{
  "data": {
    "a": {
      "slug": "agentcore-web-search",
      "name": "Web Search Tool on Amazon Bedrock AgentCore",
      "vendor": "Amazon Web Services",
      "vendorUrl": "https://aws.amazon.com/bedrock/agentcore/",
      "kind": "mcp",
      "category": "search",
      "summary": "Web Search Tool on Amazon Bedrock AgentCore is AWS's managed web search for agents, backed by an Amazon-operated index and knowledge graph. It runs as a connector on an AgentCore Gateway and is called as an MCP tool.",
      "url": "https://www.anchorterminal.com/tools/agentcore-web-search",
      "markdownUrl": "https://www.anchorterminal.com/tools/agentcore-web-search.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/agentcore-web-search.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/agentcore-web-search.json",
      "license": "Proprietary service under the AWS Customer Agreement and Service Terms, with an acceptable-use section on the tool's documentation page",
      "transports": [
        "streamable-http"
      ],
      "remoteUrl": "https://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcp",
      "packages": [],
      "auth": "mixed",
      "authNotes": "Calls go to the owner's AgentCore Gateway, which takes OAuth JWT bearer tokens from a configured identity provider with allowed scopes, or IAM SigV4 with `bedrock-agentcore:InvokeGateway` on the gateway ARN. A no-authorisation mode exists, which AWS says not to use in production. The gateway's service role needs `bedrock-agentcore:InvokeWebSearch` on `arn:aws:bedrock-agentcore:\u003cregion\u003e:aws:tool/web-search.v1`. The agent holds no search credentials. Self-serve once an AWS account exists, with no partner or sales approval.",
      "pricing": "usage",
      "pricingNotes": "$7.00 per 1,000 queries, billed per query with no minimum, plus the Gateway's $0.005 per 1,000 invocations for each `tools/call`. No allowance specific to Web Search. New AWS accounts get up to $200 in Free Tier credits, and the Free Tier FAQ says a payment method isn't required to sign up for most new customers (https://aws.amazon.com/bedrock/agentcore/pricing/, https://aws.amazon.com/free/free-tier-faqs/, checked 2026-10-17).",
      "priceSummary": "$7 / 1k req",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 on the Gateway or the Web Search Tool, in the docs or on the pricing page. AgentCore payments, a separate component, lets a customer's agents pay third parties over x402 and MPP and is not a way to pay AWS (checked 2026-10-17).",
        "endpoints": []
      },
      "toolCount": 1,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-17"
      },
      "docsUrl": "https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/gateway-target-connector-web-search-tool.html",
      "llmsTxt": "https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/llms.txt",
      "capabilities": [
        "web.search"
      ],
      "tags": [
        "hosted",
        "usage-priced",
        "closed-source",
        "enterprise",
        "llms-txt",
        "mcp",
        "free-tier",
        "no-card",
        "status-page",
        "soc2"
      ],
      "lastRelease": "2026-10-15",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 74.3,
        "grade": "BB",
        "agentReady": true,
        "rank": 76,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 4,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 69,
          "maintenance": 80,
          "payments": 30,
          "reliability": 90,
          "schema": 78,
          "security": 85,
          "transparency": 77
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-17"
        },
        "negative": 0,
        "verdict": "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.",
        "bestFor": "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.",
        "strengths": [
          "One tool with three inputs, `query`, `maxResults` and `filters`, of which only `query` is required, returning snippet text, URL, title and published date",
          "Domain include and exclude lists of up to 100 domains, set by the owner on the target, which the agent cannot relax, and per request from connector 1.2.0 with published-date bounds",
          "$7.00 per 1,000 queries is published without a login, plus $0.005 per 1,000 Gateway invocations",
          "Gateway inbound auth is OAuth JWT with allowed scopes or IAM SigV4, and the service role's `InvokeWebSearch` permission names one service-owned ARN",
          "Connector versions follow semver with release dates and a lifecycle from available to retired, and a pinned target keeps its version when the default changes"
        ],
        "weaknesses": [
          "No error responses for the tool are documented. The only response example has `isError` false",
          "The default connector version is 1.1.0, so request-level domain and date filters work only on a target pinned to 1.2.0",
          "Available in seven Regions, four of them added on 15 October 2026",
          "Results are third-party page text, and the Web Search pages give no prompt-injection guidance. Gateway guardrail policies are documented separately",
          "No retention period for queries was found. The docs say queries are served inside AWS and not sent to a third-party search engine"
        ],
        "agentNotes": [
          "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",
          "Keep `query` to 200 characters and `maxResults` between 1 and 25 (default 10). The published schema states these limits only in descriptions",
          "Check the target's connector version before sending `filters`. Version 1.1.0, the default, exposes only `query` and `maxResults`",
          "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",
          "On a throttled request, wait the `retryAfter` seconds in the error body. The default quota is 10 Web Search requests a second, adjustable"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 4,
        "avgRating": 3.3,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "BB",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 74.3
          }
        ],
        "editorialScores": {
          "ergonomics": 69,
          "maintenance": 80,
          "payments": 30,
          "reliability": 90,
          "schema": 78,
          "security": 85,
          "transparency": 60
        },
        "provenanceScore": 93
      },
      "connect": {
        "install": "agentcore add gateway-target --name MyWebSearchTarget --type connector --connector web-search --gateway MyGateway \u0026\u0026 agentcore deploy",
        "http": "curl -X POST \"https://$GATEWAY_ID.gateway.bedrock-agentcore.us-east-1.amazonaws.com/mcp\" \\\n  -H \"Accept: application/json, text/event-stream\" \\\n  -H \"Content-Type: application/json\" \\\n  -H \"Authorization: Bearer $ACCESS_TOKEN\" \\\n  -H \"MCP-Protocol-Version: 2025-11-25\" \\\n  -d '{\"jsonrpc\":\"2.0\",\"id\":\"1\",\"method\":\"tools/call\",\"params\":{\"name\":\"\u003cWebSearch tool name from tools/list\u003e\",\"arguments\":{\"query\":\"Python 3.13 release date\",\"maxResults\":5}}}'"
      },
      "letme": {
        "capability": "https://letme.dev/web.search",
        "tool": "https://letme.dev/agentcore-web-search"
      },
      "sameCompany": [
        "amazon-nova-embeddings",
        "amazon-bedrock-guardrails",
        "amazon-transcribe",
        "amazon-polly",
        "agentcore-memory",
        "agentcore-identity",
        "aws-secrets-manager",
        "aws-mcp-servers",
        "amazon-ses",
        "amazon-location",
        "amazon-translate",
        "amazon-ads-api",
        "amazon-creators-api"
      ],
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Search query",
          "unit": "1k-requests",
          "usd": 7,
          "note": "Plus $0.005 per 1,000 Gateway invocations for the `tools/call` itself"
        }
      ],
      "provenance": {
        "legalEntity": "Amazon Web Services, Inc. (regional AWS entities by account location)",
        "domain": "amazon.com",
        "domainRegistered": "1994-11-01",
        "domainNote": "The service pages are under aws.amazon.com and the gateway endpoints on amazonaws.com, an AWS domain. The registration date is the one on our other AWS listings and was not looked up again on 17 October 2026.",
        "endpointOnVendorDomain": true,
        "terms": "https://aws.amazon.com/service-terms/",
        "privacy": "https://aws.amazon.com/privacy/",
        "statusPage": "https://health.aws.amazon.com/health/status",
        "changelog": "https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/release-notes.html",
        "securityTxt": "valid",
        "checked": "2026-10-17",
        "notes": [
          "aws.amazon.com/.well-known/security.txt carries Expires 2027-10-16T16:25:03.000Z, read on 17 October 2026, so it has been renewed since our AgentCore listings of 8 October found it expired. It points to the vulnerability disclosure programme on HackerOne and the policy at vdp.aws.security.",
          "The AWS Service Terms show Last Updated 13 October 2026. No clause names Web Search, and section 50.3, which lets AWS use content from named AI services for improvement, does not list Bedrock or AgentCore.",
          "The Web Search Tool page carries its own acceptable-use section. Users must keep and show the source citations and links with any output that uses a search result, and may not extract, store or reproduce results in bulk or build a competing index.",
          "The AWS Privacy Notice shows Last Updated 18 May 2026 and the sub-processor page 28 July 2026.",
          "The dashboard's history file, read on 17 October 2026, lists one event naming Bedrock AgentCore in the last 90 days, packet loss in one zone of eu-south-2 on 4 October 2026, a Region where Web Search is not sold.",
          "AgentCore release notes carry a month for each entry, not a day. Dated launches are on AWS What's New, and the connector versions page gives a release date for each version."
        ],
        "score": 93
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/agentcore-web-search.json",
      "live": {
        "slug": "agentcore-web-search",
        "probe": {
          "target": "https://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcp",
          "method": "mcp-initialize",
          "lastAt": "2026-10-18T00:14:27.322866826Z",
          "lastOk": false,
          "lastStatus": 0,
          "lastMs": 0,
          "lastNote": "invalid character \"{\" in host name",
          "authRequired": false,
          "uptime24h": 0,
          "uptime30d": 0,
          "p50ms24h": 0,
          "p95ms24h": 0,
          "samples24h": 24,
          "samples30d": 24,
          "days": [
            {
              "date": "2026-10-17",
              "probes": 21,
              "ok": 0
            },
            {
              "date": "2026-10-18",
              "probes": 3,
              "ok": 0
            }
          ],
          "outages": [
            {
              "start": "2026-10-17T22:04:33.041450753Z",
              "end": "0001-01-01T00:00:00Z",
              "note": "invalid character \"{\" in host name"
            }
          ]
        },
        "mcpTools": {
          "url": "https://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcp",
          "checkedAt": "2026-10-17T22:39:39.250816744Z",
          "status": "error",
          "note": "parse \"https://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcp\": invalid character \"{\" in host name",
          "changedAt": "2026-10-17T22:37:09.365200504Z"
        },
        "updatedAt": "2026-10-18T00:14:27.322866826Z"
      }
    },
    "answer": "Web Search Tool on Amazon Bedrock AgentCore scores 74.3 (BB) on agent readiness against SerpApi's 62.5 (B), and leads in 3 of 7 scored categories. SerpApi leads on agent ergonomics and transparency \u0026 trust.",
    "b": {
      "slug": "serpapi",
      "name": "SerpApi",
      "vendor": "SerpApi",
      "vendorUrl": "https://serpapi.com",
      "kind": "http-api",
      "category": "search",
      "summary": "Scrapes live results pages from Google, Bing, Baidu, DuckDuckGo, Yandex, Amazon, YouTube and about 20 other engines and returns them as parsed JSON or markdown.",
      "url": "https://www.anchorterminal.com/tools/serpapi",
      "markdownUrl": "https://www.anchorterminal.com/tools/serpapi.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/serpapi.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/serpapi.json",
      "transports": [
        "http",
        "streamable-http",
        "stdio"
      ],
      "remoteUrl": "https://serpapi.com/search",
      "packages": [
        {
          "registry": "npm",
          "name": "serpapi"
        },
        {
          "registry": "pypi",
          "name": "serpapi"
        }
      ],
      "auth": "api-key",
      "authNotes": "API key as the `api_key` query parameter on every request. The hosted MCP takes `Authorization: Bearer \u003ckey\u003e` or the key in the URL path (`/\u003ckey\u003e/mcp`) for clients that can't set headers.",
      "pricing": "freemium",
      "pricingNotes": "Free plan 250 searches a month (50 an hour). Starter $25 a month for 1,000 searches, Developer $75 for 5,000, Production $150 for 15,000, Big Data $275 for 30,000, Searcher $725 for 100,000, then Cloud tiers from $3,750 for 1M. Only successful searches count, cached and failed ones are free, and a response with 100 results is still one search. Ludicrous Speed doubles the price, Ludicrous Speed Max quadruples it (https://serpapi.com/pricing).",
      "priceSummary": "$25 / 1k req",
      "where": "both",
      "x402": {
        "level": "no",
        "evidence": "No x402 in llms.txt, pricing or integrations pages (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": 3,
      "popularity": {
        "githubStars": 175,
        "npmWeekly": 168618,
        "pypiWeekly": 104227,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://serpapi.com/search-api",
      "llmsTxt": "https://serpapi.com/llms.txt",
      "registryName": "io.github.serpapi/serpapi-mcp",
      "capabilities": [
        "web.search",
        "search.serp",
        "search.news",
        "search.images"
      ],
      "tags": [
        "hosted",
        "freemium",
        "mcp",
        "llms-txt",
        "python",
        "typescript",
        "closed-source"
      ],
      "lastRelease": "2026-09-22",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 62.5,
        "grade": "B",
        "agentReady": false,
        "rank": 476,
        "ranked": true,
        "rankOf": 1133,
        "categoryRank": 12,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 88,
          "maintenance": 82,
          "payments": 30,
          "reliability": 60,
          "schema": 67,
          "security": 40,
          "transparency": 84
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Over 100 engines behind one GET URL, with `json_restrictor` field selection and `output=md`. 25 incidents on the status feed from July to 1 October 2026, including an outage across all APIs on 10 September.",
        "bestFor": "An agent that needs what a specific engine shows (Google verticals, Maps, Shopping, Flights, Scholar, YouTube, Amazon) parsed to JSON.",
        "strengths": [
          "Over 100 engines behind one GET URL, with `json_restrictor` field selection and `output=md`",
          "Failed, errored and cached searches aren't billed, and the cache lasts 1 hour",
          "Terms promise a 99.95% SLA on all plans",
          "SOC 2 Type II and ISO 27001 listed on the security page, 31-day data retention stated twice",
          "Hosted MCP server in the official registry, with read-only tool annotations"
        ],
        "weaknesses": [
          "25 incidents on the status feed from July to 1 October 2026, including an outage across all APIs on 10 September",
          "REST auth is the `api_key` query parameter, with no header option documented",
          "No OpenAPI spec, and the MCP `search` tool takes a free-form `params` object",
          "Monthly plans only, from $25 for 1,000 searches, with no pay-per-call or machine payment",
          "No prompt-injection guidance for the snippets it returns"
        ],
        "agentNotes": [
          "Use the MCP with `Authorization: Bearer`, not the key-in-path URL the README leads with",
          "Read `serpapi://engines/\u003cengine\u003e` before calling a new engine, since `params` isn't typed",
          "Add `json_restrictor` or `output=md` to cut tokens, and `mode: compact` on the MCP",
          "A 429 means either the hourly limit or an empty balance. Check the account before retrying",
          "Repeat a search within the hour and the cached copy is free. Set `no_cache=true` only when freshness matters"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 3.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 62.5
          }
        ],
        "editorialScores": {
          "ergonomics": 88,
          "maintenance": 82,
          "payments": 30,
          "reliability": 60,
          "schema": 67,
          "security": 40,
          "transparency": 70
        },
        "provenanceScore": 98
      },
      "connect": {
        "http": "curl -G https://serpapi.com/search --data-urlencode \"q=coffee\" -d engine=google -d api_key=$SERPAPI_API_KEY",
        "claudeCode": "claude mcp add --transport http serpapi https://mcp.serpapi.com/mcp --header \"Authorization: Bearer $SERPAPI_API_KEY\"",
        "config": {
          "mcpServers": {
            "serpapi": {
              "headers": {
                "Authorization": "Bearer ${SERPAPI_API_KEY}"
              },
              "type": "http",
              "url": "https://mcp.serpapi.com/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/web.search",
        "tool": "https://letme.dev/serpapi"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Starter plan, per 1,000 searches",
          "unit": "1k-requests",
          "usd": 25,
          "note": "1,000 searches for $25 a month"
        },
        {
          "item": "Starter plan",
          "unit": "month",
          "usd": 25,
          "note": "1,000 searches"
        },
        {
          "item": "Developer plan",
          "unit": "month",
          "usd": 75,
          "note": "5,000 searches"
        },
        {
          "item": "Production plan",
          "unit": "month",
          "usd": 150,
          "note": "15,000 searches, includes Legal Shield"
        },
        {
          "item": "Big Data plan",
          "unit": "month",
          "usd": 275,
          "note": "30,000 searches"
        }
      ],
      "provenance": {
        "legalEntity": "SerpApi, LLC",
        "domain": "serpapi.com",
        "domainRegistered": "2016-07-27",
        "endpointOnVendorDomain": true,
        "terms": "https://serpapi.com/legal",
        "privacy": "https://serpapi.com/legal",
        "statusPage": "https://status.serpapi.com",
        "changelog": "https://serpapi.com/release-notes",
        "securityTxt": "valid",
        "checked": "2026-09-30",
        "notes": [
          "Terms and privacy policy share one page. The entity is a Texas LLC at 1632 S 1st St, Austin"
        ],
        "score": 98
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/serpapi.json",
      "live": {
        "slug": "serpapi",
        "probe": {
          "target": "https://serpapi.com/search",
          "method": "get",
          "lastAt": "2026-10-18T00:14:55.6727308Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 118,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 125,
          "p95ms24h": 173,
          "samples24h": 253,
          "samples30d": 4435,
          "days": [
            {
              "date": "2026-09-30",
              "probes": 35,
              "ok": 35
            },
            {
              "date": "2026-10-01",
              "probes": 276,
              "ok": 276
            },
            {
              "date": "2026-10-02",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-03",
              "probes": 271,
              "ok": 271
            },
            {
              "date": "2026-10-04",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-05",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-06",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-07",
              "probes": 272,
              "ok": 272
            },
            {
              "date": "2026-10-08",
              "probes": 268,
              "ok": 268
            },
            {
              "date": "2026-10-09",
              "probes": 250,
              "ok": 250
            },
            {
              "date": "2026-10-10",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-11",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-12",
              "probes": 247,
              "ok": 247
            },
            {
              "date": "2026-10-13",
              "probes": 248,
              "ok": 248
            },
            {
              "date": "2026-10-14",
              "probes": 249,
              "ok": 249
            },
            {
              "date": "2026-10-15",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-16",
              "probes": 252,
              "ok": 252
            },
            {
              "date": "2026-10-17",
              "probes": 253,
              "ok": 253
            },
            {
              "date": "2026-10-18",
              "probes": 3,
              "ok": 3
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.serpapi.com",
          "indicator": "minor",
          "summary": "Minor Service Outage",
          "checkedAt": "2026-10-18T00:09:06.898110448Z"
        },
        "versions": [
          {
            "registry": "mcp-registry",
            "name": "io.github.serpapi/serpapi-mcp",
            "version": "2.0.0",
            "seenAt": "2026-10-17T05:11:56.292414565Z"
          },
          {
            "registry": "npm",
            "name": "serpapi",
            "version": "2.2.1",
            "seenAt": "2026-10-17T02:17:14.714979555Z"
          },
          {
            "registry": "pypi",
            "name": "serpapi",
            "version": "1.1.2",
            "released": "2026-09-22",
            "seenAt": "2026-10-17T02:17:15.084604533Z"
          }
        ],
        "npmWeekly": 157974,
        "pypiWeekly": 122886,
        "securityTxt": {
          "url": "https://serpapi.com/.well-known/security.txt",
          "state": "valid",
          "checkedAt": "2026-10-17T15:52:50.154651658Z"
        },
        "llmsTxt": {
          "url": "https://serpapi.com/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-17T14:23:12.72284436Z"
        },
        "domain": {
          "domain": "serpapi.com",
          "registered": "2016-07-27",
          "source": "https://rdap.verisign.com/com/v1/domain/serpapi.com",
          "checkedAt": "2026-10-11T13:25:45.271735592Z"
        },
        "pages": [
          {
            "url": "https://serpapi.com/release-notes",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-17T23:09:53.119812446Z",
            "changedAt": "2026-10-17T23:09:53.119812446Z",
            "fingerprint": "ffdefd271384"
          },
          {
            "url": "https://serpapi.com/pricing",
            "kind": "pricing",
            "status": 304,
            "checkedAt": "2026-10-17T23:09:51.22800288Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "30dfa765089d"
          },
          {
            "url": "https://serpapi.com/legal",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-17T23:09:49.101955467Z",
            "changedAt": "2026-10-16T22:30:48.565676371Z",
            "fingerprint": "c07e1e50c1ea"
          }
        ],
        "updatedAt": "2026-10-18T00:14:55.6727308Z"
      }
    },
    "facts": [
      {
        "a": "MCP server",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "Amazon Web Services",
        "b": "SerpApi",
        "name": "Vendor"
      },
      {
        "a": "https://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcp",
        "b": "https://serpapi.com/search",
        "name": "Hosted endpoint"
      },
      {
        "a": "Streamable HTTP",
        "b": "HTTP, Streamable HTTP, stdio",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "API key",
        "name": "Auth"
      },
      {
        "a": "Pay per use",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "$7 per 1,000 requests",
        "b": "$25 per 1,000 requests",
        "name": "Price for web search"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary service under the AWS Customer Agreement and Service Terms, with an acceptable-use section on the tool's documentation page",
        "b": "none",
        "name": "Licence"
      },
      {
        "a": "1",
        "b": "3",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "not listed",
        "b": "io.github.serpapi/serpapi-mcp",
        "name": "MCP registry"
      },
      {
        "a": "2026-10-15",
        "b": "2026-09-22",
        "name": "Last release"
      },
      {
        "a": "2026-10-01",
        "b": "2026-08-27",
        "name": "Terms last updated"
      },
      {
        "a": "2026-05-18",
        "b": "2026-08-27",
        "name": "Privacy policy last updated"
      },
      {
        "a": "yes, with an opt-out",
        "b": "not found in the text",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms restrict automated access"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "none",
        "b": "175 stars, 169k npm/wk, 104k PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "3.3/5 (4)",
        "b": "3.5/5 (2)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Web Search Tool on Amazon Bedrock AgentCore scores 74.3 (BB) on agent readiness against SerpApi's 62.5 (B), and leads in 3 of 7 scored categories. SerpApi leads on agent ergonomics and transparency \u0026 trust.",
        "question": "Which is better for AI agents, Web Search Tool on Amazon Bedrock AgentCore or SerpApi?"
      },
      {
        "answer": "Web Search Tool on Amazon Bedrock AgentCore, at $7 per 1,000 requests against $25 per 1,000 requests for SerpApi. These are the vendors' published prices for the job.",
        "question": "Which is cheaper for web search, Web Search Tool on Amazon Bedrock AgentCore or SerpApi?"
      },
      {
        "answer": "Web Search Tool on Amazon Bedrock AgentCore takes an API key or an OAuth sign-in. SerpApi needs an API key.",
        "question": "Do Web Search Tool on Amazon Bedrock AgentCore and SerpApi need an API key?"
      },
      {
        "answer": "Yes. Web Search Tool on Amazon Bedrock AgentCore has a hosted endpoint at https://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcp and SerpApi at https://serpapi.com/search.",
        "question": "Can an agent call Web Search Tool on Amazon Bedrock AgentCore and SerpApi without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Reliability, 90 against 60",
          "Schema \u0026 documentation, 78 against 67",
          "Security \u0026 auth, 85 against 40"
        ],
        "also": [
          "Cheaper for web search, $7 against $25 per 1,000 requests",
          "Agent-ready, a grade of BB or better",
          "Free to start without a card"
        ],
        "goodFor": "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.",
        "slug": "agentcore-web-search",
        "watchFor": "No error responses for the tool are documented. The only response example has `isError` false"
      },
      {
        "aheadOn": [
          "Agent ergonomics, 88 against 69",
          "Transparency \u0026 trust, 84 against 77"
        ],
        "also": [
          "Runs on your own machine"
        ],
        "goodFor": "An agent that needs what a specific engine shows (Google verticals, Maps, Shopping, Flights, Scholar, YouTube, Amazon) parsed to JSON.",
        "slug": "serpapi",
        "watchFor": "25 incidents on the status feed from July to 1 October 2026, including an outage across all APIs on 10 September"
      }
    ],
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      "capability": "web.search",
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      },
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        "title": "SearchAPI.io vs SerpApi",
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        "url": "https://www.anchorterminal.com/compare/serpapi-vs-tinyfish-search"
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    ],
    "scores": [
      {
        "agentcore-web-search": 90,
        "by": 30,
        "edge": "agentcore-web-search",
        "key": "reliability",
        "name": "Reliability",
        "serpapi": 60,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "agentcore-web-search": 78,
        "by": 11,
        "edge": "agentcore-web-search",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "serpapi": 67,
        "weight": 13
      },
      {
        "agentcore-web-search": 69,
        "by": 19,
        "edge": "serpapi",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "serpapi": 88,
        "weight": 13
      },
      {
        "agentcore-web-search": 85,
        "by": 45,
        "edge": "agentcore-web-search",
        "key": "security",
        "name": "Security \u0026 auth",
        "serpapi": 40,
        "weight": 14
      },
      {
        "agentcore-web-search": 30,
        "by": 0,
        "edge": "",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "serpapi": 30,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "agentcore-web-search": 80,
        "by": 2,
        "edge": "serpapi",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "serpapi": 82,
        "weight": 7
      },
      {
        "agentcore-web-search": 77,
        "by": 7,
        "edge": "serpapi",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "serpapi": 84,
        "weight": 7
      }
    ],
    "summary": "Web Search Tool on Amazon Bedrock AgentCore scores 74.3 (BB) on agent readiness against SerpApi's 62.5 (B), and leads in 3 of 7 scored categories. SerpApi leads on agent ergonomics and transparency \u0026 trust. Both do web search. Web Search Tool on Amazon Bedrock AgentCore is cheaper for web search, $7 against $25 per 1,000 requests.",
    "tutorials": [],
    "verdicts": {
      "agentcore-web-search": "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.",
      "serpapi": "Over 100 engines behind one GET URL, with `json_restrictor` field selection and `output=md`. 25 incidents on the status feed from July to 1 October 2026, including an outage across all APIs on 10 September."
    }
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  "markdown": "Web Search Tool on Amazon Bedrock AgentCore scores 74.3 (BB) on agent readiness against SerpApi's 62.5 (B), and leads in 3 of 7 scored categories. SerpApi leads on agent ergonomics and transparency \u0026 trust. Both do web search. Web Search Tool on Amazon Bedrock AgentCore is cheaper for web search, $7 against $25 per 1,000 requests.\n\n- Web Search Tool on Amazon Bedrock AgentCore: grade BB, 74.3/100, rank #76 of 1133. Markdown https://www.anchorterminal.com/tools/agentcore-web-search.md · JSON https://www.anchorterminal.com/api/v1/tools/agentcore-web-search.json\n- SerpApi: grade B, 62.5/100, rank #476 of 1133. Markdown https://www.anchorterminal.com/tools/serpapi.md · JSON https://www.anchorterminal.com/api/v1/tools/serpapi.json\n- Best web search APIs for AI agents: https://www.anchorterminal.com/best/search/index.md\n- All 163 search comparisons: https://www.anchorterminal.com/compare/search/index.md\n\n## Which one, for what\n\n### Web Search Tool on Amazon Bedrock AgentCore (BB)\n\nGood 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.\n\nAhead on:\n- Reliability, 90 against 60\n- Schema \u0026 documentation, 78 against 67\n- Security \u0026 auth, 85 against 40\n\nAlso in its favour:\n- Cheaper for web search, $7 against $25 per 1,000 requests\n- Agent-ready, a grade of BB or better\n- Free to start without a card\n\nWatch for: No error responses for the tool are documented. The only response example has `isError` false\n\n### SerpApi (B)\n\nGood for: An agent that needs what a specific engine shows (Google verticals, Maps, Shopping, Flights, Scholar, YouTube, Amazon) parsed to JSON.\n\nAhead on:\n- Agent ergonomics, 88 against 69\n- Transparency \u0026 trust, 84 against 77\n\nAlso in its favour:\n- Runs on your own machine\n\nWatch for: 25 incidents on the status feed from July to 1 October 2026, including an outage across all APIs on 10 September\n\n\n## Score by category\n\n| Category | Weight | Web Search Tool on Amazon Bedrock AgentCore | SerpApi | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 90 | 60 | Web Search Tool on Amazon Bedrock AgentCore +30 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 78 | 67 | Web Search Tool on Amazon Bedrock AgentCore +11 |\n| Agent ergonomics | 13% (16.2 this run) | 69 | 88 | SerpApi +19 |\n| Security \u0026 auth | 14% (17.5 this run) | 85 | 40 | Web Search Tool on Amazon Bedrock AgentCore +45 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 30 | 30 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 80 | 82 | SerpApi +2 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 77 | 84 | SerpApi +7 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **74.3 · BB** | **62.5 · B** | |\n\n## Facts side by side\n\n| Fact | Web Search Tool on Amazon Bedrock AgentCore | SerpApi |\n| --- | --- | --- |\n| Kind | MCP server | HTTP API |\n| Vendor | Amazon Web Services | SerpApi |\n| Hosted endpoint | `https://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcp` | `https://serpapi.com/search` |\n| Transports | Streamable HTTP | HTTP, Streamable HTTP, stdio |\n| Auth | OAuth or key | API key |\n| Pricing | Pay per use | Freemium |\n| Price for web search | $7 per 1,000 requests | $25 per 1,000 requests |\n| x402 | no | no |\n| Licence | Proprietary service under the AWS Customer Agreement and Service Terms, with an acceptable-use section on the tool's documentation page | none |\n| Tools exposed | 1 | 3 |\n| Read-only variant documented | no | yes |\n| llms.txt | yes | yes |\n| MCP registry | not listed | `io.github.serpapi/serpapi-mcp` |\n| Last release | 2026-10-15 | 2026-09-22 |\n| Terms last updated | 2026-10-01 | 2026-08-27 |\n| Privacy policy last updated | 2026-05-18 | 2026-08-27 |\n| Customer content may train models | yes, with an opt-out | not found in the text |\n| Terms restrict automated access | yes | not found in the text |\n| Terms restrict benchmarking | yes | not found in the text |\n| Terms or service can change without notice | yes | yes |\n| Arbitration or class-action waiver | not found in the text | not found in the text |\n| Popularity | none | 175 stars, 169k npm/wk, 104k PyPI/wk |\n| Agent reviews | 3.3/5 (4) | 3.5/5 (2) |\n\n## Verdicts\n\n**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.\n\n**SerpApi.** Over 100 engines behind one GET URL, with `json_restrictor` field selection and `output=md`. 25 incidents on the status feed from July to 1 October 2026, including an outage across all APIs on 10 September.\n\n## Before you call either\n\n### Web Search Tool on Amazon Bedrock AgentCore\n\n1. 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\n2. Keep `query` to 200 characters and `maxResults` between 1 and 25 (default 10). The published schema states these limits only in descriptions\n3. Check the target's connector version before sending `filters`. Version 1.1.0, the default, exposes only `query` and `maxResults`\n4. 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\n5. On a throttled request, wait the `retryAfter` seconds in the error body. The default quota is 10 Web Search requests a second, adjustable\n\n### SerpApi\n\n1. Use the MCP with `Authorization: Bearer`, not the key-in-path URL the README leads with\n2. Read `serpapi://engines/\u003cengine\u003e` before calling a new engine, since `params` isn't typed\n3. Add `json_restrictor` or `output=md` to cut tokens, and `mode: compact` on the MCP\n4. A 429 means either the hourly limit or an empty balance. Check the account before retrying\n5. Repeat a search within the hour and the cached copy is free. Set `no_cache=true` only when freshness matters\n\n## Questions\n\n### Which is better for AI agents, Web Search Tool on Amazon Bedrock AgentCore or SerpApi?\n\nWeb Search Tool on Amazon Bedrock AgentCore scores 74.3 (BB) on agent readiness against SerpApi's 62.5 (B), and leads in 3 of 7 scored categories. SerpApi leads on agent ergonomics and transparency \u0026 trust.\n\n### Which is cheaper for web search, Web Search Tool on Amazon Bedrock AgentCore or SerpApi?\n\nWeb Search Tool on Amazon Bedrock AgentCore, at $7 per 1,000 requests against $25 per 1,000 requests for SerpApi. These are the vendors' published prices for the job.\n\n### Do Web Search Tool on Amazon Bedrock AgentCore and SerpApi need an API key?\n\nWeb Search Tool on Amazon Bedrock AgentCore takes an API key or an OAuth sign-in. SerpApi needs an API key.\n\n### Can an agent call Web Search Tool on Amazon Bedrock AgentCore and SerpApi without installing anything?\n\nYes. Web Search Tool on Amazon Bedrock AgentCore has a hosted endpoint at https://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcp and SerpApi at https://serpapi.com/search.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/agentcore-web-search-vs-serpapi.json, and with the fewest tokens: https://www.anchorterminal.com/compare/agentcore-web-search-vs-serpapi.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"agentcore-web-search\", \"b\": \"serpapi\"}`. From a terminal: `anchor compare agentcore-web-search serpapi`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/agentcore-web-search.json and https://www.anchorterminal.com/api/v1/tools/serpapi.json\n\n## Other comparisons with Web Search Tool on Amazon Bedrock AgentCore or SerpApi\n\n- [Web Search Tool on Amazon Bedrock AgentCore vs Brave Search API + MCP](https://www.anchorterminal.com/compare/agentcore-web-search-vs-brave-search-mcp.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs Cloudflare Web Search API](https://www.anchorterminal.com/compare/agentcore-web-search-vs-cloudflare-web-search.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs DeepSeek Search and Fetch API](https://www.anchorterminal.com/compare/agentcore-web-search-vs-deepseek-search-api.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs Exa API + MCP](https://www.anchorterminal.com/compare/agentcore-web-search-vs-exa-mcp.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs Firecrawl MCP](https://www.anchorterminal.com/compare/agentcore-web-search-vs-firecrawl-mcp.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs Grep AI](https://www.anchorterminal.com/compare/agentcore-web-search-vs-grep-ai.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs Kagi Search API](https://www.anchorterminal.com/compare/agentcore-web-search-vs-kagi-search.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs Linkup](https://www.anchorterminal.com/compare/agentcore-web-search-vs-linkup.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs Parallel Search and Task APIs](https://www.anchorterminal.com/compare/agentcore-web-search-vs-parallel-search-api.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs SearchAPI.io](https://www.anchorterminal.com/compare/agentcore-web-search-vs-searchapi-io.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs Serper](https://www.anchorterminal.com/compare/agentcore-web-search-vs-serper.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs SerpKite](https://www.anchorterminal.com/compare/agentcore-web-search-vs-serpkite.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs Tavily API + MCP](https://www.anchorterminal.com/compare/agentcore-web-search-vs-tavily-mcp.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs TinyFish Search](https://www.anchorterminal.com/compare/agentcore-web-search-vs-tinyfish-search.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs Valyu](https://www.anchorterminal.com/compare/agentcore-web-search-vs-valyu.md)\n- [Web Search Tool on Amazon Bedrock AgentCore vs You.com APIs](https://www.anchorterminal.com/compare/agentcore-web-search-vs-you-com-api.md)\n- [Brave Search API + MCP vs SerpApi](https://www.anchorterminal.com/compare/brave-search-mcp-vs-serpapi.md)\n- [Cloudflare Web Search API vs SerpApi](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serpapi.md)\n- [DeepSeek Search and Fetch API vs SerpApi](https://www.anchorterminal.com/compare/deepseek-search-api-vs-serpapi.md)\n- [Exa API + MCP vs SerpApi](https://www.anchorterminal.com/compare/exa-mcp-vs-serpapi.md)\n- [Firecrawl MCP vs SerpApi](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serpapi.md)\n- [Grep AI vs SerpApi](https://www.anchorterminal.com/compare/grep-ai-vs-serpapi.md)\n- [Kagi Search API vs SerpApi](https://www.anchorterminal.com/compare/kagi-search-vs-serpapi.md)\n- [Linkup vs SerpApi](https://www.anchorterminal.com/compare/linkup-vs-serpapi.md)\n- [Parallel Search and Task APIs vs SerpApi](https://www.anchorterminal.com/compare/parallel-search-api-vs-serpapi.md)\n- [SearchAPI.io vs SerpApi](https://www.anchorterminal.com/compare/searchapi-io-vs-serpapi.md)\n- [SerpApi vs Serper](https://www.anchorterminal.com/compare/serpapi-vs-serper.md)\n- [SerpApi vs SerpKite](https://www.anchorterminal.com/compare/serpapi-vs-serpkite.md)\n- [SerpApi vs Tavily API + MCP](https://www.anchorterminal.com/compare/serpapi-vs-tavily-mcp.md)\n- [SerpApi vs TinyFish Search](https://www.anchorterminal.com/compare/serpapi-vs-tinyfish-search.md)\n- [SerpApi vs Valyu](https://www.anchorterminal.com/compare/serpapi-vs-valyu.md)\n- [SerpApi vs You.com APIs](https://www.anchorterminal.com/compare/serpapi-vs-you-com-api.md)\n",
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