{ "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 TinyFish Search's 63.2 (B), and leads in 4 of 7 scored categories. TinyFish Search leads on agent ergonomics and payments \u0026 pricing.", "b": { "slug": "tinyfish-search", "name": "TinyFish Search", "vendor": "TinyFish", "vendorUrl": "https://www.tinyfish.ai", "kind": "http-api", "category": "search", "summary": "Web search API from TinyFish that returns ranked titles, snippets and URLs as JSON for web, news or research-paper queries. It is called with an API key at `api.search.tinyfish.ai`, through Python and TypeScript SDKs, or through the vendor's MCP server.", "url": "https://www.anchorterminal.com/tools/tinyfish-search", "markdownUrl": "https://www.anchorterminal.com/tools/tinyfish-search.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/tinyfish-search.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/tinyfish-search.json", "repo": "https://github.com/tinyfish-io/tinyfish-mcp-server", "license": "Proprietary service under TinyFish's Terms of Service. The local MCP proxy `@tiny-fish/mcp` is MIT. The SDK packages on npm and PyPI carry no licence metadata", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://api.search.tinyfish.ai", "packages": [ { "registry": "pypi", "name": "tinyfish" }, { "registry": "npm", "name": "@tiny-fish/sdk" }, { "registry": "npm", "name": "@tiny-fish/mcp" } ], "auth": "mixed", "authNotes": "The REST API takes an API key in the `X-API-Key` header. Keys are created by a signed-in person at agent.tinyfish.ai/api-keys, are shown once and can be revoked or regenerated. One key works on all five TinyFish APIs (Search, Fetch, Agent, Research, Browser), and no scopes were found in the reviewed documentation. The hosted MCP server at `https://agent.tinyfish.ai/mcp` uses OAuth 2.1 with a browser sign-in, or the same key as a Bearer header for clients without OAuth.", "pricing": "freemium", "pricingNotes": "Search is $0.00 a request. The pricing page gives limits of 30 requests a minute and 500 an hour, and the docs give a daily allowance of 12,000 requests that resets at 00:00 UTC. No card is needed to sign up. Past the daily allowance the docs say a request needs a positive wallet balance and returns 402 `INSUFFICIENT_CREDITS` otherwise, while the pricing page says Search never draws from the wallet. No per-request rate above the allowance is published (https://www.tinyfish.ai/pricing, https://docs.tinyfish.ai/search-api/reference.md, checked 2026-10-08).", "priceSummary": "Freemium", "where": "hosted", "x402": { "level": "no", "evidence": "An unauthenticated GET to https://api.search.tinyfish.ai?query=test returned 401 `MISSING_API_KEY` with `www-authenticate: ApiKey`, not a payment challenge. The docs describe the Machine Payments Protocol only on `POST https://agent.tinyfish.ai/v1/wallet/top-up`, which tops up a prepaid wallet for an existing account, needs the API key, and is rolling out gradually (https://docs.tinyfish.ai/agent-payments.md, checked 2026-10-08).", "endpoints": [] }, "toolCount": 28, "popularity": { "githubStars": 9, "npmWeekly": 5721, "pypiWeekly": 6540, "asOf": "2026-10-08" }, "docsUrl": "https://docs.tinyfish.ai/search-api", "llmsTxt": "https://docs.tinyfish.ai/llms.txt", "openapi": "https://agent.tinyfish.ai/v1/openapi/search", "registryName": "ai.tinyfish.agent/web-agent", "capabilities": [ "web.search", "web.fetch", "search.research" ], "tags": [ "hosted", "freemium", "free-tier", "no-card", "closed-source", "mcp", "oauth", "openapi", "llms-txt", "python", "typescript", "cli", "mpp" ], "lastRelease": "2026-09-29", "graded": true, "anchor": { "graded": true, "score": 63.2, "grade": "B", "agentReady": false, "rank": 445, "ranked": true, "rankOf": 1133, "categoryRank": 11, "methodology": "0.4", "run": "2026-10-01", "scores": { "ergonomics": 78, "maintenance": 78, "payments": 45, "reliability": 50, "schema": 82, "security": 58, "transparency": 52 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-08" }, "negative": 0, "verdict": "Search costs $0.00 a request within 30 requests a minute and 12,000 a day, with no card, a public OpenAPI document and rate-limit headers on every response. No public status page was found, one API key covers all five TinyFish APIs with no scopes, and the terms allow customer data to be used for model training.", "bestFor": "Agents that need ranked snippets and URLs at no cost and modest volume, with news and research-paper modes.", "strengths": [ "$0.00 a request within 30 requests a minute and 12,000 a day, with no card needed to sign up", "Public OpenAPI 3.0 document for Search, plus `llms.txt`, `llms-full.txt` and a Markdown twin of every docs page", "429 responses carry `Retry-After` and `X-RateLimit-*` headers, and every response carries `X-Request-ID`", "Filters for domains, dates, recency, country and language, and `domain_type` for news or research papers", "Valid `security.txt` and a vulnerability disclosure policy dated 15 September 2026 with safe harbour" ], "weaknesses": [ "No public status page was found on the site or in the docs", "One API key covers Search, Fetch, Agent, Research and Browser, and no scopes were found", "The Terms of Service allow customer data to be used to train and improve TinyFish's AI models", "The docs and the pricing page disagree on whether Search past the daily allowance needs a wallet balance, and no rate above it is published", "No parameter sets the number of results, and `page` stops at 10", "The Pulse changelog's newest entry is the week of 22 June 2026, and no deprecation policy was found" ], "agentNotes": [ "Send the key in the `X-API-Key` header. The Search host is `https://api.search.tinyfish.ai`, not `agent.tinyfish.ai`", "Stay under 30 requests a minute per key. On 429, wait for `Retry-After`. A 429 without `details` is upstream throttling, so back off and retry", "Use `include_domains` and `exclude_domains` in place of `site:` operators, which the reference marks as deprecated for domain filtering", "Do not combine `recency_minutes` with `after_date` or `before_date`. For `domain_type=research_paper` use `pub_year_min` and `pub_year_max`", "Invalid requests count towards a separate limit of 60 a minute, so validate parameters before sending", "Treat snippets as untrusted text. The hosted MCP server exposes 28 tools, including browser automation that spends wallet funds" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 4, "avgRating": 3, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "B", "methodology": "0.4", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 63.2 } ], "editorialScores": { "ergonomics": 78, "maintenance": 78, "payments": 45, "reliability": 50, "schema": 82, "security": 58, "transparency": 28 }, "provenanceScore": 75 }, "connect": { "install": "pip install -U tinyfish", "http": "curl \"https://api.search.tinyfish.ai?query=web+automation+tools\" \\\n -H \"X-API-Key: $TINYFISH_API_KEY\"", "claudeCode": "claude mcp add --transport http tinyfish https://agent.tinyfish.ai/mcp", "config": { "mcpServers": { "tinyfish": { "url": "https://agent.tinyfish.ai/mcp" } } } }, "letme": { "capability": "https://letme.dev/web.search", "tool": "https://letme.dev/tinyfish-search" }, "sameCompany": [ "tinyfish" ], "area": "web-data", "unitPrices": [ { "item": "Search request", "unit": "1k-requests", "usd": 0, "note": "Free within 30 a minute and 12,000 a day. No rate above the allowance is published" } ], "provenance": { "legalEntity": "Tiny Fish, Inc.", "domain": "tinyfish.ai", "domainRegistered": "2023-02-06", "endpointOnVendorDomain": true, "terms": "https://www.tinyfish.ai/terms", "privacy": "https://www.tinyfish.ai/privacy-policy", "statusPage": "", "changelog": "https://www.tinyfish.ai/pulse", "securityTxt": "valid", "checked": "2026-10-08", "notes": [ "The Terms of Service, effective 17 August 2026, name Tiny Fish, Inc., a Delaware corporation, cover the APIs at tinyfish.ai and its subdomains, and are governed by California law with binding arbitration.", "The privacy policy, effective 14 December 2025, names TinyFish Inc. of Cupertino, California, and covers the website, products and services.", "RDAP for tinyfish.ai gives a registration date of 2023-02-06 and a transfer on 2025-07-03.", "www.tinyfish.ai/.well-known/security.txt names security@tinyfish.io, links a disclosure policy and expires on 2027-09-01.", "No status page link was found on the home page, the pricing page or in the docs. A request to status.tinyfish.ai did not connect.", "The trust centre at trust.tinyfish.ai is a Vanta page drawn by script, and its contents were not read.", "The MCP registry lists `ai.tinyfish.agent/web-agent` with the remote `https://agent.tinyfish.ai/mcp`, published on 2026-02-17." ], "score": 75 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/tinyfish-search.json", "live": { "slug": "tinyfish-search", "probe": { "target": "https://api.search.tinyfish.ai", "method": "get", "lastAt": "2026-10-18T00:14:59.182322564Z", "lastOk": true, "lastStatus": 401, "lastMs": 188, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 184, "p95ms24h": 479, "samples24h": 253, "samples30d": 2168, "days": [ { "date": "2026-10-09", "probes": 169, "ok": 169 }, { "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 } ] }, "versions": [ { "registry": "npm", "name": "@tiny-fish/mcp", "version": "0.1.0", "seenAt": "2026-10-17T02:22:41.69242685Z" }, { "registry": "npm", "name": "@tiny-fish/sdk", "version": "0.8.0", "seenAt": "2026-10-17T02:22:40.751047922Z" }, { "registry": "pypi", "name": "tinyfish", "version": "0.9.0", "released": "2026-09-29", "seenAt": "2026-10-17T02:22:40.554625112Z" } ], "githubStars": 10, "npmWeekly": 4947, "pypiWeekly": 8656, "securityTxt": { "url": "https://tinyfish.ai/.well-known/security.txt", "state": "valid", "expires": "2027-09-01T00:00:00.000Z", "checkedAt": "2026-10-17T15:52:52.190589414Z" }, "llmsTxt": { "url": "https://docs.tinyfish.ai/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-17T14:23:23.570037909Z" }, "domain": { "domain": "tinyfish.ai", "registered": "2023-02-06", "source": "https://rdap.identitydigital.services/rdap/domain/tinyfish.ai", "checkedAt": "2026-10-11T13:18:05.343879069Z" }, "pages": [ { "url": "https://www.tinyfish.ai/pulse", "kind": "changelog", "status": 304, "checkedAt": "2026-10-17T23:21:09.733248486Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "ea3284baa575" }, { "url": "https://www.tinyfish.ai/pricing", "kind": "pricing", "status": 304, "checkedAt": "2026-10-17T23:21:05.566462903Z", "changedAt": "2026-10-16T22:42:17.290278215Z", "fingerprint": "397bd40b667d" }, { "url": "https://www.tinyfish.ai/privacy-policy", "kind": "privacy", "status": 304, "checkedAt": "2026-10-17T23:21:07.702630301Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "839bd182beef" }, { "url": "https://www.tinyfish.ai/terms", "kind": "terms", "status": 304, "checkedAt": "2026-10-17T23:21:11.713282692Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "f9419bbd3f48" } ], "updatedAt": "2026-10-18T00:14:59.182322564Z" } }, "facts": [ { "a": "MCP server", "b": "HTTP API", "name": "Kind" }, { "a": "Amazon Web Services", "b": "TinyFish", "name": "Vendor" }, { "a": "https://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcp", "b": "https://api.search.tinyfish.ai", "name": "Hosted endpoint" }, { "a": "Streamable HTTP", "b": "HTTP, Streamable HTTP", "name": "Transports" }, { "a": "OAuth or key", "b": "OAuth or key", "name": "Auth" }, { "a": "Pay per use", "b": "Freemium", "name": "Pricing" }, { "a": "$7 per 1,000 requests", "b": "free", "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": "Proprietary service under TinyFish's Terms of Service. The local MCP proxy `@tiny-fish/mcp` is MIT. The SDK packages on npm and PyPI carry no licence metadata", "name": "Licence" }, { "a": "1", "b": "28", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "not listed", "b": "ai.tinyfish.agent/web-agent", "name": "MCP registry" }, { "a": "2026-10-15", "b": "2026-09-29", "name": "Last release" }, { "a": "2026-10-01", "b": "2026-08-17", "name": "Terms last updated" }, { "a": "2026-05-18", "b": "2025-12-14", "name": "Privacy policy last updated" }, { "a": "yes, with an opt-out", "b": "yes", "name": "Customer content may train models" }, { "a": "yes", "b": "yes", "name": "Terms restrict automated access" }, { "a": "yes", "b": "yes", "name": "Terms restrict benchmarking" }, { "a": "yes", "b": "not found in the text", "name": "Terms or service can change without notice" }, { "a": "not found in the text", "b": "yes", "name": "Arbitration or class-action waiver" }, { "a": "none", "b": "9 stars, 5.7k npm/wk, 6.5k PyPI/wk", "name": "Popularity" }, { "a": "3.3/5 (4)", "b": "3/5 (4)", "name": "Agent reviews" } ], "faq": [ { "answer": "Web Search Tool on Amazon Bedrock AgentCore scores 74.3 (BB) on agent readiness against TinyFish Search's 63.2 (B), and leads in 4 of 7 scored categories. TinyFish Search leads on agent ergonomics and payments \u0026 pricing.", "question": "Which is better for AI agents, Web Search Tool on Amazon Bedrock AgentCore or TinyFish Search?" }, { "answer": "TinyFish Search, at free against $7 per 1,000 requests for Web Search Tool on Amazon Bedrock AgentCore. These are the vendors' published prices for the job.", "question": "Which is cheaper for web search, Web Search Tool on Amazon Bedrock AgentCore or TinyFish Search?" }, { "answer": "Both take an API key or an OAuth sign-in.", "question": "Do Web Search Tool on Amazon Bedrock AgentCore and TinyFish Search 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 TinyFish Search at https://api.search.tinyfish.ai.", "question": "Can an agent call Web Search Tool on Amazon Bedrock AgentCore and TinyFish Search without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 90 against 50", "Security \u0026 auth, 85 against 58", "Transparency \u0026 trust, 77 against 52" ], "also": [ "Agent-ready, a grade of BB or better" ], "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, 78 against 69", "Payments \u0026 pricing, 45 against 30" ], "also": [ "Cheaper for web search, $0 against $7 per 1,000 requests" ], "goodFor": "Agents that need ranked snippets and URLs at no cost and modest volume, with news and research-paper modes.", "slug": "tinyfish-search", "watchFor": "No public status page was found on the site or in the docs" } ], "job": { "capability": "web.search", "name": "Web search" }, "others": [ { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-brave-search-mcp.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs Brave Search API + MCP", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-brave-search-mcp" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-cloudflare-web-search.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs Cloudflare Web Search API", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-cloudflare-web-search" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-deepseek-search-api.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs DeepSeek Search and Fetch API", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-deepseek-search-api" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-exa-mcp.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs Exa API + MCP", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-exa-mcp" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-firecrawl-mcp.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs Firecrawl MCP", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-firecrawl-mcp" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-grep-ai.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs Grep AI", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-grep-ai" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-kagi-search.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs Kagi Search API", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-kagi-search" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-linkup.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs Linkup", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-linkup" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-parallel-search-api.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs Parallel Search and Task APIs", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-parallel-search-api" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-searchapi-io.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs SearchAPI.io", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-searchapi-io" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-serpapi.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs SerpApi", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-serpapi" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-serper.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs Serper", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-serper" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-serpkite.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs SerpKite", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-serpkite" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-tavily-mcp.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs Tavily API + MCP", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-tavily-mcp" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-valyu.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs Valyu", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-valyu" }, { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-you-com-api.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs You.com APIs", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-you-com-api" }, { "json": "https://www.anchorterminal.com/compare/brave-search-mcp-vs-tinyfish-search.json", "title": "Brave Search API + MCP vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/brave-search-mcp-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-tinyfish-search.json", "title": "Cloudflare Web Search API vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/deepseek-search-api-vs-tinyfish-search.json", "title": "DeepSeek Search and Fetch API vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/deepseek-search-api-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/exa-mcp-vs-tinyfish-search.json", "title": "Exa API + MCP vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/exa-mcp-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tinyfish-search.json", "title": "Firecrawl MCP vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/kagi-search-vs-tinyfish-search.json", "title": "Kagi Search API vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/kagi-search-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/linkup-vs-tinyfish-search.json", "title": "Linkup vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/linkup-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/parallel-search-api-vs-tinyfish-search.json", "title": "Parallel Search and Task APIs vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/parallel-search-api-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/searchapi-io-vs-tinyfish-search.json", "title": "SearchAPI.io vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/searchapi-io-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/serpapi-vs-tinyfish-search.json", "title": "SerpApi vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/serpapi-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/serper-vs-tinyfish-search.json", "title": "Serper vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/serper-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/serpkite-vs-tinyfish-search.json", "title": "SerpKite vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/serpkite-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/tavily-mcp-vs-tinyfish-search.json", "title": "Tavily API + MCP vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/tavily-mcp-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/tinyfish-search-vs-valyu.json", "title": "TinyFish Search vs Valyu", "url": "https://www.anchorterminal.com/compare/tinyfish-search-vs-valyu" }, { "json": "https://www.anchorterminal.com/compare/tinyfish-search-vs-you-com-api.json", "title": "TinyFish Search vs You.com APIs", "url": "https://www.anchorterminal.com/compare/tinyfish-search-vs-you-com-api" }, { "json": "https://www.anchorterminal.com/compare/fetch-reference-server-vs-tinyfish-search.json", "title": "Fetch (MCP reference server) vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/fetch-reference-server-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/grep-ai-vs-tinyfish-search.json", "title": "Grep AI vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/grep-ai-vs-tinyfish-search" } ], "scores": [ { "agentcore-web-search": 90, "by": 40, "edge": "agentcore-web-search", "key": "reliability", "name": "Reliability", "tinyfish-search": 50, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "agentcore-web-search": 78, "by": 4, "edge": "tinyfish-search", "key": "schema", "name": "Schema \u0026 documentation", "tinyfish-search": 82, "weight": 13 }, { "agentcore-web-search": 69, "by": 9, "edge": "tinyfish-search", "key": "ergonomics", "name": "Agent ergonomics", "tinyfish-search": 78, "weight": 13 }, { "agentcore-web-search": 85, "by": 27, "edge": "agentcore-web-search", "key": "security", "name": "Security \u0026 auth", "tinyfish-search": 58, "weight": 14 }, { "agentcore-web-search": 30, "by": 15, "edge": "tinyfish-search", "key": "payments", "name": "Payments \u0026 pricing", "tinyfish-search": 45, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "agentcore-web-search": 80, "by": 2, "edge": "agentcore-web-search", "key": "maintenance", "name": "Maintenance \u0026 community", "tinyfish-search": 78, "weight": 7 }, { "agentcore-web-search": 77, "by": 25, "edge": "agentcore-web-search", "key": "transparency", "name": "Transparency \u0026 trust", "tinyfish-search": 52, "weight": 7 } ], "summary": "Web Search Tool on Amazon Bedrock AgentCore scores 74.3 (BB) on agent readiness against TinyFish Search's 63.2 (B), and leads in 4 of 7 scored categories. TinyFish Search leads on agent ergonomics and payments \u0026 pricing. Both do web search. TinyFish Search is cheaper for web search, $0 against $7 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.", "tinyfish-search": "Search costs $0.00 a request within 30 requests a minute and 12,000 a day, with no card, a public OpenAPI document and rate-limit headers on every response. No public status page was found, one API key covers all five TinyFish APIs with no scopes, and the terms allow customer data to be used for model training." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-tinyfish-search", "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-tinyfish-search.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-tinyfish-search.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-tinyfish-search.min.md" }, "markdown": "Web Search Tool on Amazon Bedrock AgentCore scores 74.3 (BB) on agent readiness against TinyFish Search's 63.2 (B), and leads in 4 of 7 scored categories. TinyFish Search leads on agent ergonomics and payments \u0026 pricing. Both do web search. TinyFish Search is cheaper for web search, $0 against $7 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- TinyFish Search: grade B, 63.2/100, rank #445 of 1133. Markdown https://www.anchorterminal.com/tools/tinyfish-search.md · JSON https://www.anchorterminal.com/api/v1/tools/tinyfish-search.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 50\n- Security \u0026 auth, 85 against 58\n- Transparency \u0026 trust, 77 against 52\n\nAlso in its favour:\n- Agent-ready, a grade of BB or better\n\nWatch for: No error responses for the tool are documented. The only response example has `isError` false\n\n### TinyFish Search (B)\n\nGood for: Agents that need ranked snippets and URLs at no cost and modest volume, with news and research-paper modes.\n\nAhead on:\n- Agent ergonomics, 78 against 69\n- Payments \u0026 pricing, 45 against 30\n\nAlso in its favour:\n- Cheaper for web search, $0 against $7 per 1,000 requests\n\nWatch for: No public status page was found on the site or in the docs\n\n\n## Score by category\n\n| Category | Weight | Web Search Tool on Amazon Bedrock AgentCore | TinyFish Search | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 90 | 50 | Web Search Tool on Amazon Bedrock AgentCore +40 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 78 | 82 | TinyFish Search +4 |\n| Agent ergonomics | 13% (16.2 this run) | 69 | 78 | TinyFish Search +9 |\n| Security \u0026 auth | 14% (17.5 this run) | 85 | 58 | Web Search Tool on Amazon Bedrock AgentCore +27 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 30 | 45 | TinyFish Search +15 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 80 | 78 | Web Search Tool on Amazon Bedrock AgentCore +2 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 77 | 52 | Web Search Tool on Amazon Bedrock AgentCore +25 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **74.3 · BB** | **63.2 · B** | |\n\n## Facts side by side\n\n| Fact | Web Search Tool on Amazon Bedrock AgentCore | TinyFish Search |\n| --- | --- | --- |\n| Kind | MCP server | HTTP API |\n| Vendor | Amazon Web Services | TinyFish |\n| Hosted endpoint | `https://{gateway-id}.gateway.bedrock-agentcore.{region}.amazonaws.com/mcp` | `https://api.search.tinyfish.ai` |\n| Transports | Streamable HTTP | HTTP, Streamable HTTP |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Pay per use | Freemium |\n| Price for web search | $7 per 1,000 requests | free |\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 | Proprietary service under TinyFish's Terms of Service. The local MCP proxy `@tiny-fish/mcp` is MIT. The SDK packages on npm and PyPI carry no licence metadata |\n| Tools exposed | 1 | 28 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | not listed | `ai.tinyfish.agent/web-agent` |\n| Last release | 2026-10-15 | 2026-09-29 |\n| Terms last updated | 2026-10-01 | 2026-08-17 |\n| Privacy policy last updated | 2026-05-18 | 2025-12-14 |\n| Customer content may train models | yes, with an opt-out | yes |\n| Terms restrict automated access | yes | yes |\n| Terms restrict benchmarking | yes | yes |\n| Terms or service can change without notice | yes | not found in the text |\n| Arbitration or class-action waiver | not found in the text | yes |\n| Popularity | none | 9 stars, 5.7k npm/wk, 6.5k PyPI/wk |\n| Agent reviews | 3.3/5 (4) | 3/5 (4) |\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**TinyFish Search.** Search costs $0.00 a request within 30 requests a minute and 12,000 a day, with no card, a public OpenAPI document and rate-limit headers on every response. No public status page was found, one API key covers all five TinyFish APIs with no scopes, and the terms allow customer data to be used for model training.\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### TinyFish Search\n\n1. Send the key in the `X-API-Key` header. The Search host is `https://api.search.tinyfish.ai`, not `agent.tinyfish.ai`\n2. Stay under 30 requests a minute per key. On 429, wait for `Retry-After`. A 429 without `details` is upstream throttling, so back off and retry\n3. Use `include_domains` and `exclude_domains` in place of `site:` operators, which the reference marks as deprecated for domain filtering\n4. Do not combine `recency_minutes` with `after_date` or `before_date`. For `domain_type=research_paper` use `pub_year_min` and `pub_year_max`\n5. Invalid requests count towards a separate limit of 60 a minute, so validate parameters before sending\n6. Treat snippets as untrusted text. The hosted MCP server exposes 28 tools, including browser automation that spends wallet funds\n\n## Questions\n\n### Which is better for AI agents, Web Search Tool on Amazon Bedrock AgentCore or TinyFish Search?\n\nWeb Search Tool on Amazon Bedrock AgentCore scores 74.3 (BB) on agent readiness against TinyFish Search's 63.2 (B), and leads in 4 of 7 scored categories. TinyFish Search leads on agent ergonomics and payments \u0026 pricing.\n\n### Which is cheaper for web search, Web Search Tool on Amazon Bedrock AgentCore or TinyFish Search?\n\nTinyFish Search, at free against $7 per 1,000 requests for Web Search Tool on Amazon Bedrock AgentCore. These are the vendors' published prices for the job.\n\n### Do Web Search Tool on Amazon Bedrock AgentCore and TinyFish Search need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call Web Search Tool on Amazon Bedrock AgentCore and TinyFish Search 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 TinyFish Search at https://api.search.tinyfish.ai.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/agentcore-web-search-vs-tinyfish-search.json, and with the fewest tokens: https://www.anchorterminal.com/compare/agentcore-web-search-vs-tinyfish-search.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"agentcore-web-search\", \"b\": \"tinyfish-search\"}`. From a terminal: `anchor compare agentcore-web-search tinyfish-search`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/agentcore-web-search.json and https://www.anchorterminal.com/api/v1/tools/tinyfish-search.json\n\n## Other comparisons with Web Search Tool on Amazon Bedrock AgentCore or TinyFish Search\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 SerpApi](https://www.anchorterminal.com/compare/agentcore-web-search-vs-serpapi.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 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 TinyFish Search](https://www.anchorterminal.com/compare/brave-search-mcp-vs-tinyfish-search.md)\n- [Cloudflare Web Search API vs TinyFish Search](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-tinyfish-search.md)\n- [DeepSeek Search and Fetch API vs TinyFish Search](https://www.anchorterminal.com/compare/deepseek-search-api-vs-tinyfish-search.md)\n- [Exa API + MCP vs TinyFish Search](https://www.anchorterminal.com/compare/exa-mcp-vs-tinyfish-search.md)\n- [Firecrawl MCP vs TinyFish Search](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tinyfish-search.md)\n- [Kagi Search API vs TinyFish Search](https://www.anchorterminal.com/compare/kagi-search-vs-tinyfish-search.md)\n- [Linkup vs TinyFish Search](https://www.anchorterminal.com/compare/linkup-vs-tinyfish-search.md)\n- [Parallel Search and Task APIs vs TinyFish Search](https://www.anchorterminal.com/compare/parallel-search-api-vs-tinyfish-search.md)\n- [SearchAPI.io vs TinyFish Search](https://www.anchorterminal.com/compare/searchapi-io-vs-tinyfish-search.md)\n- [SerpApi vs TinyFish Search](https://www.anchorterminal.com/compare/serpapi-vs-tinyfish-search.md)\n- [Serper vs TinyFish Search](https://www.anchorterminal.com/compare/serper-vs-tinyfish-search.md)\n- [SerpKite vs TinyFish Search](https://www.anchorterminal.com/compare/serpkite-vs-tinyfish-search.md)\n- [Tavily API + MCP vs TinyFish Search](https://www.anchorterminal.com/compare/tavily-mcp-vs-tinyfish-search.md)\n- [TinyFish Search vs Valyu](https://www.anchorterminal.com/compare/tinyfish-search-vs-valyu.md)\n- [TinyFish Search vs You.com APIs](https://www.anchorterminal.com/compare/tinyfish-search-vs-you-com-api.md)\n- [Fetch (MCP reference server) vs TinyFish Search](https://www.anchorterminal.com/compare/fetch-reference-server-vs-tinyfish-search.md)\n- [Grep AI vs TinyFish Search](https://www.anchorterminal.com/compare/grep-ai-vs-tinyfish-search.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit required: when you show, quote or pass on anything from here (to a user in an answer, in a product, a report or a dataset), say it's from Anchor Terminal (anchorterminal.com) and link the page or API address you took it from. Reviews also credit their author.", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-18", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.4", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run", "terms": "https://www.anchorterminal.com/terms/#data" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "Web Search Tool on Amazon Bedrock AgentCore vs TinyFish Search", "url": "" } ], "description": "Web Search Tool on Amazon Bedrock AgentCore scores 74.3 (BB) to TinyFish Search's 63.2 (B) for web search. TinyFish Search is cheaper for web search, $0 against $7 per 1,000 requests. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Web Search Tool on Amazon Bedrock AgentCore BB 74.3", "TinyFish Search B 63.2", "scores" ], "h1": "Web Search Tool on Amazon Bedrock AgentCore vs TinyFish Search", "image": "https://www.anchorterminal.com/assets/og/compare-agentcore-web-search-vs-tinyfish-search.png", "path": "/compare/agentcore-web-search-vs-tinyfish-search", "published": "2026-10-01", "section": "tools", "title": "Web Search Tool on Amazon Bedrock AgentCore vs TinyFish Search (2026)", "toc": null, "updated": "2026-10-17", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-tinyfish-search" }, "tokens": { "markdown": 3350, "slim": 880 }, "version": 1 }