---
title: "Best Web Search API for Coding Agents, Independently Benchmarked, 2026 | Openbenchmarks"
description: "Best Web Search API for Coding Agents: Exa deep leads 9 search APIs at 83.0% task completion on 100 coding tickets, independently benchmarked in 2026."
url: https://openbenchmarks.com/web-search-for-coding-agents/best-web-search-api-for-coding-agents
---

[](https://openbenchmarks.com/) 

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[benchmarks](https://openbenchmarks.com/) / [web search for coding agents](https://openbenchmarks.com/web-search-for-coding-agents) / best web search api for coding agents 

independently benchmarked · 100 questions · updated Sep 26, 2026

# Best Web Search API for Coding Agents, 2026

Best Web Search API for Coding Agents: Exa deep leads 9 search APIs at 83.0% task completion on 100 coding tickets, independently benchmarked in 2026.

**What this page compares.** This page ranks measured results from 2 boards: coding-agent documentation tickets (search and page fetch) and coding-agent documentation tickets (search only).

**How to read the result.** The table ranks every complete run by its score on the same questions. Latency and cost are shown beside it and not blended into the score.

\[01\] measured ranking

## Coding-agent documentation tickets, search and page fetch, ranked by task completion

Every row ran the same 100 questions. Provider names link to the official docs for the configuration measured.

| Rank | Provider | Task completion | Mean search time | Median task time | Median cost / task | Median task tokens | Completion / 1k tokens | List price |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | [Exa deep](https://docs.exa.ai/reference/search) type=deep | **83.0%** | 4.0 s | 36.8 s | $0.13 | 23,660 | 3.51 | [$12.00 / 1k queries](https://exa.ai/pricing?tab=api) |
| 2 | [Exa auto](https://docs.exa.ai/reference/search) type=auto | **81.7%** | 1.2 s | 22.7 s | $0.11 | 27,433 | 2.98 | [$7.00 / 1k queries](https://exa.ai/pricing?tab=api) |
| 3 | [TinyFish](https://docs.tinyfish.ai/search-api) tinyfish-search | **79.0%** | 1.3 s | 24.3 s | $0.050 | 12,844 | 6.15 | [$0 / 1k queries](https://www.tinyfish.ai/pricing) |
| 4 | [Perplexity](https://docs.perplexity.ai/docs/search/quickstart) search\_context\_size=high | **77.7%** | 991 ms | 21.5 s | $0.083 | 20,062 | 3.87 | $5.00 / 1k queries |
| 5 | [Parallel advanced](https://docs.parallel.ai/api-reference/search/search) mode=advanced | **77.0%** | 3.1 s | 33.4 s | $0.096 | 27,092 | 2.84 | [$5.00 / 1k queries](https://docs.parallel.ai/getting-started/pricing) |
| 6 | [Firecrawl](https://docs.firecrawl.dev/api-reference/v2-search) firecrawl-search | **76.0%** | 2.8 s | 34.4 s | $0.082 | 17,379 | 4.37 | [$5.00 / 1k queries](https://www.firecrawl.dev/pricing) |
| 7 | [Parallel basic](https://docs.parallel.ai/api-reference/search/search) mode=basic | **76.0%** | 1.6 s | 30.0 s | $0.11 | 32,809 | 2.32 | [$5.00 / 1k queries](https://docs.parallel.ai/getting-started/pricing) |
| 8 | [Nimble](https://docs.nimbleway.com/api-reference/search/search) search\_depth=lite · full\_content=false · focus=general | **60.3%** | 1.9 s | 40.0 s | — | 16,828 | 3.59 | [$1.10 / 1k queries](https://www.nimbleway.com/pricing) |
| 9 | [Tavily advanced](https://docs.tavily.com/documentation/api-reference/endpoint/search) search\_depth=advanced | **60.0%** | 3.4 s | 46.4 s | $0.15 | 26,269 | 2.28 | [$16.00 / 1k queries](https://docs.tavily.com/documentation/api-credits) |
| 10 | [Tavily basic](https://docs.tavily.com/documentation/api-reference/endpoint/search) search\_depth=basic | **59.0%** | 1.5 s | 32.4 s | $0.11 | 27,405 | 2.15 | [$8.00 / 1k queries](https://docs.tavily.com/documentation/api-credits) |
| 11 | [You](https://you.com/docs/guides/retrieve-page-content) extraction\_mode=highlights | **55.0%** | 638 ms | 27.3 s | $0.12 | 42,806 | 1.28 | [$5.00 / 1k queries](https://you.com/docs/administration/billing) |
| 12 | [You](https://you.com/docs/api-reference/search/v1-search) extraction\_mode=highlights · knowledge=core | **54.0%** | 678 ms | 27.8 s | $0.12 | 37,453 | 1.44 | [$5.00 / 1k queries](https://you.com/docs/administration/billing) |
| 13 | [Linkup standard](https://docs.linkup.so/api/search) depth=standard | **48.3%** | 2.0 s | 48.2 s | $0.15 | 57,791 | 0.84 | [$5.00 / 1k queries](https://docs.linkup.so/pages/documentation/platform/pricing) |
| 14 | [Nimble](https://docs.nimbleway.com/api-reference/search/search) search\_depth=standard · full\_content=false · focus=general | **45.0%** | 905 ms | 44.2 s | — | 28,586 | 1.57 | [$5.00 / 1k queries](https://www.nimbleway.com/pricing) |

### Coding-agent documentation tickets, search only, ranked by task completion

| Rank | Provider | Task completion | Mean search time | Median task time | Median cost / task | Median task tokens | Completion / 1k tokens | List price |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | [Perplexity](https://docs.perplexity.ai/docs/search/quickstart) search\_context\_size=low | **77.3%** | 957 ms | 18.3 s | $0.059 | 8,765 | 8.82 | [$5.00 / 1k queries](https://docs.perplexity.ai/docs/getting-started/pricing) |
| 2 | [Firecrawl](https://docs.firecrawl.dev/api-reference/v2-search) firecrawl-search | **70.3%** | 2.9 s | 28.0 s | $0.059 | 7,456 | 9.43 | [$5.00 / 1k queries](https://www.firecrawl.dev/pricing) |
| 3 | [Parallel fast](https://docs.parallel.ai/api-reference/search/search) mode=fast | **66.7%** | 953 ms | 22.1 s | $0.054 | 12,460 | 5.35 | [$1.00 / 1k queries](https://docs.parallel.ai/getting-started/pricing) |
| 4 | [Exa fast](https://docs.exa.ai/reference/search) type=fast | **66.3%** | 626 ms | 20.0 s | $0.10 | 22,344 | 2.97 | [$7.00 / 1k queries](https://exa.ai/pricing?tab=api) |
| 5 | [Parallel turbo](https://docs.parallel.ai/api-reference/search/search) mode=turbo | **64.7%** | 333 ms | 18.7 s | $0.059 | 14,130 | 4.58 | [$1.00 / 1k queries](https://docs.parallel.ai/getting-started/pricing) |
| 6 | [Exa instant](https://docs.exa.ai/reference/search) type=instant | **61.3%** | 447 ms | 20.6 s | $0.10 | 22,423 | 2.74 | [$7.00 / 1k queries](https://exa.ai/pricing?tab=api) |
| 7 | [TinyFish](https://docs.tinyfish.ai/search-api) tinyfish-search | **59.3%** | 2.1 s | 27.8 s | $0.035 | 7,469 | 7.94 | [$0 / 1k queries](https://www.tinyfish.ai/pricing) |
| 8 | [Tavily basic](https://docs.tavily.com/documentation/api-reference/endpoint/search) search\_depth=basic | **51.0%** | 1.7 s | 26.4 s | $0.097 | 16,299 | 3.13 | [$8.00 / 1k queries](https://docs.tavily.com/documentation/api-credits) |
| 9 | [Nimble](https://docs.nimbleway.com/api-reference/search/search) search\_depth=lite · full\_content=false · focus=general | **46.7%** | 3.2 s | 32.7 s | $0.043 | 8,713 | 5.36 | [$1.10 / 1k queries](https://www.nimbleway.com/pricing) |
| 10 | [Linkup fast](https://docs.linkup.so/api/search) depth=fast | **43.3%** | 1.4 s | 26.8 s | $0.10 | 24,057 | 1.80 | [$5.00 / 1k queries](https://docs.linkup.so/pages/documentation/platform/pricing) |
| 11 | [Nimble](https://docs.nimbleway.com/api-reference/search/search) search\_depth=standard · full\_content=false · focus=general | **42.3%** | 878 ms | 25.3 s | $0.079 | 14,859 | 2.85 | [$5.00 / 1k queries](https://www.nimbleway.com/pricing) |
| 12 | [You](https://you.com/docs/guides/retrieve-page-content) extraction\_mode=highlights | **41.3%** | 596 ms | 23.9 s | $0.097 | 20,333 | 2.03 | [$5.00 / 1k queries](https://you.com/docs/administration/billing) |
| 13 | [You](https://you.com/docs/api-reference/search/v1-search) extraction\_mode=highlights · knowledge=core | **38.3%** | 677 ms | 21.1 s | $0.096 | 20,786 | 1.84 | [$5.00 / 1k queries](https://you.com/docs/administration/billing) |
| 14 | [Brave](https://api-dashboard.search.brave.com/documentation/services/llm-context) llm-context | **38.0%** | 523 ms | 19.9 s | $0.082 | 14,103 | 2.69 | [$5.00 / 1k queries](https://api-dashboard.search.brave.com/documentation/pricing) |

\[02\] how it was measured

## How the ranking was measured

* The same coding agent worked the same documentation tickets with one search API at a time, three independent runs per ticket.
* A ticket passes only when the patch checks out and cites a source the agent actually retrieved in that run.
* Search-only rows return results; search-and-fetch rows can also read the page.
* Search time, total task time, task tokens and the median cost per task (model plus API) are reported beside completion.
* The runner and published data are open in [openbenchmarks-labs/web-search-for-coding-agents ↗](https://github.com/openbenchmarks-labs/web-search-for-coding-agents) and [openbenchmarks/OB-Code-Websearch ↗](https://huggingface.co/datasets/openbenchmarks/OB-Code-Websearch). The full methodology is on the [Web Search for Coding Agents Benchmark →](https://openbenchmarks.com/web-search-for-coding-agents#methodology)

\[03\] faq

## Questions answered by this comparison

### Which provider leads best Web Search API for Coding Agents?

Exa deep leads this table at 83.0% task completion, on 100 coding tickets.

### How was this measured?

The same coding agent worked the same documentation tickets with one search API at a time, three independent runs per ticket. A ticket passes only when the patch checks out and cites a source the agent actually retrieved in that run. Search-only rows return results; search-and-fetch rows can also read the page. Search time, total task time, task tokens and the median cost per task (model plus API) are reported beside completion.

### How should speed and cost be read beside the score?

Exa deep recorded 36.8 s median task time and $0.13 median cost per task. The most accurate configuration is rarely the fastest or the cheapest, so each is reported in its own column.

### Do vendors pay to be ranked?

No. Inclusion and rank do not depend on vendor payments. Every API used the same questions, answering model and scoring.

### What does this page not test?

This page ranks measured results from 2 boards: coding-agent documentation tickets (search and page fetch) and coding-agent documentation tickets (search only).

\[04\] related comparisons

## Related pages

* [Web Search for Coding Agents Benchmark: full leaderboard and methodology →](https://openbenchmarks.com/web-search-for-coding-agents)
* [Best Search Tool for Coding Agents](https://openbenchmarks.com/web-search-for-coding-agents/best-search-tool-for-coding-agents)
* [Best Search API for AI Coding Agents](https://openbenchmarks.com/web-search-for-coding-agents/best-search-api-for-ai-coding-agents)
* [Best Search API for Up-to-Date Docs](https://openbenchmarks.com/web-search-for-coding-agents/best-search-api-for-up-to-date-docs)
* [Cheapest Search API for Coding Agents](https://openbenchmarks.com/web-search-for-coding-agents/cheapest-search-api)
* [Best Web Search MCP for Claude Code](https://openbenchmarks.com/web-search-for-coding-agents/best-web-search-mcp-for-claude-code)
* [Every web search for coding agents comparison →](https://openbenchmarks.com/web-search-for-coding-agents/comparisons)

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