Web Search / Best scrape API for AI agents
Independent comparison · 2026

Best Scrape API for AI Agents (2026): Token Efficiency, Quality & Cost

Best scrape API for AI agents by token efficiency: Firecrawl, 1.51 precision points per 1,000 tokens. Highest F1: Exa deep, 48.2%. Cheapest: TinyFish, $0.00/1,000 queries within free-tier limits.

Compare 12 providers, including Exa, Tavily, Brave, Parallel and Firecrawl, across 20 configurations on 45 questions. Compare scrape APIs for AI agents ranked by token efficiency, measured as precision per 1,000 task tokens when the agent can search and scrape the page.

Most token efficient

Firecrawl

Precision / 1k tokens
1.51
F1
33.2%
Search price / 1,000 queries
$5.00

Recorded search API price. Model and scrape costs are separate. Official docs ↗ · Pricing ↗

Compare all 20 configurations → · Open benchmark code ↗ · Public dataset sample ↗

Updated 23 September 2026. Last measured 14 September 2026.

Best scrape API for AI agents, ranked by token efficiency

Token efficiency on 45 company questions. The same agent can search more than once and scrape the page. Token efficiency is precision per 1,000 task tokens, and higher is better. This page orders the comparison by that figure. F1 is shown beside it. Prices are the benchmark-recorded rate basis, with the same configurations used for the quality results.

45 questions · 20 configurations · ordered by token efficiency
RankProvider & configurationPrecision / 1k tokensF1Mean search timeRecorded $ / 1,000 queriesMedian task timeMedian task costOfficial docs
1FirecrawlfirecrawlPOST /v2/search1.5133.2%40.23s$5.002 credits / 10 resultsScrape $0.0025 per page.82.06s$0.29Official docs ↗
2Brave SearchbraveGET /res/v1/web/search1.3529.4%7.15s$5.00Recorded search-request rate; see official terms.Scrape included in the measured task cost when the provider billed it.45.13s$0.28Official docs ↗
3TinyFishtinyfishGET api.search.tinyfish.ai1.3230.2%26.59s$0.0030 req/min capScrape $0.0000 per page.63.37s$0.22Official docs ↗
4Nimblesearch_depth=lite · full_content=false · focus=general · extract formats=[markdown]POST /v2/search1.2125.8%53.50s$1.10search_depth=lite · full_content=falseScrape included in the measured task cost when the provider billed it.72.36sOfficial docs ↗
5Parallel turboparallel-turboPOST /v1/search mode=turbo0.7736.0%5.38s$1.00mode=turbo · 10 resultsScrape $0.0010 per page.48.07s$0.41Official docs ↗
6Perplexitysearch_context_size=highPOST /search0.7246.6%13.98s$5.00Search API · POST /searchScrape included in the measured task cost when the provider billed it.53.89s$0.50Official docs ↗
7Parallel fastparallel-fastPOST /v1/search mode=fast0.6939.3%12.27s$1.00mode=fast · 10 resultsScrape $0.0010 per page.55.08s$0.44Official docs ↗
8Nimblesearch_depth=standard · full_content=false · focus=general · extract formats=[markdown]POST /v2/search0.6231.3%23.00s$5.00search_depth=standard · full_content=falseScrape included in the measured task cost when the provider billed it.59.23sOfficial docs ↗
9Exa deepexa-deepPOST /search type=deep0.6148.2%47.08s$12.00type=deepScrape $0.0010 per page.95.80s$0.68Official docs ↗
10Parallel advancedparallel-advancedPOST /v1/search mode=advanced0.5842.2%36.66s$5.00mode=advanced · 10 resultsScrape $0.0010 per page.80.87s$0.60Official docs ↗
11Tavily basictavily-basicPOST /search search_depth=basic0.5738.1%20.30s$8.001 credit · $0.008 PAYGScrape $0.0032 per page.61.97s$0.61Official docs ↗
12Exa instantexa-instantPOST /search type=instant0.5544.9%5.90s$7.00type=instant · up to 10 resultsScrape $0.0010 per page.52.51s$0.65Official docs ↗
13Tavily advancedtavily-advancedPOST /search search_depth=advanced0.4341.0%44.65s$16.002 credits · $0.008 PAYGScrape $0.0032 per page.92.63s$0.90Official docs ↗
14Linkup standardlinkup-standardPOST /v1/search depth=standard0.3642.0%27.77s$5.00depth=standard · searchResultsScrape $0.0010 per page.81.01s$0.91Official docs ↗
15Youextraction_mode=highlightsPOST /v1/search0.3538.5%7.55s$5.00highlights included in Web SearchScrape $0.0010 per page.45.63s$0.86Official docs ↗
16Linkup fastlinkup-fastPOST /v1/search depth=fast0.3539.9%17.28s$5.00depth=fast · searchResultsScrape $0.0010 per page.68.02s$0.90Official docs ↗
17Youextraction_mode=highlights · knowledge=corePOST /v1/search0.3138.5%9.18s$5.00highlights · knowledge=core · same Web Search price assumptionScrape $0.0010 per page.48.52s$0.89Official docs ↗
18Parallel basicparallel-basicPOST /v1/search mode=basic0.2742.3%21.58s$5.00mode=basic · 10 resultsScrape $0.0010 per page.68.62s$1.09Official docs ↗
19Seltzseltz-companiesPOST /v1/search scope=companies0.1016.3%9.30s$5.00Recorded search-request rate; see official terms.Scrape included in the measured task cost when the provider billed it.60.10s$1.74Official docs ↗
20SERP (RapidAPI)serpGET google-search74.p.rapidapi.com0.000.0%3.50s$3.00Pro overage $0.003/requestScrape included in the measured task cost when the provider billed it.33.44s$0.10Official docs ↗

Choose the best scrape API for AI agents

What this scrape API ranking measures

An agent scrape is scored here as part of search and scrape. The same agent can search, choose a URL, and scrape the page. This page ranks those runs by token efficiency: precision per 1,000 task tokens. F1 is shown beside the rank. A scrape endpoint that returns markdown is useful when the agent can cite the page it opened.

Keep the scraped page attached to the source URL

Store the URL, title and scraped text together. Pass that bundle into the agent with a stable citation id. The benchmark counts a result when the company’s set matches the question and the run can point at its sources. A scrape with no source URL is harder to check and is outside this score.

Token efficiency and scrape cost

Token efficiency on this page is precision per 1,000 task tokens. Higher is better. Median task tokens include the scraped page the agent reads. Search price per 1,000 queries is the recorded search rate. Page scrape often has its own rate, credit, or inclusion in the same plan. Median task cost includes the agent’s model spend and the vendor calls measured for the run.

Match the scrape format to the agent

Markdown and extracted text are the formats these configurations return into the agent. HTML dumps raise token use. Test the same questions with the scrape format you will ship, and cap how many pages the agent may open per answer. The table’s official docs link is the place to confirm the current request fields.

Benchmark method and source data

Token efficiency on 45 company questions. The same agent can search more than once and scrape the page. Token efficiency is precision per 1,000 task tokens, and higher is better. This page orders the comparison by that figure. F1 is shown beside it. Each row is one measured configuration. Missing measurements appear as a dash.

Open benchmark code ↗ · Public dataset sample ↗ · All benchmark methods →

Compare search and search-and-scrape results →

Common questions

What is the best scrape API for AI agents?

Best scrape API for AI agents by token efficiency: Firecrawl, 1.51 precision points per 1,000 tokens. Highest F1: Exa deep, 48.2%. Cheapest: TinyFish, $0.00/1,000 queries within free-tier limits.

Which benchmark does the main ranking use?

Token efficiency on 45 company questions. The same agent can search more than once and scrape the page. Token efficiency is precision per 1,000 task tokens, and higher is better. This page orders the comparison by that figure. F1 is shown beside it.

What does the price per 1,000 queries include?

The recorded search endpoint’s request price. Model-token spend, page scrape and plan conditions are separate. Rows with a task measurement show median task cost in its own column. Check the linked provider terms for current pricing.

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