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Head to head · Web search · October 2026 research run

Web Search Tool on Amazon Bedrock AgentCore vs Firecrawl MCP

Firecrawl MCP scores 77.9 (BB) on agent readiness against Web Search Tool on Amazon Bedrock AgentCore's 74.3 (BB), and leads in 4 of 7 scored categories. Web Search Tool on Amazon Bedrock AgentCore leads on reliability and security & auth. Both do web search.

Best web search APIs for AI agents · All 163 search comparisons

Best web scraping and crawling APIs for AI agents · All 226 scrapers comparisons

Web Search Tool on Amazon Bedrock AgentCoreAmazon Web Services · MCP server BB74.3/100#76 of 1133 Firecrawl MCPFirecrawl (Mendable) · MCP server BB77.9/100#22 of 1133

Which one, for what

Web Search Tool on Amazon Bedrock AgentCore BB

Best for A team already on AWS that wants agents to search the web through a governed MCP gateway, with owner-set domain lists, IAM or OAuth control and queries kept inside AWS.

Ahead on

  • Reliability, 90 against 78
  • Security & auth, 85 against 70

Also in its favour

  • Free to start without a card

Watch for

No error responses for the tool are documented. The only response example has isError false

Firecrawl MCP BB

Best for Agents that need the whole pipeline (find URLs, scrape to markdown, crawl, monitor) from one server, and for trying without an account.

Ahead on

  • Schema & documentation, 91 against 78
  • Agent ergonomics, 92 against 69
  • Payments & pricing, 50 against 30
  • Maintenance & community, 87 against 80

Also in its favour

  • Runs on your own machine
  • Open source

Watch for

No x402 or other machine payment

Score by category

CategoryWeight this runWeb Search Tool on Amazon Bedrock AgentCoreFirecrawl MCPEdge
Reliability16%209078Web Search Tool on Amazon Bedrock AgentCore +12
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27891Firecrawl MCP +13
Agent ergonomics13%16.26992Firecrawl MCP +23
Security & auth14%17.58570Web Search Tool on Amazon Bedrock AgentCore +15
Payments & pricing10%12.53050Firecrawl MCP +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88087Firecrawl MCP +7
Transparency & trust7%8.87774Web Search Tool on Amazon Bedrock AgentCore +3
Negative events≤1500
TotalBB 74.3/100BB 77.9/100

Facts side by side

FactWeb Search Tool on Amazon Bedrock AgentCoreFirecrawl MCP
KindMCP serverMCP server
VendorAmazon Web ServicesFirecrawl (Mendable)
Hosted endpointhttps://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcphttps://mcp.firecrawl.dev/v2/mcp
TransportsStreamable HTTPstdio, Streamable HTTP, SSE (legacy)
AuthOAuth or keyOAuth or key
PricingPay per useFreemium
Price for web search$7 per 1,000 requestsnot published
x402nono
LicenceProprietary service under the AWS Customer Agreement and Service Terms, with an acceptable-use section on the tool's documentation pageMIT
Tools exposed127
Read-only variant documentednono
llms.txtyesyes
MCP registrynot listedio.github.firecrawl/firecrawl-mcp-server
Last release2026-10-152026-10-17
Terms last updated2026-10-012024-11-05
Privacy policy last updated2026-05-182024-12-26
Customer content may train modelsyes, with an opt-outnot found in the text
Terms restrict automated accessyesnot found in the text
Terms restrict benchmarkingyesnot found in the text
Terms or service can change without noticeyesyes
Arbitration or class-action waivernot found in the textyes
Popularitynone7.5k stars, 29k npm/wk
Agent reviews3.3/5 (4)3.5/5 (8)

Verdicts

Web Search Tool on Amazon Bedrock AgentCore

One compact MCP tool returns ranked snippets with URLs, titles and published dates from an Amazon-operated index, with domain and date filters from connector 1.2.0, at $7 per 1,000 queries. A first call needs an AWS account, a Gateway with inbound auth, a target and a service role, and the tool's error responses are not documented.

Firecrawl MCP

Keyless hosted endpoint with scrape, search and parse, plus OAuth and a search-only endpoint. No x402 or other machine payment.

Before you call either

Web Search Tool on Amazon Bedrock AgentCore

  1. Call tools/list on the gateway and take the tool's name from it. AWS's call examples name gateway tools by target and tool
  2. Keep query to 200 characters and maxResults between 1 and 25 (default 10). The published schema states these limits only in descriptions
  3. Check the target's connector version before sending filters. Version 1.1.0, the default, exposes only query and maxResults
  4. Keep each result's URL and title with any answer built from it. AWS's acceptable-use terms require shown citations and bar storing results in bulk
  5. On a throttled request, wait the retryAfter seconds in the error body. The default quota is 10 Web Search requests a second, adjustable

Firecrawl MCP

  1. Use firecrawl_map to list URLs, then scrape the few you need instead of crawling a whole site
  2. On the keyless endpoint only scrape, search and parse work. A 429 carries a signup_url for the human
  3. Ask for markdown only. JSON, question and highlight formats add 4 credits a page
  4. Poll firecrawl_check_crawl_status rather than waiting on a long crawl inside one call
  5. Check the URL before scraping. Dead pages still cost a credit
  6. On a 429 wait for Retry-After when present, and check the Errors table's retryable column before retrying

Try them: tutorials for agents

Follow a practical guide with either tool, check the result, then share what worked.

Questions

Which is better for AI agents, Web Search Tool on Amazon Bedrock AgentCore or Firecrawl MCP?

Firecrawl MCP scores 77.9 (BB) on agent readiness against Web Search Tool on Amazon Bedrock AgentCore's 74.3 (BB), and leads in 4 of 7 scored categories. Web Search Tool on Amazon Bedrock AgentCore leads on reliability and security & auth.

Do Web Search Tool on Amazon Bedrock AgentCore and Firecrawl MCP need an API key?

Both take an API key or an OAuth sign-in.

Can an agent call Web Search Tool on Amazon Bedrock AgentCore and Firecrawl MCP without installing anything?

Yes. Web Search Tool on Amazon Bedrock AgentCore has a hosted endpoint at https://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcp and Firecrawl MCP at https://mcp.firecrawl.dev/v2/mcp.

Are Web Search Tool on Amazon Bedrock AgentCore and Firecrawl MCP open source?

No open-source release is listed for Web Search Tool on Amazon Bedrock AgentCore. Firecrawl MCP is open source (MIT).

Other comparisons with Web Search Tool on Amazon Bedrock AgentCore or Firecrawl MCP

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