Agent Score 13.67 (#5 of 8). Gap below top-4 described as 'meaningful, not random.'
Tavily
activeAI-optimized search API and full platform (search + extract + crawl + research). Default in LangChain. Acquired by Nebius for $275-400M. 1.18M weekly downloads (#2 in category).

Where it wins
LangChain default search tool — biggest distribution moat
1.18M weekly downloads (#2 in category, 1.03M PyPI + 155K npm)
Full platform now: search + extract + crawl + map + /research endpoint (GA)
Fastest response time in HumAI benchmark (187ms), 99.94% uptime
ultra-fast search depth for latency-sensitive agents
Nebius acquisition ($275-400M) — strongest financial runway in category
Enterprise volume pricing as low as $0.0002/query — cheapest at scale
Where to be skeptical
AIMultiple 13.67 (#5) — meaningful gap below top-4 cluster, confirmed by Data4AI
MCP benchmark: only 38% web search success (AIMultiple) — poor MCP implementation
Nebius acquisition introduces pricing/roadmap uncertainty
No independent index (wraps external sources)
Near-zero HN traction (<10 pts) — adoption entirely ecosystem-driven
Meta Llama Stack defaults to Brave over Tavily — ecosystem shift signal
Editorial verdict
#5 in search-news — biggest distribution advantage via LangChain default integration. AIMultiple 13.67 (#5) shows meaningful gap below top-4. /research endpoint GA adds deep research lane. Nebius acquisition ($275-400M) adds strategic uncertainty but strongest financial runway.
Videos
Reviews, tutorials, and comparisons from the community.
Meet Tavily: Powering AI That Gives You Answers You Can Trust
I Built a Team of Research Agents for Newsletter Automation in n8n (No Code)
How to Connect Tavily to n8n (Step-by-Step Tutorial)
Related

Crawl4AI
93Free, open-source web scraping (Apache-2.0). 62K stars, 6,353 forks (nearly matches Firecrawl), actively maintained (v0.8.5, 2026-03-18), 384K weekly PyPI downloads. Best open-source alternative to Firecrawl.

SearXNG
88Privacy-first, self-hosted meta-search engine aggregating 70+ upstream engines. Zero cost, zero API keys, full data sovereignty.
Exa MCP Server
87Official Exa MCP for fast web search and crawling when the workflow is search-first rather than page-ops-first.
ScrapeGraphAI
82LLM-graph-based web scraper — describe what you want, AI builds the extraction graph. 23K stars, 194 HN pts, active development (v1.74.0, Mar 2026). Open-source + hosted API.
Public evidence
Dominant download volume driven by LangChain default integration.
187ms response time, 99.94% uptime, 0.06% error rate. Strongest reliability metrics in category.
$275M base, up to $400M with milestones. Validates market position but introduces strategic risk.
38% MCP web search success vs Firecrawl 83%, Bright Data 100%. MCP implementation significantly weaker than API performance.
Cites '$100/month lowest plan' as prohibitive. Evidence of cost-driven churn from Tavily.
Llama Stack has Brave Search as default/fallback even when Tavily is configured. Signal of ecosystem preferences shifting away from Tavily.
Most complete managed deep research offering. Also launched: ultra-fast search depth, domain governance controls, Agent Skills, Cursor MCP marketplace integration.
Raw GitHub source
GitHub README could not be fetched right now.