No release verdicts yet. Every launch job is marked not tested.

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MCP servers · MCP4

Give an agent web search and live docs

9 candidates. None have been tested, so this list is alphabetical, not a rank.

Standard test task

Answer 5 questions needing current library docs/news; judge accuracy and citations.

Not tested yet. A dash is an empty score, not a zero. We do not estimate results, prices, or ranks.

Not tested

Not tested

Apify

Not tested yet

Free tier + usage based

Free tier

Checked 15 Oct 2026 · Source (opens in a new tab)

Scrapers/actors with MCP server

Job resultWeight 40
—
Speed and effortWeight 15
—
Price and free tierWeight 15
—
Ease of startWeight 10
—
Reliability and trustWeight 10
—
Community signalWeight 10
—
Last tested
Not tested yet
Evidence
No test evidence yet.

No score. We do not estimate one.

Not tested
Not tested yet

Free tier + paid

Free tier

Pricing being checked

Why this price is unverified

unverified (pricing page not fetchable: bot-blocked/JS/no /pricing)

Independent web index API, MCP server

Job resultWeight 40
—
Speed and effortWeight 15
—
Price and free tierWeight 15
—
Ease of startWeight 10
—
Reliability and trustWeight 10
—
Community signalWeight 10
—
Last tested
Not tested yet
Evidence
No test evidence yet.

No score. We do not estimate one.

Not tested

Not tested

Context7

Not tested yet

Free tier + paid

Free tier

Pricing being checked

Why this price is unverified

unverified (pricing page JS-rendered) https://context7.com/pricing

Up-to-date library docs for agents (Upstash)

Job resultWeight 40
—
Speed and effortWeight 15
—
Price and free tierWeight 15
—
Ease of startWeight 10
—
Reliability and trustWeight 10
—
Community signalWeight 10
—
Last tested
Not tested yet
Evidence
No test evidence yet.

No score. We do not estimate one.

Not tested

Not tested

DeepWiki

Not tested yet

Free

Free tier

Pricing being checked

Why this price is unverified

unverified (pricing page not fetchable: bot-blocked/JS/no /pricing)

AI wiki for GitHub repos, with MCP (Cognition)

Job resultWeight 40
—
Speed and effortWeight 15
—
Price and free tierWeight 15
—
Ease of startWeight 10
—
Reliability and trustWeight 10
—
Community signalWeight 10
—
Last tested
Not tested yet
Evidence
No test evidence yet.

No score. We do not estimate one.

Not tested

Not tested

Exa

Not tested yet

Free credits + pay per use

Free tier

Checked 15 Oct 2026 · Source (opens in a new tab)

Search API built for AI, with MCP

Job resultWeight 40
—
Speed and effortWeight 15
—
Price and free tierWeight 15
—
Ease of startWeight 10
—
Reliability and trustWeight 10
—
Community signalWeight 10
—
Last tested
Not tested yet
Evidence
No test evidence yet.

No score. We do not estimate one.

Not tested

Not tested

Firecrawl

Not tested yet

Free tier + paid; open source

Free tier

Checked 15 Oct 2026 · Source (opens in a new tab)

Web scraping to LLM-ready markdown

Job resultWeight 40
—
Speed and effortWeight 15
—
Price and free tierWeight 15
—
Ease of startWeight 10
—
Reliability and trustWeight 10
—
Community signalWeight 10
—
Last tested
Not tested yet
Evidence
No test evidence yet.

No score. We do not estimate one.

Not tested
Not tested yet

Pay per use

No free tier

Checked 15 Oct 2026 · Source (opens in a new tab)

Search-grounded answers API

Job resultWeight 40
—
Speed and effortWeight 15
—
Price and free tierWeight 15
—
Ease of startWeight 10
—
Reliability and trustWeight 10
—
Community signalWeight 10
—
Last tested
Not tested yet
Evidence
No test evidence yet.

No score. We do not estimate one.

Not tested

Not tested

Ref

Not tested yet

Free tier + paid

Free tier

Pricing being checked

Why this price is unverified

unverified (pricing page not fetchable: bot-blocked/JS/no /pricing)

Docs search MCP for coding agents

Job resultWeight 40
—
Speed and effortWeight 15
—
Price and free tierWeight 15
—
Ease of startWeight 10
—
Reliability and trustWeight 10
—
Community signalWeight 10
—
Last tested
Not tested yet
Evidence
No test evidence yet.

No score. We do not estimate one.

Not tested

Not tested

Tavily

Not tested yet

Free tier + paid

Free tier

Checked 15 Oct 2026 · Source (opens in a new tab)

Search API for agents, with MCP

Job resultWeight 40
—
Speed and effortWeight 15
—
Price and free tierWeight 15
—
Ease of startWeight 10
—
Reliability and trustWeight 10
—
Community signalWeight 10
—
Last tested
Not tested yet
Evidence
No test evidence yet.

No score. We do not estimate one.

Weights and rules are on How we rank.

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