{
  "data": {
    "a": {
      "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": 366,
        "ranked": true,
        "rankOf": 842,
        "categoryRank": 10,
        "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": 0,
        "avgRating": 0,
        "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": "2026-10-09T10:42:58.982165557Z",
          "lastOk": true,
          "lastStatus": 401,
          "lastMs": 211,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 185,
          "p95ms24h": 472,
          "samples24h": 33,
          "samples30d": 33,
          "days": [
            {
              "date": "2026-10-09",
              "probes": 33,
              "ok": 33
            }
          ]
        },
        "updatedAt": "2026-10-09T10:42:58.982165557Z"
      }
    },
    "answer": "Valyu scores 64.6 (B) on agent readiness against TinyFish Search's 63.2 (B), and leads in 4 of 7 scored categories. TinyFish Search leads on security \u0026 auth.",
    "b": {
      "slug": "valyu",
      "name": "Valyu",
      "vendor": "Valyu",
      "vendorUrl": "https://www.valyu.ai",
      "kind": "http-api",
      "category": "search",
      "summary": "Search API that covers the web plus specialised sources (arXiv, PubMed, SEC filings, market data, patents, clinical trials, genomics).",
      "url": "https://www.anchorterminal.com/tools/valyu",
      "markdownUrl": "https://www.anchorterminal.com/tools/valyu.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/valyu.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/valyu.json",
      "transports": [
        "http",
        "streamable-http"
      ],
      "remoteUrl": "https://api.valyu.ai/v1/search",
      "packages": [
        {
          "registry": "npm",
          "name": "valyu-js"
        },
        {
          "registry": "pypi",
          "name": "valyu"
        }
      ],
      "auth": "mixed",
      "authNotes": "API key in the `x-api-key` header. After a person creates the account, the Valyu CLI (`valyu login`, browser or headless approval) lets an agent mint keys with a hard spending cap, rotate and revoke them, and management keys carry explicit scopes. The hosted MCP at mcp.valyu.ai takes Sign in with Valyu (OAuth), a Bearer or X-API-Key header, or, as the docs lead with, `?valyuApiKey=` in the URL.",
      "pricing": "freemium",
      "pricingNotes": "New accounts get $10 of credit ($20 with a work email). Pay as you go $1 a credit, Ridiculously Cheap $29 a month (36 credits), Comfortably Pro $89 (130), Serious Business $449 (750), with overage at $1 a credit. Search and Answer bill per 1,000 results retrieved, $0.50 open databases, $1.50 web, $8 financial data, $30 to $50 proprietary. Contents $0.001 a URL. Answer adds $12 per million tokens. DeepResearch $0.10 (fast) to $15 (max) a task (https://www.valyu.ai/pricing).",
      "priceSummary": "$1.50 / 1k pages",
      "where": "hosted",
      "x402": {
        "level": "no",
        "evidence": "No x402 in llms.txt, llms-full.txt or pricing docs (checked 2026-09-30).",
        "endpoints": []
      },
      "toolCount": 6,
      "popularity": {
        "githubStars": 19,
        "npmWeekly": 6664,
        "pypiWeekly": 7097,
        "asOf": "2026-09-30"
      },
      "docsUrl": "https://docs.valyu.ai",
      "llmsTxt": "https://docs.valyu.ai/llms.txt",
      "openapi": "https://docs.valyu.ai/api-reference/openapi.json",
      "capabilities": [
        "web.search",
        "web.fetch",
        "web.extract",
        "search.answer",
        "search.research",
        "search.news"
      ],
      "tags": [
        "hosted",
        "freemium",
        "mcp",
        "llms-txt",
        "openapi",
        "python",
        "typescript",
        "async-jobs",
        "enterprise"
      ],
      "lastRelease": "2026-09-12",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 64.6,
        "grade": "B",
        "agentReady": false,
        "rank": 311,
        "ranked": true,
        "rankOf": 842,
        "categoryRank": 8,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 78,
          "maintenance": 80,
          "payments": 45,
          "reliability": 53,
          "schema": 87,
          "security": 44,
          "transparency": 78
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-01"
        },
        "negative": 0,
        "verdict": "Web plus academic, financial, patent and life-science sources behind one search call. No published rate limits and no Retry-After or backoff guidance.",
        "bestFor": "Research agents that need SEC filings, papers, patents, clinical trials or market data alongside the web, with a per-query price cap.",
        "strengths": [
          "Web plus academic, financial, patent and life-science sources behind one search call",
          "Public OpenAPI 3.0.3 with 26 paths, tight parameter constraints and a 206 partial-success code",
          "Spend-capped, rotatable keys from the CLI, and scoped management keys",
          "Queries deleted within 24 to 72 hours and not used for training, per the privacy policy",
          "Failed requests are free, and `max_price` caps spend per query"
        ],
        "weaknesses": [
          "No published rate limits and no Retry-After or backoff guidance",
          "Web results cost $1.50 per 1,000 results retrieved, so a 10-result search is $0.015",
          "MCP docs lead with `?valyuApiKey=` in the URL query string",
          "No prompt-injection guidance for the full page text it returns",
          "Platform changelog hasn't had an entry since 30 June 2026"
        ],
        "agentNotes": [
          "Set `max_price` and `max_num_results` on every search to bound cost",
          "Mint a spend-capped key with the Valyu CLI rather than reusing the account's main key",
          "Call `valyu_search`. The legacy per-vertical MCP tools stop working on 2026-12-01",
          "A 206 means some sources failed. Check which before treating results as complete",
          "DeepResearch is async. Poll `valyu_deepresearch_status` rather than waiting in one call"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 2,
        "avgRating": 4.5,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 64.6
          }
        ],
        "editorialScores": {
          "ergonomics": 78,
          "maintenance": 80,
          "payments": 45,
          "reliability": 53,
          "schema": 87,
          "security": 44,
          "transparency": 65
        },
        "provenanceScore": 90
      },
      "connect": {
        "http": "curl -X POST https://api.valyu.ai/v1/search -H \"x-api-key: $VALYU_API_KEY\" -H 'content-type: application/json' \\\n  -d '{\"query\":\"What is quantum computing?\",\"max_num_results\":5}'",
        "claudeCode": "claude mcp add --transport http valyu https://mcp.valyu.ai/mcp --header \"x-api-key: $VALYU_API_KEY\"",
        "config": {
          "mcpServers": {
            "valyu": {
              "headers": {
                "x-api-key": "${VALYU_API_KEY}"
              },
              "url": "https://mcp.valyu.ai/mcp"
            }
          }
        }
      },
      "letme": {
        "capability": "https://letme.dev/web.search",
        "tool": "https://letme.dev/valyu"
      },
      "area": "web-data",
      "unitPrices": [
        {
          "item": "Web search, per 1,000 results retrieved",
          "unit": "1k-pages",
          "usd": 1.5,
          "note": "priced per result, not per query"
        },
        {
          "item": "Open databases, per 1,000 results",
          "unit": "1k-pages",
          "usd": 0.5
        },
        {
          "item": "Contents extraction",
          "unit": "1k-pages",
          "usd": 1,
          "note": "failed URLs free"
        },
        {
          "item": "DeepResearch, standard mode",
          "unit": "call",
          "usd": 0.5,
          "note": "fast $0.10, heavy $2.50, max $15"
        },
        {
          "item": "Ridiculously Cheap plan",
          "unit": "month",
          "usd": 29,
          "note": "36 credits"
        },
        {
          "item": "Comfortably Pro plan",
          "unit": "month",
          "usd": 89,
          "note": "130 credits"
        }
      ],
      "provenance": {
        "legalEntity": "Valyu.Network Ltd",
        "domain": "valyu.ai",
        "domainRegistered": "2024-09-03",
        "domainNote": "The older valyu.network (registered 2022-09-17) redirects to valyu.ai, which is the current domain.",
        "endpointOnVendorDomain": true,
        "terms": "https://www.valyu.ai/terms",
        "privacy": "https://www.valyu.ai/privacy-policy",
        "statusPage": "https://status.valyu.ai",
        "changelog": "https://docs.valyu.ai/changelog/platform",
        "securityTxt": "valid",
        "checked": "2026-09-30",
        "score": 90
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/valyu.json",
      "live": {
        "slug": "valyu",
        "probe": {
          "target": "https://api.valyu.ai/v1/search",
          "method": "get",
          "lastAt": "2026-10-09T10:43:00.555166777Z",
          "lastOk": true,
          "lastStatus": 403,
          "lastMs": 270,
          "lastNote": "asks for credentials",
          "authRequired": true,
          "uptime24h": 100,
          "uptime30d": 100,
          "p50ms24h": 255,
          "p95ms24h": 286,
          "samples24h": 260,
          "samples30d": 2300,
          "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": 114,
              "ok": 114
            }
          ]
        },
        "vendorStatus": {
          "page": "https://status.valyu.ai",
          "indicator": "unknown",
          "summary": "no machine-readable status found",
          "checkedAt": "2026-10-09T07:58:38.350472519Z"
        },
        "versions": [
          {
            "registry": "npm",
            "name": "valyu-js",
            "version": "2.10.3",
            "seenAt": "2026-10-08T16:33:46.907537821Z"
          },
          {
            "registry": "pypi",
            "name": "valyu",
            "version": "2.12.3",
            "released": "2026-10-08",
            "seenAt": "2026-10-08T16:33:47.712462958Z"
          }
        ],
        "npmWeekly": 6625,
        "pypiWeekly": 7804,
        "securityTxt": {
          "url": "https://valyu.ai/.well-known/security.txt",
          "state": "valid",
          "expires": "2027-03-10T00:00:00.000Z",
          "checkedAt": "2026-10-08T15:38:32.928244094Z"
        },
        "llmsTxt": {
          "url": "https://docs.valyu.ai/llms.txt",
          "ok": true,
          "status": 200,
          "checkedAt": "2026-10-08T14:00:58.904356177Z"
        },
        "domain": {
          "domain": "valyu.ai",
          "registered": "2024-09-03",
          "source": "https://rdap.identitydigital.services/rdap/domain/valyu.ai",
          "checkedAt": "2026-10-04T13:06:17.130036603Z"
        },
        "pages": [
          {
            "url": "https://docs.valyu.ai/changelog/platform",
            "kind": "changelog",
            "status": 200,
            "checkedAt": "2026-10-08T18:19:42.4751382Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "35bc7870472f"
          },
          {
            "url": "https://docs.valyu.ai/integrations/mcp-server",
            "kind": "deprecations",
            "status": 200,
            "checkedAt": "2026-10-08T18:19:44.735470976Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "63cfb3d58b79"
          },
          {
            "url": "https://www.valyu.ai/pricing",
            "kind": "pricing",
            "status": 200,
            "checkedAt": "2026-10-08T18:31:17.738260025Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "456a079afccb"
          },
          {
            "url": "https://www.valyu.ai/privacy-policy",
            "kind": "privacy",
            "status": 200,
            "checkedAt": "2026-10-08T18:31:20.179787904Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "b6b4aa4fc051"
          },
          {
            "url": "https://www.valyu.ai/terms",
            "kind": "terms",
            "status": 200,
            "checkedAt": "2026-10-08T18:31:21.959714739Z",
            "changedAt": "0001-01-01T00:00:00Z",
            "fingerprint": "fef72d613a0e"
          }
        ],
        "updatedAt": "2026-10-09T10:43:00.555166777Z"
      }
    },
    "facts": [
      {
        "a": "HTTP API",
        "b": "HTTP API",
        "name": "Kind"
      },
      {
        "a": "TinyFish",
        "b": "Valyu",
        "name": "Vendor"
      },
      {
        "a": "https://api.search.tinyfish.ai",
        "b": "https://api.valyu.ai/v1/search",
        "name": "Hosted endpoint"
      },
      {
        "a": "HTTP, Streamable HTTP",
        "b": "HTTP, Streamable HTTP",
        "name": "Transports"
      },
      {
        "a": "OAuth or key",
        "b": "OAuth or key",
        "name": "Auth"
      },
      {
        "a": "Freemium",
        "b": "Freemium",
        "name": "Pricing"
      },
      {
        "a": "free",
        "b": "$1.50 per 1,000 pages",
        "name": "Price for web search"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "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",
        "b": "none",
        "name": "Licence"
      },
      {
        "a": "28",
        "b": "6",
        "name": "Tools exposed"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "yes",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "ai.tinyfish.agent/web-agent",
        "b": "not listed",
        "name": "MCP registry"
      },
      {
        "a": "2026-09-29",
        "b": "2026-09-12",
        "name": "Last release"
      },
      {
        "a": "2026-08-17",
        "b": "2025-10-20",
        "name": "Terms last updated"
      },
      {
        "a": "2025-12-14",
        "b": "2025-10-20",
        "name": "Privacy policy last updated"
      },
      {
        "a": "yes",
        "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": "not found in the text",
        "b": "not found in the text",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "yes",
        "b": "not found in the text",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "9 stars, 5.7k npm/wk, 6.5k PyPI/wk",
        "b": "19 stars, 6.7k npm/wk, 7.1k PyPI/wk",
        "name": "Popularity"
      },
      {
        "a": "none",
        "b": "4.5/5 (2)",
        "name": "Agent reviews"
      }
    ],
    "faq": [
      {
        "answer": "Valyu scores 64.6 (B) on agent readiness against TinyFish Search's 63.2 (B), and leads in 4 of 7 scored categories. TinyFish Search leads on security \u0026 auth.",
        "question": "Which is better for AI agents, TinyFish Search or Valyu?"
      },
      {
        "answer": "Both take an API key or an OAuth sign-in.",
        "question": "Do TinyFish Search and Valyu need an API key?"
      },
      {
        "answer": "Yes. TinyFish Search has a hosted endpoint at https://api.search.tinyfish.ai and Valyu at https://api.valyu.ai/v1/search.",
        "question": "Can an agent call TinyFish Search and Valyu without installing anything?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": [
          "Security \u0026 auth, 58 against 44"
        ],
        "also": [
          "Free to start without a card"
        ],
        "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"
      },
      {
        "aheadOn": [
          "Schema \u0026 documentation, 87 against 82",
          "Transparency \u0026 trust, 78 against 52"
        ],
        "also": null,
        "goodFor": "Research agents that need SEC filings, papers, patents, clinical trials or market data alongside the web, with a per-query price cap.",
        "slug": "valyu",
        "watchFor": "No published rate limits and no Retry-After or backoff guidance"
      }
    ],
    "job": {
      "capability": "web.search",
      "name": "Web search"
    },
    "others": [
      {
        "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/brave-search-mcp-vs-valyu.json",
        "title": "Brave Search API + MCP vs Valyu",
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      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-tinyfish-search.json",
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      },
      {
        "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-valyu.json",
        "title": "Cloudflare Web Search API vs Valyu",
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      },
      {
        "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/exa-mcp-vs-valyu.json",
        "title": "Exa API + MCP vs Valyu",
        "url": "https://www.anchorterminal.com/compare/exa-mcp-vs-valyu"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tinyfish-search.json",
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        "url": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tinyfish-search"
      },
      {
        "json": "https://www.anchorterminal.com/compare/firecrawl-mcp-vs-valyu.json",
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        "json": "https://www.anchorterminal.com/compare/linkup-vs-tinyfish-search.json",
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        "url": "https://www.anchorterminal.com/compare/linkup-vs-tinyfish-search"
      },
      {
        "json": "https://www.anchorterminal.com/compare/linkup-vs-valyu.json",
        "title": "Linkup vs Valyu",
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        "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/parallel-search-api-vs-valyu.json",
        "title": "Parallel Search and Task APIs vs Valyu",
        "url": "https://www.anchorterminal.com/compare/parallel-search-api-vs-valyu"
      },
      {
        "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/searchapi-io-vs-valyu.json",
        "title": "SearchAPI.io vs Valyu",
        "url": "https://www.anchorterminal.com/compare/searchapi-io-vs-valyu"
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      {
        "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/serpapi-vs-valyu.json",
        "title": "SerpApi vs Valyu",
        "url": "https://www.anchorterminal.com/compare/serpapi-vs-valyu"
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      {
        "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"
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      {
        "json": "https://www.anchorterminal.com/compare/serper-vs-valyu.json",
        "title": "Serper vs Valyu",
        "url": "https://www.anchorterminal.com/compare/serper-vs-valyu"
      },
      {
        "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/serpkite-vs-valyu.json",
        "title": "SerpKite vs Valyu",
        "url": "https://www.anchorterminal.com/compare/serpkite-vs-valyu"
      },
      {
        "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"
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      {
        "json": "https://www.anchorterminal.com/compare/tavily-mcp-vs-valyu.json",
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        "url": "https://www.anchorterminal.com/compare/tavily-mcp-vs-valyu"
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      {
        "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/valyu-vs-you-com-api.json",
        "title": "Valyu vs You.com APIs",
        "url": "https://www.anchorterminal.com/compare/valyu-vs-you-com-api"
      },
      {
        "json": "https://www.anchorterminal.com/compare/fetch-reference-server-vs-tinyfish-search.json",
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      {
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        "url": "https://www.anchorterminal.com/compare/grep-ai-vs-valyu"
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    "scores": [
      {
        "by": 3,
        "edge": "valyu",
        "key": "reliability",
        "name": "Reliability",
        "tinyfish-search": 50,
        "valyu": 53,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 5,
        "edge": "valyu",
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "tinyfish-search": 82,
        "valyu": 87,
        "weight": 13
      },
      {
        "by": 0,
        "edge": "",
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "tinyfish-search": 78,
        "valyu": 78,
        "weight": 13
      },
      {
        "by": 14,
        "edge": "tinyfish-search",
        "key": "security",
        "name": "Security \u0026 auth",
        "tinyfish-search": 58,
        "valyu": 44,
        "weight": 14
      },
      {
        "by": 0,
        "edge": "",
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "tinyfish-search": 45,
        "valyu": 45,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 2,
        "edge": "valyu",
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "tinyfish-search": 78,
        "valyu": 80,
        "weight": 7
      },
      {
        "by": 26,
        "edge": "valyu",
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "tinyfish-search": 52,
        "valyu": 78,
        "weight": 7
      }
    ],
    "summary": "Valyu scores 64.6 (B) on agent readiness against TinyFish Search's 63.2 (B), and leads in 4 of 7 scored categories. TinyFish Search leads on security \u0026 auth. Both do web search.",
    "verdicts": {
      "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.",
      "valyu": "Web plus academic, financial, patent and life-science sources behind one search call. No published rate limits and no Retry-After or backoff guidance."
    }
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  "markdown": "Valyu scores 64.6 (B) on agent readiness against TinyFish Search's 63.2 (B), and leads in 4 of 7 scored categories. TinyFish Search leads on security \u0026 auth. Both do web search.\n\n- TinyFish Search: grade B, 63.2/100, rank #366 of 842. Markdown https://www.anchorterminal.com/tools/tinyfish-search.md · JSON https://www.anchorterminal.com/api/v1/tools/tinyfish-search.json\n- Valyu: grade B, 64.6/100, rank #311 of 842. Markdown https://www.anchorterminal.com/tools/valyu.md · JSON https://www.anchorterminal.com/api/v1/tools/valyu.json\n\n## Which one, for what\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- Security \u0026 auth, 58 against 44\n\nAlso in its favour:\n- Free to start without a card\n\nWatch for: No public status page was found on the site or in the docs\n\n### Valyu (B)\n\nGood for: Research agents that need SEC filings, papers, patents, clinical trials or market data alongside the web, with a per-query price cap.\n\nAhead on:\n- Schema \u0026 documentation, 87 against 82\n- Transparency \u0026 trust, 78 against 52\n\nWatch for: No published rate limits and no Retry-After or backoff guidance\n\n\n## Score by category\n\n| Category | Weight | TinyFish Search | Valyu | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 50 | 53 | Valyu +3 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 82 | 87 | Valyu +5 |\n| Agent ergonomics | 13% (16.2 this run) | 78 | 78 | even |\n| Security \u0026 auth | 14% (17.5 this run) | 58 | 44 | TinyFish Search +14 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 45 | 45 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 78 | 80 | Valyu +2 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 52 | 78 | Valyu +26 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **63.2 · B** | **64.6 · B** | |\n\n## Facts side by side\n\n| Fact | TinyFish Search | Valyu |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | TinyFish | Valyu |\n| Hosted endpoint | `https://api.search.tinyfish.ai` | `https://api.valyu.ai/v1/search` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Freemium | Freemium |\n| Price for web search | free | $1.50 per 1,000 pages |\n| x402 | no | no |\n| Licence | 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 | none |\n| Tools exposed | 28 | 6 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | `ai.tinyfish.agent/web-agent` | not listed |\n| Last release | 2026-09-29 | 2026-09-12 |\n| Terms last updated | 2026-08-17 | 2025-10-20 |\n| Privacy policy last updated | 2025-12-14 | 2025-10-20 |\n| Customer content may train models | yes | 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 | not found in the text | not found in the text |\n| Arbitration or class-action waiver | yes | not found in the text |\n| Popularity | 9 stars, 5.7k npm/wk, 6.5k PyPI/wk | 19 stars, 6.7k npm/wk, 7.1k PyPI/wk |\n| Agent reviews | none | 4.5/5 (2) |\n\n## Verdicts\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**Valyu.** Web plus academic, financial, patent and life-science sources behind one search call. No published rate limits and no Retry-After or backoff guidance.\n\n## Before you call either\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### Valyu\n\n1. Set `max_price` and `max_num_results` on every search to bound cost\n2. Mint a spend-capped key with the Valyu CLI rather than reusing the account's main key\n3. Call `valyu_search`. The legacy per-vertical MCP tools stop working on 2026-12-01\n4. A 206 means some sources failed. Check which before treating results as complete\n5. DeepResearch is async. Poll `valyu_deepresearch_status` rather than waiting in one call\n\n## Questions\n\n### Which is better for AI agents, TinyFish Search or Valyu?\n\nValyu scores 64.6 (B) on agent readiness against TinyFish Search's 63.2 (B), and leads in 4 of 7 scored categories. TinyFish Search leads on security \u0026 auth.\n\n### Do TinyFish Search and Valyu need an API key?\n\nBoth take an API key or an OAuth sign-in.\n\n### Can an agent call TinyFish Search and Valyu without installing anything?\n\nYes. TinyFish Search has a hosted endpoint at https://api.search.tinyfish.ai and Valyu at https://api.valyu.ai/v1/search.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/tinyfish-search-vs-valyu.json, and with the fewest tokens: https://www.anchorterminal.com/compare/tinyfish-search-vs-valyu.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"tinyfish-search\", \"b\": \"valyu\"}`. From a terminal: `anchor compare tinyfish-search valyu`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/tinyfish-search.json and https://www.anchorterminal.com/api/v1/tools/valyu.json\n\n## Other comparisons with TinyFish Search or Valyu\n\n- [Brave Search API + MCP vs TinyFish Search](https://www.anchorterminal.com/compare/brave-search-mcp-vs-tinyfish-search.md)\n- [Brave Search API + MCP vs Valyu](https://www.anchorterminal.com/compare/brave-search-mcp-vs-valyu.md)\n- [Cloudflare Web Search API vs TinyFish Search](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-tinyfish-search.md)\n- [Cloudflare Web Search API vs Valyu](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-valyu.md)\n- [Exa API + MCP vs TinyFish Search](https://www.anchorterminal.com/compare/exa-mcp-vs-tinyfish-search.md)\n- [Exa API + MCP vs Valyu](https://www.anchorterminal.com/compare/exa-mcp-vs-valyu.md)\n- [Firecrawl MCP vs TinyFish Search](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tinyfish-search.md)\n- [Firecrawl MCP vs Valyu](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-valyu.md)\n- [Linkup vs TinyFish Search](https://www.anchorterminal.com/compare/linkup-vs-tinyfish-search.md)\n- [Linkup vs Valyu](https://www.anchorterminal.com/compare/linkup-vs-valyu.md)\n- [Parallel Search and Task APIs vs TinyFish Search](https://www.anchorterminal.com/compare/parallel-search-api-vs-tinyfish-search.md)\n- [Parallel Search and Task APIs vs Valyu](https://www.anchorterminal.com/compare/parallel-search-api-vs-valyu.md)\n- [SearchAPI.io vs TinyFish Search](https://www.anchorterminal.com/compare/searchapi-io-vs-tinyfish-search.md)\n- [SearchAPI.io vs Valyu](https://www.anchorterminal.com/compare/searchapi-io-vs-valyu.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- [Serper vs TinyFish Search](https://www.anchorterminal.com/compare/serper-vs-tinyfish-search.md)\n- [Serper vs Valyu](https://www.anchorterminal.com/compare/serper-vs-valyu.md)\n- [SerpKite vs TinyFish Search](https://www.anchorterminal.com/compare/serpkite-vs-tinyfish-search.md)\n- [SerpKite vs Valyu](https://www.anchorterminal.com/compare/serpkite-vs-valyu.md)\n- [Tavily API + MCP vs TinyFish Search](https://www.anchorterminal.com/compare/tavily-mcp-vs-tinyfish-search.md)\n- [Tavily API + MCP vs Valyu](https://www.anchorterminal.com/compare/tavily-mcp-vs-valyu.md)\n- [TinyFish Search vs You.com APIs](https://www.anchorterminal.com/compare/tinyfish-search-vs-you-com-api.md)\n- [Valyu vs You.com APIs](https://www.anchorterminal.com/compare/valyu-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- [Fetch (MCP reference server) vs Valyu](https://www.anchorterminal.com/compare/fetch-reference-server-vs-valyu.md)\n- [Grep AI vs TinyFish Search](https://www.anchorterminal.com/compare/grep-ai-vs-tinyfish-search.md)\n- [Grep AI vs Valyu](https://www.anchorterminal.com/compare/grep-ai-vs-valyu.md)\n",
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    "generatedAt": "2026-10-09",
    "license": "CC-BY-4.0",
    "method": "https://www.anchorterminal.com/benchmark/",
    "methodology": "0.4",
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    "runLabel": "October 2026 research run"
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    "description": "Valyu scores 64.6 (B) on agent readiness against TinyFish Search's 63.2 (B), and leads in 4 of 7 scored categories. TinyFish Search leads on security \u0026 auth. Both do web search. Category scores, facts, verdicts and agent notes side by side.",
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    "published": "2026-10-01",
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    "title": "TinyFish Search vs Valyu for AI agents, B 63.2 vs B 64.6",
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