benchmarks/web-search/linkup vs firecrawl
web search API · three tasks · 2026

Linkup vs Firecrawl: web search API comparison

Linkup and Firecrawl measured on the same three jobs: factual lookup, hard retrieval for coding agents, and multi-hop company search. Rankings do not transfer. Winner per task is in the table below.

Linkup or Firecrawl — winner per task

Best measured endpoint per vendor on each task. Modes stay separate rows in the tables below.

TaskLinkupFirecrawlMeasured winner
Factual lookup (accuracy)96.1%92.3%Linkup
Hard retrieval (task completion, search+fetch)48.3%76.0%Firecrawl
Multi-hop (F1, search-only)41.1%30.4%Linkup

Linkup and Firecrawl on company-news lookup

One query, one verifiable fact. 129 questions, max 10 results. Full factual lookup board →

AxisLinkupFirecrawlMeasured winner
Accuracy (extracted-answer)96.1%92.3%Linkup
Answer recall (AR@5)95.3%92.3%Linkup
Speed (mean latency)1.82s1.42sFirecrawl
Cost per 1,000 queries (list price)$6.38$5.65Firecrawl
Linkup vs Firecrawl factual lookup endpoints
RankVendorEndpoint & configurationAccuracyAR@1AR@5LatencySnippet tokensTotal $Official docs
1Linkupweb searchPOST /v1/searchdepth=standard · outputType=searchResults96.1%80.6%93.0%2.34s2,926$0.83Official docs
2Linkupweb searchPOST /v1/searchdepth=fast · outputType=searchResults94.6%88.4%95.3%1.82s2,838$0.82Official docs
3Firecrawlweb searchPOST /v2/search92.3%74.4%92.3%1.42s672$0.73Official docs

Linkup and Firecrawl on coding-agent docs

Grounded task completion on 100 documentation tickets. A pass needs a # source: URL from that run. Full coding-agent board →

Firecrawl leads at 76.0%. Median task time: Linkup 48s vs Firecrawl 34s.

[03.a]search & fetch
Linkup vs Firecrawl search & fetch coding-agent board
RankVendorEndpoint & configurationTask completionMedian task timeAvg search timeMedian task tokens
1Linkup standardPOST /v1/search depth=standardPOST /v1/fetch mode=standard48.3 ± 4.948s2.00s57,791
2FirecrawlPOST /v2/searchPOST /v2/scrape76.0 ± 1.034s2.81s17,379
[03.b]search only
Linkup vs Firecrawl search-only coding-agent board
RankVendorEndpoint & configurationTask completionMedian task timeAvg search timeMedian task tokens
1Linkup fastPOST /v1/search depth=fast43.3 ± 1.127s1.39s24,057
2FirecrawlPOST /v2/search70.3 ± 1.528s2.87s7,456

Linkup and Firecrawl on multi-turn company search

45 questions, each with three or four constraints. Scored on precision, recall, F1, and exact-set. Full multi-turn board →

Linkup leads F1 at 41.1%. Median agent time: Linkup 64.20s vs Firecrawl 74.98s. Cost / agent run: Linkup $0.837 vs Firecrawl $0.278.

[04.a]search only
Linkup vs Firecrawl search-only multi-turn board
ProviderEndpoint & configurationF1PrecisionRecallExact setMedian timeMean turnsCost / agent runMeasured on
LinkupPOST /v1/search depth=fastlinkup-fast41.1 ± 1.782.8 ± 1.030.3 ± 1.50.7 ± 1.364.2 s7.4$0.83745 questions135 agent runs
LinkupPOST /v1/search depth=standardlinkup-standard40.6 ± 0.984.0 ± 7.929.7 ± 1.41.5 ± 2.672.3 s7.3$0.83745 questions135 agent runs
FirecrawlPOST /v2/searchfirecrawl30.4 ± 1.177.3 ± 4.420.7 ± 0.72.2 ± 0.075.0 s7.9$0.27845 questions135 agent runs

F1, precision, recall, and exact-set accuracy are percentages reported as mean ± sample SD across three independent runs; each run aggregates all 45 questions. SD is measured in percentage points. Median time is the median end-to-end time across all runs for each vendor.

[04.b]search + fetch
Linkup vs Firecrawl search+fetch multi-turn board
ProviderEndpoint & configurationF1PrecisionRecallExact setMedian timeMean turnsCost / agent runMeasured on
LinkupPOST /v1/search depth=standardlinkup-standard42.0 ± 1.890.7 ± 2.030.5 ± 2.03.0 ± 3.481.0 s7.5$0.84645 questions135 agent runs
LinkupPOST /v1/search depth=fastlinkup-fast39.9 ± 1.385.3 ± 3.628.6 ± 1.30.7 ± 1.368.0 s7.3$0.82245 questions135 agent runs
FirecrawlPOST /v2/searchfirecrawl33.2 ± 2.183.3 ± 0.822.7 ± 1.81.5 ± 1.382.1 s7.9$0.29445 questions135 agent runs

F1, precision, recall, and exact-set accuracy are percentages reported as mean ± sample SD across three independent runs; each run aggregates all 45 questions. SD is measured in percentage points. Median time is the median end-to-end time across all runs for each vendor.

Linkup vs Firecrawl — common questions

Linkup vs Firecrawl: which web search API is better?

Factual lookup: Linkup leads accuracy (Linkup 96.1% vs Firecrawl 92.3%). Hard retrieval: Firecrawl leads task completion (Linkup 48.3% vs Firecrawl 76.0%). Multi-hop: Linkup leads F1 (Linkup 41.1% vs Firecrawl 30.4%). Rankings do not transfer across tasks.

Is Linkup or Firecrawl cheaper?

On factual lookup list price: Linkup $6.38 per 1,000 queries vs Firecrawl $5.65 — Firecrawl is cheaper. Coding token efficiency is median task tokens; multi-hop cheapest is cost per agent run. Free tiers and volume discounts excluded.