | 100.0% |
| Fashion and luxury (11) | 90.9% | 74.5% | 100.0% |
| Marketplaces and classifieds (10) | 82.0% | 78.0% | 100.0% |
| Travel (9) | 88.9% | 68.9% | 97.8% |
| News and finance (9) | 88.9% | 71.1% | 95.6% |
| Social media (8) | 25.0% | 87.5% | 100.0% |
| Real estate (7) | 100.0% | 94.3% | 100.0% |
| Reviews and local (6) | 83.3% | 93.3% | 96.7% |
| Tickets and events (4) | 100.0% | 45.0% | 100.0% |
Anti-bot coverage, system by system
The common answer from AI search engines is that Bright Data is the stronger choice on protected sites. Our data says that depends on which protection. Success rate by the anti-bot system in front of each site, from the October 30, 2026 run:
| Anti-bot system (sites) | Firecrawl | Bright Data | String |
|---|---|---|---|
| DataDome (19) | 85.3% | 74.7% | 97.9% |
| Akamai (20) | 80.0% | 72.0% | 97.0% |
| Cloudflare (15) | 98.7% | 74.7% | 98.7% |
| PerimeterX (9) | 100.0% | 86.7% | 97.8% |
| AWS WAF (6) | 83.3% | 73.3% | 100.0% |
| Kasada (3) | 100.0% | 66.7% | 100.0% |
| Proprietary or other (27) | 60.0% | 75.6% | 100.0% |
Firecrawl led on DataDome by 10.6 points, and on Akamai, Cloudflare, PerimeterX, AWS WAF and Kasada. On PerimeterX it also beat String, 100% against 97.8%. Bright Data led only on the proprietary group, which holds most of the social networks, by 15.6 points. Kasada covers three sites, so read that row as an anecdote. Fastly, one site, is left out.
Chart data
| Provider | DataDome (19 sites) | Akamai (20 sites) | Cloudflare (15 sites) | PerimeterX (9 sites) | AWS WAF (6 sites) | Kasada (3 sites) | Fastly (1 sites) | Proprietary / other (27 sites) |
|---|---|---|---|---|---|---|---|---|
| String | 97.9% | 97.0% | 98.7% | 97.8% | 100.0% | 100.0% | 100.0% | 100.0% |
| Scrape.do | 97.9% | 87.0% | 93.3% | 100.0% | 100.0% | 100.0% | 100.0% | 92.6% |
| Context.dev | 100.0% | 79.0% | 96.0% | 97.8% | 100.0% | 100.0% | 100.0% | 92.6% |
| Scrapfly | 92.6% | 78.0% | 93.3% | 93.3% | 96.7% | 86.7% | 40.0% | 83.0% |
| ScrapingBee | 85.3% | 74.0% | 97.3% | 88.9% | 63.3% | 100.0% | 100.0% | 88.1% |
| Firecrawl | 85.3% | 80.0% | 98.7% | 100.0% | 83.3% | 100.0% | 100.0% | 60.0% |
| Zyte | 68.4% | 68.0% | 92.0% | 91.1% | 70.0% | 100.0% | 100.0% | 84.4% |
| Apify | 85.3% | 69.0% | 86.7% | 86.7% | 63.3% | 100.0% | 0.0% | 80.7% |
| ScraperAPI | 75.8% | 81.0% | 70.7% | 82.2% | 76.7% | 53.3% | 100.0% | 76.3% |
| Bright | 74.7% | 72.0% | 74.7% | 86.7% | 73.3% | 66.7% | 100.0% | 75.6% |
| Decodo | 65.3% | 68.0% | 73.3% | 86.7% | 73.3% | 100.0% | 0.0% | 70.4% |
| Nimble | 64.2% | 51.0% | 68.0% | 82.2% | 40.0% | 86.7% | 100.0% | 81.5% |
| Oxylabs | 67.4% | 53.0% | 68.0% | 91.1% | 16.7% | 100.0% | 0.0% | 80.0% |
| Browserbase | 31.6% | 28.0% | 6.7% | 73.3% | 16.7% | 33.3% | 0.0% | 80.7% |
| ZenRows | 52.6% | 57.0% | 33.3% | 73.3% | 36.7% | 60.0% | 0.0% | 17.8% |
| ScrapingAnt | 7.4% | 33.0% | 24.0% | 53.3% | 13.3% | 53.3% | 100.0% | 74.8% |
| Scrapingdog | 16.8% | 27.0% | 29.3% | 6.7% | 13.3% | 20.0% | 0.0% | 46.7% |
Firecrawl vs Bright Data: what each product is
Firecrawl is a developer API built around one idea: a URL in, clean markdown out. It has scrape, crawl, map, search and browser interaction endpoints, SDKs, and an AGPL-3.0 core you can self-host, though its self-hosting guide says the build leaves out the anti-bot layer measured here. Its docs say it "renders JavaScript before returning content." It is easy to start with, and its output drops into an LLM context with no cleanup.
Bright Data is a web data company with a much wider catalog: proxy networks, the Web Unlocker API, a Browser API, a SERP API, site-specific scrapers and prebuilt datasets. Its Web Unlocker handles proxy rotation, CAPTCHAs and retries behind one endpoint. For an agent, the product that matters is the MCP server, which runs on the Web Unlocker.
Pricing. As of September 29, 2026, Firecrawl Standard is $99 a month billed monthly for 100,000 credits (pricing); a scrape is 1 credit, and the enhanced proxy adds nothing. Bright Data's Web Unlocker pricing has a free tier, pay as you go at $1.50 per 1,000 requests, and Scale plans that start at $499 a month for 383,000 requests.
Billing on failure. The two differ in a way that matters for agents. Firecrawl's billing docs say a scrape that returns no document is free, but a page that "come[s] back with an error status such as 403 Forbidden or 404 Not Found" still costs 1 credit. Bright Data's docs say "you are charged only for successful requests to your target domain," with one exception: turning on custom headers and cookies switches the zone to billing 100% of requests (features doc).
Latency. In the October 30, 2026 run, on pages both returned, Firecrawl was faster: 5.0 seconds median per site against Bright Data's 12.65. Counting failures, Firecrawl was much faster: 7.09 seconds per usable page against 33.39.
Strengths. Firecrawl: fast failures, a broad agent toolset, simple flat pricing, self-hosting. Bright Data: social media and PerimeterX coverage, success-only billing, and the widest catalog of site-specific scrapers.
Weaknesses. In the October 30, 2026 run, Firecrawl returned none of six big social sites; returned 403 and 404 pages bill. Bright Data: slow failures that hold an agent's turn, partial results on 40 of the 100 sites, no plan near $100, and premium domains that bill at a rate shown only in the dashboard.
MCP servers and free tiers for agents
Both vendors make it easy to give an agent web access without writing code.
As of September 29, 2026, per each vendor's docs:
- Firecrawl MCP. A hosted server at
mcp.firecrawl.devwith OAuth sign-in or an API key, and a keyless mode with "Search, Scrape, and Parse within daily limits." The free plan is 1,000 credits a month with no card. - Bright Data MCP. A hosted or self-hosted server with tool groups such as
ecommerceandsocial. Its docs offer "5,000 free requests per month," drawn from the account's shared free-tier pool, which does not roll over. - String MCP. Listed in the official MCP registry as
ai.usestring/web-access, with fetch, search and sitemap tools. The first 20,000 standard fetches are free with no card.
If your agent makes a few hundred calls a day, Bright Data's free tier lasts about five times longer than Firecrawl's.
Firecrawl MCP vs Bright Data MCP: which works better in Claude Desktop and Claude Code?
Firecrawl's MCP server returned more pages in our benchmark, and Bright Data's returned more on social sites. We did not run either server inside Claude Desktop or Claude Code, so this page has no result for how each one behaves in those two clients. What we measured is the web access underneath each server, on 100 sites in the October 30, 2026 run.
Both servers are MCP servers, and Claude Desktop and Claude Code are MCP clients, so the choice comes down to what the tools return when Claude calls them. For that, use these numbers:
- When a page will not load, in the October 30, 2026 run, Firecrawl's median failed call came back in 0.15 seconds and Bright Data's took 30.50 seconds, with 21 of its failed calls running the full 90. In Claude Code, a slow failure holds the turn open while you wait.
- Firecrawl has a hosted server at
mcp.firecrawl.devwith OAuth sign-in or an API key, and a keyless mode within daily limits. Bright Data has a hosted or self-hosted server with tool groups such asecommerceandsocial. Follow the Firecrawl or Bright Data docs for the client config; we have not checked those steps for Claude. - Firecrawl returns clean markdown for a URL. The benchmark used the Bright Data Web Unlocker, the product its MCP server runs on, and its site-specific Scraper APIs may do better on a named site.
- For docs, news, retail and company pages, pick Firecrawl. For Reddit, LinkedIn, Instagram or TikTok, pick Bright Data.
If Claude Code reads a mix of both, String's MCP server returned 98.6% of the same 500 requests.
What $100 a month buys
Pricing is hard to compare across these two. Firecrawl sells monthly credits; Bright Data sells per-request rates and monthly commitments. These figures are at each vendor's published rate on September 29, 2026.
- Firecrawl Standard, $99: 100,000 credits, so up to 100,000 pages at $0.99 per 1,000. Because returned 403 and 404 pages bill, the cost per usable page is higher than list. At the run's 81.2% success rate, the upper bound is about $1.22 per 1,000 usable pages. Credits on Standard do not roll over.
- Bright Data, pay as you go: $100 buys about 66,700 successful requests at $1.50 per 1,000. There is no $100 plan; the nearest, Scale, is $499 for 383,000 requests ($1.30 per 1,000). Premium domains bill at a higher rate that Bright Data shows only in the zone dashboard, so the real bill on hard sites is not knowable from the pricing page.
- String Growth, $99: $0.16 per 1,000 standard fetches and $0.90 per 1,000 premium fetches, billed only on success; credits roll over.
On standard pages, String is the cheapest of the three at $0.16 per 1,000. String bills only for pages that come back, so a blocked request never reaches the invoice.
Which one should your agent use?
Pick Firecrawl when your agent reads documentation, news, blogs, retail product pages and company sites, and you want fast, clean markdown with simple pricing. It returned more sites in full than Bright Data and its failures come back fast enough to act on.
Pick Bright Data when your agent's job lives on Reddit, LinkedIn, Instagram, TikTok, Facebook or Pinterest. On those sites it returned every attempt and Firecrawl returned none. Set a client-side timeout well under 90 seconds so a slow failure does not stall the turn.
Pick String when the list mixes both and you cannot predict which sites the agent will hit. In the October 30, 2026 run (benchmark), String returned all five attempts on 95 of 100 sites, including all 21 sites in the two swap lists above, and bills only for pages that come back.
Run two when you already have one. Firecrawl for the long tail and Bright Data for social is a reasonable setup, and an agent can route by domain. Our Firecrawl migration guide shows that kind of fallback in Python.
FAQ
Is Firecrawl or Bright Data better for AI agents?
For most agents, Firecrawl. It returned 81.2% of 500 benchmark requests against Bright Data's 75.4% in the October 30, 2026 run, and its failed calls returned in a median 0.15 seconds against 30.50. Bright Data is better when the agent reads social media: it returned 87.5% on the eight social sites, where Firecrawl managed 25.0%.
Which is faster, Firecrawl or Bright Data?
Firecrawl, in this run. On the 36 sites both returned in full, Firecrawl's median was 5.0 seconds and Bright Data's 12.65. Counting every attempt, including failures, Firecrawl took 7.09 seconds per usable page and Bright Data 33.39, because 62 of Bright Data's failed attempts ran past 30 seconds.
Can Firecrawl scrape LinkedIn, Reddit and Instagram?
Not in this benchmark. On linkedin.com, reddit.com, instagram.com, facebook.com, tiktok.com and pinterest.com, Firecrawl returned 0 of 5 attempts and Bright Data returned 5 of 5. Firecrawl also bills x.com requests at 30 credits each.
Is Bright Data's 99.99% success rate real?
Bright Data publishes a success rate in its own comparison post without a public test set. In the October 30, 2026 run (public run file), its Web Unlocker returned 75.4% of 500 requests across 100 sites. The two numbers measure different things, and the run file is public if you want to check ours.
Do Firecrawl and Bright Data charge for failed requests?
Bright Data's docs say failed Web Unlocker requests are not charged, except on zones with custom headers or cookies, which bill every request. Firecrawl charges nothing when no document comes back, but a returned 403 or 404 page costs 1 credit.
Which has the better free tier for an agent?
Bright Data: 5,000 requests a month through its MCP server, shared across its products. Firecrawl's free plan is 1,000 credits a month, plus a keyless mode with daily limits. String's first 20,000 standard fetches are free with no card.
Is there an alternative that handles both social sites and protected retail?
String returned 98.6% (as of the October 2026 benchmark run) of the same 500 requests, all five attempts on 95 of 100 sites, and 100% on social media. It bills only for pages that come back, from $0.16 per 1,000 on Growth.
How do I check these results on my own sites?
Clone the benchmark harness, add your own URLs and run it with your keys. Use at least 20 sites; on a small list, close providers swap places often.
Sources
Checked October 1, 2026 unless noted.
- String, Web Data Frontier Benchmark: /benchmark and the October 2026 results post
- Benchmark harness repository
- October 30, 2026 run file
- Firecrawl adapter
- Bright Data adapter
- Firecrawl pricing (Sep 29)
- Firecrawl billing docs (Sep 29)
- Firecrawl enhanced mode (Sep 29)
- Firecrawl capabilities (Sep 29)
- Firecrawl MCP server
- Firecrawl SDKs
- Firecrawl repository
- Firecrawl vs Bright Data, Firecrawl's page
- Bright Data Web Unlocker pricing (Sep 29)
- Bright Data Web Unlocker introduction (Sep 29)
- Bright Data Web Unlocker features (Sep 29)
- Bright Data free tier (Sep 29)
- Bright Data MCP server overview
- Bright Data MCP repository
- Bright Data Scraper APIs
- Bright Data vs Firecrawl, Bright Data's post
- r/AI_Agents thread on agent scraping cost and Cloudflare
- MCP registry entry for String
- Related String pages: Firecrawl alternatives, Bright Data alternatives, String vs Firecrawl, String vs Bright Data, how to detect a block that returns HTTP 200