{ "data": { "a": { "slug": "liner-mcp", "name": "Liner Search MCP", "vendor": "Liner", "vendorUrl": "https://liner.com", "kind": "mcp", "category": "search", "summary": "Liner Search MCP is a hosted server with web, scholarly, legal, finance, medical and business search tools and three agent tools for quick cited answers, search answers and deep research reports, over OAuth 2.1 or an API key.", "url": "https://www.anchorterminal.com/tools/liner-mcp", "markdownUrl": "https://www.anchorterminal.com/tools/liner-mcp.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/liner-mcp.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/liner-mcp.json", "dns": "liner-mcp.grade.anchorterminal.com", "transports": [ "streamable-http" ], "remoteUrl": "https://platform.liner.com/api/v1/mcp", "packages": [], "auth": "oauth", "authNotes": "OAuth 2.1 sign-in in a browser, or a Bearer token with a Liner API key (LINER_API_KEY) for CI and headless use.", "pricing": "paid", "pricingNotes": "Search and Agent APIs are billed per call. Web search, scholar search and visualisation $1 per 1,000 requests; Quick Answer Agent $3 per 1,000 requests; the other agents' prices weren't readable. No free allowance found (checked 2026-11-07).", "priceSummary": "$1 / 1k req", "where": "hosted", "x402": { "level": "no", "evidence": "No x402, MPP or L402 on the MCP docs or pricing page (checked 2026-11-07).", "endpoints": [] }, "toolCount": 9, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-11-07" }, "docsUrl": "https://liner.com/developers/docs/mcp", "llmsTxt": "https://liner.com/llms.txt", "registryName": "com.liner/search", "capabilities": [ "search.serp", "search.research", "search.answer", "search.scholar" ], "tags": [ "official", "hosted", "mcp", "remote-mcp", "oauth", "api-key", "paid", "pay-per-call", "status-page", "llms-txt", "mcp-registry" ], "graded": true, "anchor": { "graded": true, "score": 43.4, "grade": "E", "agentReady": false, "rank": 1252, "ranked": true, "rankOf": 1510, "categoryRank": 23, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 65, "maintenance": 45, "payments": 20, "reliability": 50, "schema": 45, "security": 35, "transparency": 34 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-11-07" }, "negative": 0, "verdict": "Liner's MCP server puts cheap per-call web, scholarly and vertical search and cited research agents behind one OAuth URL, at $1 per 1,000 searches. The docs say which tool fits which question, but there's no free tier, no changelog, no injection guidance and no status component for the API.", "bestFor": "Agents that need cheap cited search across the web and scholarly sources, with optional deep research reports.", "strengths": [ "Web, scholarly, legal, finance, medical and business search plus three cited-answer agents", "Search at $1 per 1,000 requests, published", "Nine tools with a table saying which fits which need", "Rate limits published per API", "OAuth for people, API keys for CI" ], "weaknesses": [ "No free tier found", "No changelog; registry entry unchanged since September", "Status page covers the app, not the API or MCP", "Web content reaches the model with no injection guidance" ], "agentNotes": [ "Use search_scholar for papers and the domain tools for legal, finance, medical or business questions", "Deep research is slower and costs more; use quick_answer_agent for short lookups", "Treat search results and research reports as untrusted content", "Keep under 2 requests a second for scholar search and the agents" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 43.4 } ], "editorialScores": { "ergonomics": 65, "maintenance": 45, "payments": 20, "reliability": 50, "schema": 45, "security": 35, "transparency": 20 }, "provenanceScore": 48, "checked": { "categories": { "ergonomics": "2026-11-07", "maintenance": "2026-11-07", "payments": "2026-11-07", "reliability": "2026-11-07", "schema": "2026-11-07", "security": "2026-11-07", "transparency": "2026-11-07" }, "last": "2026-11-07", "oldest": "2026-11-07", "stale": false, "staleAfterDays": 90 } }, "connect": { "claudeCode": "claude mcp add liner --transport http https://platform.liner.com/api/v1/mcp", "config": { "mcpServers": { "liner": { "url": "https://platform.liner.com/api/v1/mcp" } } } }, "letme": { "capability": "https://letme.dev/search.serp", "tool": "https://letme.dev/liner-mcp" }, "area": "web-data", "unitPrices": [ { "item": "Web search", "unit": "1k-requests", "usd": 1, "note": "Also scholar search and visualisation" }, { "item": "Quick Answer Agent", "unit": "1k-requests", "usd": 3 } ], "provenance": { "legalEntity": "Liner", "domain": "liner.com", "domainRegistered": "", "domainNote": "Not looked up: RDAP isn't requested under the 1 November 2026 rules.", "endpointOnVendorDomain": true, "terms": "", "privacy": "", "statusPage": "https://status.liner.com", "changelog": "", "securityTxt": "none", "checked": "2026-11-07", "notes": [ "Terms and privacy weren't read in this batch.", "security.txt answered 404." ], "score": 48 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/liner-mcp.json", "live": { "slug": "liner-mcp", "probe": { "target": "https://platform.liner.com/api/v1/mcp", "method": "mcp-initialize", "lastAt": "2026-11-07T23:14:34.139886163Z", "lastOk": true, "lastStatus": 401, "lastMs": 207, "lastNote": "asks for credentials", "authRequired": true, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 207, "p95ms24h": 420, "samples24h": 46, "samples30d": 46, "days": [ { "date": "2026-11-07", "probes": 46, "ok": 46 } ] }, "vendorStatus": { "page": "https://status.liner.com", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-11-07T23:08:03.305040872Z" }, "updatedAt": "2026-11-07T23:14:34.139886163Z" } }, "answer": "Liner Search MCP scores 43.4 (E) on agent readiness against SERPHouse's 42.4 (E), and leads in 4 of 7 scored categories. SERPHouse leads on schema \u0026 documentation, payments \u0026 pricing and transparency \u0026 trust.", "b": { "slug": "serphouse", "name": "SERPHouse", "vendor": "Patoliya Infotech LLP", "vendorUrl": "https://www.serphouse.com", "kind": "http-api", "category": "search", "summary": "SERPHouse is a SERP API from Patoliya Infotech LLP in India that returns parsed Google, Bing and Yahoo results as JSON, live or scheduled, with a Scraper API for page HTML or Markdown and a hosted MCP server.", "url": "https://www.anchorterminal.com/tools/serphouse", "markdownUrl": "https://www.anchorterminal.com/tools/serphouse.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/serphouse.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/serphouse.json", "dns": "serphouse.grade.anchorterminal.com", "repo": "https://github.com/SERPHouse/serphouse-mcp", "transports": [ "streamable-http", "stdio" ], "remoteUrl": "https://mcp.serphouse.com/YOUR_API_KEY/mcp", "packages": [ { "registry": "npm", "name": "serphouse-mcp" } ], "auth": "api-key", "authNotes": "One API key per account, shown on the dashboard after a browser signup and email confirmation. Sent as `Authorization: Bearer` or as `api_token` in the query string. The hosted MCP server takes the key in its URL path. One account per user. No scopes or rotation found.", "pricing": "paid", "pricingNotes": "Basic $29.99 a month for 400,000 credits ($0.75 per 1,000 SERP requests) and Regular $49.99 for 800,000 ($0.62). Autocomplete $0.37 and $0.31, Top 100 Google $7.50 and $6.25 per 1,000. Custom plans by email. Free trial 4,000 credits for 7 days, no card. Credits don't roll over.", "priceSummary": "$0.75 / 1k req", "where": "both", "x402": { "level": "no", "evidence": "No x402, MPP or L402 on the pricing page, the docs, llms.txt or the MCP source (checked 2026-11-06). An empty balance returns 402 'Insufficient credits'.", "endpoints": [] }, "toolCount": 23, "popularity": { "githubStars": null, "npmWeekly": null, "pypiWeekly": null, "asOf": "2026-11-06" }, "docsUrl": "https://www.serphouse.com/docs", "llmsTxt": "https://www.serphouse.com/llms.txt", "capabilities": [ "search.serp", "web.search", "search.news", "search.images", "web.fetch" ], "tags": [ "hosted", "paid", "no-card", "free-tier", "mcp", "remote-mcp", "llms-txt", "python", "india" ], "lastRelease": "2026-07-06", "graded": true, "anchor": { "graded": true, "score": 42.4, "grade": "E", "agentReady": false, "rank": 1283, "ranked": true, "rankOf": 1510, "categoryRank": 24, "methodology": "0.7", "run": "2026-10-01", "scores": { "ergonomics": 64, "maintenance": 23, "payments": 40, "reliability": 40, "schema": 66, "security": 11, "transparency": 50 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-11-06" }, "negative": 0, "verdict": "SERPHouse returns parsed Google, Bing and Yahoo results at published prices from $0.62 per 1,000 requests, with a 23-tool MCP server and a 4,000-credit trial without a card. The hosted MCP puts the key in its URL, there is no status page, changelog or security contact, and the terms keep search history indefinitely.", "bestFor": "Low-cost Google, Bing and Yahoo result parsing for SEO and rank tracking, with many Google verticals.", "strengths": [ "Published prices per 1,000 requests, $0.75 on Basic and $0.62 on Regular, with failed requests not charged", "Google web, news, images, shopping, jobs, videos, forums, local and autocomplete, plus Bing and Yahoo, in one API", "Hosted and stdio MCP server with 23 tools, typed Zod inputs and routing advice between tools, MIT licensed", "llms.txt and Markdown copies of the docs pages, with a status code table and per-engine examples", "Free trial of 4,000 credits for 7 days with no card" ], "weaknesses": [ "The hosted MCP server takes the API key only in its URL path, and the REST API also accepts `api_token` in the query string", "No status page, changelog, security.txt, disclosure policy or certification found", "Terms keep search history indefinitely and advise users in the European Economic Area not to use the service", "The pricing page states a 99.99% uptime SLA and the docs 99.95%, with no SLA terms or credits found", "The home page sends readers to a playground 'on the Oxylabs dashboard', with no relationship to Oxylabs found" ], "agentNotes": [ "Send the key as `Authorization: Bearer`, not as `api_token` in the URL", "Treat a 200 with `\"status\": \"error\"` and 'Please try again' as a failure and retry later", "Pass `loc` or `loc_id` for Google and Bing tools other than `serphouse_search`; find IDs with `serphouse_location_search`", "Use `serphouse_search` for plain lookups and `serphouse_serp_google_advanced` only when ranks beyond the top 10 are needed, at ten times the price", "Keep under 60 requests a minute on self-serve plans" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 0, "avgRating": 0, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "E", "methodology": "0.7", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 42.4 } ], "editorialScores": { "ergonomics": 64, "maintenance": 23, "payments": 40, "reliability": 40, "schema": 66, "security": 11, "transparency": 39 }, "provenanceScore": 61, "checked": { "categories": { "ergonomics": "2026-11-06", "maintenance": "2026-11-06", "payments": "2026-11-06", "reliability": "2026-11-06", "schema": "2026-11-06", "security": "2026-11-06", "transparency": "2026-11-06" }, "last": "2026-11-06", "oldest": "2026-11-06", "stale": false, "staleAfterDays": 90 } }, "connect": { "install": "npx serphouse-mcp", "http": "curl -X POST https://api.serphouse.com/serp/live \\\n -H 'accept: application/json' \\\n -H 'authorization: Bearer API_TOKEN' \\\n -H 'content-type: application/json' \\\n -d '{\"data\": {\"domain\": \"google.com\", \"lang\": \"en\", \"q\": \"Coffee\", \"loc\": \"Texas,United States\", \"device\": \"desktop\", \"serp_type\": \"web\"}}'", "config": { "mcpServers": { "serphouse": { "url": "https://mcp.serphouse.com/YOUR_SERPHouse_API_KEY/mcp" } } } }, "letme": { "capability": "https://letme.dev/search.serp", "tool": "https://letme.dev/serphouse" }, "area": "web-data", "unitPrices": [ { "item": "SERP request, Basic", "unit": "1k-requests", "usd": 0.75, "note": "$29.99 a month for 400,000 credits" }, { "item": "SERP request, Regular", "unit": "1k-requests", "usd": 0.62, "note": "$49.99 a month for 800,000 credits" }, { "item": "Autocomplete request, Basic", "unit": "1k-requests", "usd": 0.37, "note": "$0.31 on Regular" }, { "item": "Top 100 Google SERP, Basic", "unit": "1k-requests", "usd": 7.5, "note": "$6.25 on Regular" }, { "item": "Basic plan", "unit": "month", "usd": 29.99, "note": "400,000 credits, no rollover" }, { "item": "Regular plan", "unit": "month", "usd": 49.99, "note": "800,000 credits, no rollover" } ], "provenance": { "legalEntity": "Patoliya Infotech LLP", "domain": "serphouse.com", "domainRegistered": "2019-08-20", "endpointOnVendorDomain": true, "terms": "https://www.serphouse.com/terms-of-service", "privacy": "https://www.serphouse.com/privacy-policy", "statusPage": "", "changelog": "", "securityTxt": "none", "checked": "2026-11-06", "notes": [ "The terms name Patoliya Infotech LLP, a limited liability partnership incorporated in India, under Indian law with courts in Surat. The contact page gives an address in Utran, Surat, Gujarat.", "No effective or updated date was found on the terms or the privacy policy.", "www.serphouse.com/robots.txt allows all agents except /data/.", "The trial terms forbid 'scraping at scale or performing automated bulk data extraction' with trial credits. No clause on automated access to the website was found.", "/.well-known/security.txt answers 404. No status page is linked, and status.serphouse.com did not answer.", "RDAP gives serphouse.com a registration date of 20 August 2019; the about page says SERPHouse started in September 2019." ], "score": 61 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/serphouse.json", "live": { "slug": "serphouse", "probe": { "target": "https://mcp.serphouse.com/YOUR_API_KEY/mcp", "method": "get", "lastAt": "2026-11-07T23:14:49.00400072Z", "lastOk": true, "lastStatus": 400, "lastMs": 242, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 241, "p95ms24h": 331, "samples24h": 244, "samples30d": 249, "days": [ { "date": "2026-11-06", "probes": 13, "ok": 13 }, { "date": "2026-11-07", "probes": 236, "ok": 236 } ] }, "versions": [ { "registry": "github", "name": "SERPHouse/serphouse-mcp", "version": "1.1.0", "released": "2026-07-06", "seenAt": "2026-11-07T00:04:55.526969474Z" }, { "registry": "npm", "name": "serphouse-mcp", "version": "1.1.0", "seenAt": "2026-11-07T00:04:54.741719814Z" } ], "githubStars": 10, "npmWeekly": 11, "securityTxt": { "url": "https://serphouse.com/.well-known/security.txt", "state": "none", "checkedAt": "2026-11-07T15:59:39.38860304Z" }, "llmsTxt": { "url": "https://www.serphouse.com/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-11-07T15:33:54.600324581Z" }, "pages": [ { "url": "https://www.serphouse.com/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-11-07T14:34:21.531839335Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "85f9c0a9e291" }, { "url": "https://www.serphouse.com/terms-of-service", "kind": "terms", "status": 200, "checkedAt": "2026-11-07T14:34:24.703890347Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "171892dff54e" } ], "mcpTools": { "url": "https://mcp.serphouse.com/YOUR_SERPHouse_API_KEY/mcp", "checkedAt": "2026-11-07T01:47:41.660458875Z", "status": "ok", "protocol": "2025-11-25", "tools": [ { "name": "serphouse_domain_list", "title": "Serphouse Domain List", "description": "List supported search domains. Call this before Yahoo searches — yahoo.com is not valid; use regional domains like uk.yahoo.com from this list.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": {}, "type": "object" } }, { "name": "serphouse_language_list", "title": "Serphouse Language List", "description": "Get supported language codes for google, bing, or yahoo.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "type": { "description": "Search engine language catalog to fetch.", "enum": [ "google", "bing", "yahoo" ], "type": "string" } }, "required": [ "type" ], "type": "object" } }, { "name": "serphouse_location_search", "title": "Serphouse Location Search", "description": "Search Serphouse location ids and location strings for Google or Bing targeting.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "q": { "description": "Location search term, for example texas or london.", "minLength": 1, "type": "string" }, "type": { "default": "google", "enum": [ "google", "bing" ], "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_account_info", "title": "Serphouse Account Info", "description": "Get Serphouse account plan and credit usage.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": {}, "type": "object" } }, { "name": "serphouse_search", "title": "Serphouse Search", "description": "Default web search for agents — fast lightweight Google organic results via POST /web-search-lite. Only q is required; gl defaults to US. Use serphouse_google_web only when you need device, gfilter, or num_result. Use serphouse_serp_google_advanced for SEO rankings beyond top 10.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "date_range": { "description": "Optional date filter: YYYY-MM-DD,YYYY-MM-DD or one of h, d, w, m, y. Omit for general searches — lite results may be empty when this is set.", "minLength": 1, "type": "string" }, "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "gl": { "description": "Two-letter ISO country code, e.g. US, IN, GB. Used when loc is omitted.", "minLength": 1, "pattern": "^[A-Za-z]{2}$", "type": "string" }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Location name, e.g. Austin,Texas,United States. Provide loc or gl, not both.", "minLength": 1, "type": "string" }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" }, "verbatim": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" } ] } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_google_web_lite", "title": "Serphouse Google Web Search (Lite)", "description": "Alias of serphouse_search — fast lightweight Google organic results via POST /web-search-lite. Prefer serphouse_search for general agent queries.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "date_range": { "description": "Optional date filter: YYYY-MM-DD,YYYY-MM-DD or one of h, d, w, m, y. Omit for general searches — lite results may be empty when this is set.", "minLength": 1, "type": "string" }, "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "gl": { "description": "Two-letter ISO country code, e.g. US, IN, GB. Used when loc is omitted.", "minLength": 1, "pattern": "^[A-Za-z]{2}$", "type": "string" }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Location name, e.g. Austin,Texas,United States. Provide loc or gl, not both.", "minLength": 1, "type": "string" }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" }, "verbatim": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" } ] } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_google_web", "title": "Serphouse Google Web Search (Full)", "description": "Full Google web search via POST /google-web with device, gfilter, and num_result. Requires loc or loc_id. For general queries use serphouse_search instead.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "date_range": { "description": "Date range as YYYY-MM-DD,YYYY-MM-DD or one of h, d, w, m, y.", "minLength": 1, "type": "string" }, "device": { "default": "desktop", "enum": [ "desktop", "mobile" ], "type": "string" }, "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "gfilter": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" } ] }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "num_result": { "maximum": 10, "minimum": 1, "type": "integer" }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" }, "verbatim": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" } ] } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_google_image", "title": "Serphouse Google Image Search", "description": "Run a realtime Google image search via POST /google-image.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "date_range": { "minLength": 1, "type": "string" }, "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_google_news", "title": "Serphouse Google News Search", "description": "Run a realtime Google news search via POST /google-news.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "date_range": { "minLength": 1, "type": "string" }, "device": { "default": "desktop", "enum": [ "desktop", "mobile" ], "type": "string" }, "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_google_shop", "title": "Serphouse Google Shop Search", "description": "Run a realtime Google shopping search via POST /google-shop.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_bing_web", "title": "Serphouse Bing Web Search", "description": "Run a realtime Bing web search via POST /bing-web.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "date_range": { "minLength": 1, "type": "string" }, "device": { "default": "desktop", "enum": [ "desktop", "mobile" ], "type": "string" }, "lang": { "default": "en-US", "description": "Language code, for example en-US or fr-FR.", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_bing_image", "title": "Serphouse Bing Image Search", "description": "Run a realtime Bing image search via POST /bing-image.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "lang": { "default": "en-US", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_bing_news", "title": "Serphouse Bing News Search", "description": "Run a realtime Bing news search via POST /bing-news.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "device": { "default": "desktop", "enum": [ "desktop", "mobile" ], "type": "string" }, "lang": { "default": "en-US", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_yahoo_web", "title": "Serphouse Yahoo Web Search", "description": "Run a realtime Yahoo web search via POST /yahoo-web.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "device": { "default": "desktop", "enum": [ "desktop", "mobile" ], "type": "string" }, "domain": { "default": "uk.yahoo.com", "description": "Regional Yahoo domain from serphouse_domain_list, for example uk.yahoo.com or fr.yahoo.com. Do not use yahoo.com.", "minLength": 1, "type": "string" }, "lang": { "default": "lang_en", "description": "Yahoo language code, for example lang_en or lang_fr.", "minLength": 1, "type": "string" }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_yahoo_image", "title": "Serphouse Yahoo Image Search", "description": "Run a realtime Yahoo image search via POST /yahoo-image.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "domain": { "default": "uk.yahoo.com", "description": "Regional Yahoo domain from serphouse_domain_list, for example uk.yahoo.com or fr.yahoo.com. Do not use yahoo.com.", "minLength": 1, "type": "string" }, "lang": { "default": "lang_en", "minLength": 1, "type": "string" }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_yahoo_news", "title": "Serphouse Yahoo News Search", "description": "Run a realtime Yahoo news search via POST /yahoo-news.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "device": { "default": "desktop", "enum": [ "desktop", "mobile" ], "type": "string" }, "domain": { "default": "uk.yahoo.com", "description": "Regional Yahoo domain from serphouse_domain_list, for example uk.yahoo.com or fr.yahoo.com. Do not use yahoo.com.", "minLength": 1, "type": "string" }, "lang": { "default": "lang_en", "minLength": 1, "type": "string" }, "no_trace": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" }, { "const": "true", "type": "string" }, { "const": "false", "type": "string" }, { "const": true, "type": "boolean" }, { "const": false, "type": "boolean" } ], "description": "Enterprise only. Enables NoTrace mode when set to 1 or true." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_serp_google_advanced", "title": "Serphouse Google Advanced SERP", "description": "SEO ranking checks: fetch up to 100 Google results in one request. Use max_pages 1–10 (~10 results per page). For general web search use serphouse_search; use this when rank position beyond the top 10 is needed.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "date_range": { "description": "Date range as YYYY-MM-DD,YYYY-MM-DD or one of h, d, w, m, y.", "minLength": 1, "type": "string" }, "device": { "default": "desktop", "enum": [ "desktop", "mobile" ], "type": "string" }, "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "gfilter": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" } ] }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "max_pages": { "default": 10, "maximum": 10, "minimum": 1, "type": "integer" }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" }, "serp_type": { "default": "web", "enum": [ "web", "news", "image", "shop" ], "type": "string" }, "verbatim": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" } ] } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_google_jobs", "title": "Serphouse Google Jobs", "description": "Run a realtime Google Jobs search.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "date_range": { "minLength": 1, "type": "string" }, "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "q": { "minLength": 1, "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_google_autocomplete", "title": "Serphouse Google Autocomplete", "description": "Get realtime localized Google autocomplete suggestions.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "client": { "default": "chrome", "enum": [ "chrome", "chrome-omni", "home_page", "safari", "firefox", "youtube" ], "type": "string" }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Location name used to localize suggestions.", "minLength": 1, "type": "string" }, "q": { "minLength": 1, "type": "string" } }, "required": [ "q", "loc" ], "type": "object" } }, { "name": "serphouse_google_videos", "title": "Serphouse Google Videos", "description": "Run a realtime Google Videos search with optional video filters.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "date_range": { "description": "Date range as YYYY-MM-DD,YYYY-MM-DD or one of h, d, w, m, y.", "minLength": 1, "type": "string" }, "device": { "default": "desktop", "enum": [ "desktop", "mobile" ], "type": "string" }, "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" }, "video_captions": { "const": "captioned", "type": "string" }, "video_duration": { "enum": [ "short", "medium", "long" ], "type": "string" }, "video_quality": { "const": "high", "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_google_short_videos", "title": "Serphouse Google Short Videos", "description": "Run a realtime Google Short Videos search.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "date_range": { "description": "Date range as YYYY-MM-DD,YYYY-MM-DD or one of h, d, w, m, y.", "minLength": 1, "type": "string" }, "device": { "default": "desktop", "enum": [ "desktop", "mobile" ], "type": "string" }, "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" }, "video_captions": { "const": "captioned", "type": "string" }, "video_quality": { "const": "high", "type": "string" } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_google_forums", "title": "Serphouse Google Forums", "description": "Run a realtime Google Forums search for discussions and community results.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "date_range": { "description": "Date range as YYYY-MM-DD,YYYY-MM-DD or one of h, d, w, m, y.", "minLength": 1, "type": "string" }, "device": { "default": "desktop", "enum": [ "desktop", "mobile" ], "type": "string" }, "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "description": "Search phrase to query.", "minLength": 1, "type": "string" }, "verbatim": { "anyOf": [ { "const": 0, "type": "number" }, { "const": 1, "type": "number" }, { "const": "0", "type": "string" }, { "const": "1", "type": "string" } ] } }, "required": [ "q" ], "type": "object" } }, { "name": "serphouse_google_local", "title": "Serphouse Google Local", "description": "Run a realtime Google Local search for local business results.", "inputSchema": { "$schema": "http://json-schema.org/draft-07/schema#", "properties": { "domain": { "default": "google.com", "minLength": 1, "type": "string" }, "lang": { "default": "en", "minLength": 1, "type": "string" }, "loc": { "description": "Required unless loc_id is provided. Location name, for example Austin,Texas,United States. Provide exactly one of loc or loc_id.", "minLength": 1, "type": "string" }, "loc_id": { "anyOf": [ { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, { "minLength": 1, "pattern": "^\\d+$", "type": "string" } ], "description": "Required unless loc is provided. Serphouse location id from serphouse_location_search. Provide exactly one of loc_id or loc." }, "page": { "exclusiveMinimum": 0, "maximum": 9007199254740991, "type": "integer" }, "q": { "minLength": 1, "type": "string" } }, "required": [ "q" ], "type": "object" } } ], "schemaTokens": 6824, "changedAt": "2026-11-07T01:47:41.660458875Z", "check": { "checker": "anchor-check/1.0", "totalTokens": 6824, "counts": { "error": 0, "note": 1, "warn": 43 }, "findings": [ { "rule": "TC11", "severity": "warn", "tool": "serphouse_bing_image", "message": "2 parameters without a description: lang, page", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_bing_news", "message": "3 parameters without a description: device, lang, page", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_bing_web", "message": "3 parameters without a description: date_range, device, page", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_google_autocomplete", "message": "3 parameters without a description: client, lang, q", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_google_forums", "message": "5 parameters without a description: device, domain, lang, page, verbatim", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_google_image", "message": "4 parameters without a description: date_range, domain, lang, page", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_google_jobs", "message": "4 parameters without a description: date_range, domain, lang, q", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_google_local", "message": "4 parameters without a description: domain, lang, page, q", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_google_news", "message": "5 parameters without a description: date_range, device, domain, lang, page", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_google_shop", "message": "3 parameters without a description: domain, lang, page", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_google_short_videos", "message": "6 parameters without a description: device, domain, lang, page, video_captions, video_quality", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_google_videos", "message": "7 parameters without a description: device, domain, lang, page, video_captions, video_duration and 1 more", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_google_web", "message": "7 parameters without a description: device, domain, gfilter, lang, num_result, page and 1 more", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_google_web_lite", "message": "4 parameters without a description: domain, lang, page, verbatim", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_location_search", "message": "1 parameter without a description: type", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_search", "message": "4 parameters without a description: domain, lang, page, verbatim", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_serp_google_advanced", "message": "8 parameters without a description: device, domain, gfilter, lang, max_pages, page and 2 more", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_yahoo_image", "message": "2 parameters without a description: lang, page", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_yahoo_news", "message": "3 parameters without a description: device, lang, page", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC11", "severity": "warn", "tool": "serphouse_yahoo_web", "message": "2 parameters without a description: device, page", "fix": "Describe each one: format, units, an example, and what happens when it's left out." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_account_info", "message": "no readOnlyHint or destructiveHint", "fix": "Its name starts with \"info\"; if it only reads, set readOnlyHint: true so harnesses can run it without asking." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_bing_image", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_bing_news", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_bing_web", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_domain_list", "message": "no readOnlyHint or destructiveHint", "fix": "Its name starts with \"list\"; if it only reads, set readOnlyHint: true so harnesses can run it without asking." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_google_autocomplete", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_google_forums", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_google_image", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_google_jobs", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_google_local", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_google_news", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_google_shop", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_google_short_videos", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_google_videos", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_google_web", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_google_web_lite", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_language_list", "message": "no readOnlyHint or destructiveHint", "fix": "Its name starts with \"list\"; if it only reads, set readOnlyHint: true so harnesses can run it without asking." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_location_search", "message": "no readOnlyHint or destructiveHint", "fix": "Its name starts with \"search\"; if it only reads, set readOnlyHint: true so harnesses can run it without asking." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_search", "message": "no readOnlyHint or destructiveHint", "fix": "Its name starts with \"search\"; if it only reads, set readOnlyHint: true so harnesses can run it without asking." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_serp_google_advanced", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_yahoo_image", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_yahoo_news", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC16", "severity": "warn", "tool": "serphouse_yahoo_web", "message": "no readOnlyHint or destructiveHint", "fix": "Set readOnlyHint: true if it only reads; otherwise set destructiveHint and idempotentHint." }, { "rule": "TC24", "severity": "note", "message": "23 of 23 tools have no outputSchema", "fix": "Declare outputSchema for tools that return structured data, and return structuredContent that matches it." } ] } }, "updatedAt": "2026-11-07T23:14:49.00400072Z" } }, "edges": [ { "by": 24, "category": "security", "leads": "liner-mcp", "name": "Security \u0026 auth", "reasons": { "a": "OAuth 2.1 or an API key; scopes not published (20 of 30). All tools are reads (10 of 20). Results carry web pages and documents with no injection guidance (0). No audit log found (0). No security.txt (404) or security programme found (5 of 20). 20 + 10 + 0 + 0 + 5 = 35.", "b": "One key per account, one account per user, no scopes or rotation found (10). The REST API documents `api_token` in the query string and the hosted MCP server takes the key only in its URL path, less 10 (0 of 30). Searches only read, with no read-only or restricted key (8 of 20). Results are third-party snippets and AI Overview text, with no prompt-injection guidance (0). An account tool shows plan and credit usage; no per-call log was found (3 of 15). No security.txt (404), disclosure policy, bug bounty or certification found (0 of 20). 0 + 8 + 0 + 3 + 0 = 11." }, "scores": { "a": 35, "b": 11 } }, { "by": 22, "category": "maintenance", "leads": "liner-mcp", "name": "Maintenance \u0026 community", "reasons": { "a": "Registry entry com.liner/search last updated 11 September 2026 (20). No dated changelog found (0). Support page linked from the docs (10 of 15). Official registry entry under its own namespace (15). No package to read (0). 20 + 0 + 10 + 15 + 0 = 45. Registry presence read from Anchor Terminal's own daily import of the official MCP registry (/api/v1/registry.json, 6 November 2026), not the registry's API.", "b": "Read for a closed service, with its repositories read as code. No changelog or dated API change was found. The newest release is MCP server 1.1.0 on 6 July 2026, 123 days before 6 November, and the last commit in its repository was on 22 July (10). No release or dated change in the 90 days from 8 August; the about page's 2026 entry (Forums, Place Details and Scraper APIs) is undated (0). No changelog; support by email. Issues weren't read, since the GitHub API refused us for its rate limit (5 of 25). Not in the official MCP registry, though the repository's server.json names io.github.SERPHouse/serphouse-mcp. Node.js SDK last changed 24 June 2026, PHP SDK 10 May 2024, and no Python SDK repository was found under the SERPHouse organisation (5 of 15). The MCP repository has an npm publish workflow and no tests (3 of 10). 10 + 0 + 5 + 5 + 3 = 23." }, "scores": { "a": 45, "b": 23 } }, { "by": 21, "category": "schema", "leads": "serphouse", "name": "Schema \u0026 documentation", "reasons": { "a": "Tool schemas not read without sign-in (15 of 25). llms.txt (10). A table says which tool fits which need, and that the domain tools return the same shape as search_web (12 of 20). Inputs not verifiable (3 of 15). Setup examples, no error responses (5 of 15). Registry version 1.0.0 since 11 September; no changelog found (0). 15 + 10 + 12 + 3 + 5 + 0 = 45.", "b": "No OpenAPI or similar contract for the REST API. The MCP server's tools carry typed Zod schemas, published in the source and a static server card (18 of 25). llms.txt at the site and the docs, and every docs page as Markdown (10). MCP tool descriptions say which tool to use for what, such as `serphouse_google_web` when device or `num_result` is needed, while the docs pages lead with marketing lines such as 'Unlock captivating Google video content' (12 of 20). Enums for device, SERP type, engine and video duration, defaults and 37 described parameters (11 of 15). A status code table and request examples per engine, with a generic error body (12 of 15). No changelog or API versioning; only the MCP server has tags (3 of 15). 18 + 10 + 12 + 11 + 12 + 3 = 66." }, "scores": { "a": 45, "b": 66 } }, { "by": 20, "category": "payments", "leads": "serphouse", "name": "Payments \u0026 pricing", "reasons": { "a": "No machine payment protocol (0). Per-call prices public (20). No free tier found (0). A person signs up in a browser for OAuth or an API key (0). 0 + 20 + 0 + 0 = 20.", "b": "No x402, MPP or L402 (0). Per-1,000 prices for SERP, autocomplete and top-100 requests published without login (20). Free trial of 4,000 credits for 7 days, 'No Credit Card Required' (20). A person signs up in a browser and confirms an email (0). 0 + 20 + 20 + 0 = 40." }, "scores": { "a": 20, "b": 40 } }, { "by": 16, "category": "transparency", "leads": "serphouse", "name": "Transparency \u0026 trust", "reasons": { "a": "Terms and privacy linked from the docs but not read in this batch (5 of 30). Data handling not read (5 of 30). No deprecation policy found for the MCP server; the docs note older endpoints priced per version (5 of 20). Subprocessors not read (5 of 20). 5 + 5 + 5 + 5 = 20.", "b": "Closed service under terms naming Patoliya Infotech LLP in India, and the MCP server is MIT (18 of 30). The terms give retention periods (JSON results up to 6 months, HTML up to 1 month, search history indefinitely) and say personal data sits on DigitalOcean in India, and they advise EEA users not to use the service. The privacy policy is generic and neither document carries a date (15 of 30). No deprecation policy, and the terms allow products to be discontinued without notice (0 of 20). DigitalOcean in India named for account data; no sub-processor list (6 of 20). 18 + 15 + 0 + 6 = 39." }, "scores": { "a": 34, "b": 50 } }, { "by": 10, "category": "reliability", "leads": "liner-mcp", "name": "Reliability", "reasons": { "a": "incident.io status page at status.liner.com with components for liner.com and app.liner.com only, none for the API or MCP (15). 100% uptime shown since August (20, no incidents shown). Rate limits published per API with numbers (Scholar Search 2 requests a second, agents 2 a second) (15). 429 with a code for concurrency limits, no Retry-After or backoff guidance found (0 of 15). No SLA found (0). Not labelled beta (0 of 10; 'limits may be adjusted over time', GA not stated). 15 + 20 + 15 + 0 + 0 + 0 = 50.", "b": "Read with the hosted lines. No status page is linked from the site or docs, and status.serphouse.com did not answer on 6 November 2026 (0). No readable incident history (5). Rate limits published, 60 requests a minute and 60 concurrent on every self-serve plan (15). 429 is documented as 'slow down', and a 200 can carry `\"status\": \"error\"` with 'Please try again', with no Retry-After or backoff guidance. Failed requests aren't charged (5 of 15). The pricing page lists a 99.99% uptime SLA on Basic and Regular and the docs a 99.95% one, but no SLA terms or credits were found in the terms (5 of 10). Generally available (10). 0 + 5 + 15 + 5 + 5 + 10 = 40." }, "scores": { "a": 50, "b": 40 } } ], "facts": [ { "a": "MCP server", "b": "HTTP API", "name": "Kind" }, { "a": "Liner", "b": "Patoliya Infotech LLP", "name": "Vendor" }, { "a": "https://platform.liner.com/api/v1/mcp", "b": "https://mcp.serphouse.com/YOUR_API_KEY/mcp", "name": "Hosted endpoint" }, { "a": "Streamable HTTP", "b": "Streamable HTTP, stdio", "name": "Transports" }, { "a": "OAuth", "b": "API key", "name": "Auth" }, { "a": "Paid", "b": "Paid", "name": "Pricing" }, { "a": "not published", "b": "$0.62 per 1,000 requests", "name": "Price for search serp" }, { "a": "no", "b": "no", "name": "x402" }, { "a": "9", "b": "23", "name": "Tools exposed" }, { "a": "no", "b": "no", "name": "Read-only variant documented" }, { "a": "yes", "b": "yes", "name": "llms.txt" }, { "a": "com.liner/search", "b": "not listed", "name": "MCP registry" }, { "a": "none", "b": "2026-07-06", "name": "Last release" }, { "a": "no document linked", "b": "no date given", "name": "Terms last updated" }, { "a": "no document linked", "b": "no date given", "name": "Privacy policy last updated" }, { "a": "not read yet", "b": "not found in the text", "name": "Customer content may train models" }, { "a": "not read yet", "b": "yes", "name": "Terms restrict automated access" }, { "a": "not read yet", "b": "not found in the text", "name": "Terms restrict benchmarking" }, { "a": "not read yet", "b": "yes", "name": "Terms or service can change without notice" }, { "a": "not read yet", "b": "not found in the text", "name": "Arbitration or class-action waiver" } ], "faq": [ { "answer": "Liner Search MCP scores 43.4 (E) on agent readiness against SERPHouse's 42.4 (E), and leads in 4 of 7 scored categories. SERPHouse leads on schema \u0026 documentation, payments \u0026 pricing and transparency \u0026 trust.", "question": "Which is better for AI agents, Liner Search MCP or SERPHouse?" }, { "answer": "Liner Search MCP uses an OAuth sign-in. SERPHouse needs an API key.", "question": "Do Liner Search MCP and SERPHouse need an API key?" }, { "answer": "Yes. Liner Search MCP has a hosted endpoint at https://platform.liner.com/api/v1/mcp and SERPHouse at https://mcp.serphouse.com/YOUR_API_KEY/mcp.", "question": "Can an agent call Liner Search MCP and SERPHouse without installing anything?" } ], "goodFor": [ { "aheadOn": [ "Reliability, 50 against 40", "Security \u0026 auth, 35 against 11", "Maintenance \u0026 community, 45 against 23" ], "also": null, "goodFor": "Agents that need cheap cited search across the web and scholarly sources, with optional deep research reports.", "slug": "liner-mcp", "watchFor": "No free tier found" }, { "aheadOn": [ "Schema \u0026 documentation, 66 against 45", "Payments \u0026 pricing, 40 against 20", "Transparency \u0026 trust, 50 against 34" ], "also": [ "Runs on your own machine", "Free to start without a card" ], "goodFor": "Low-cost Google, Bing and Yahoo result parsing for SEO and rank tracking, with many Google verticals.", "slug": "serphouse", "watchFor": "The hosted MCP server takes the API key only in its URL path, and the REST API also accepts `api_token` in the query string" } ], "history": null, "job": { "capability": "search.serp", "name": "Search serp" }, "others": [ { "json": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-serphouse.json", "title": "Web Search Tool on Amazon Bedrock AgentCore vs SERPHouse", "url": "https://www.anchorterminal.com/compare/agentcore-web-search-vs-serphouse" }, { "json": "https://www.anchorterminal.com/compare/bing-grounding-vs-serphouse.json", "title": "Grounding with Bing Search vs SERPHouse", "url": "https://www.anchorterminal.com/compare/bing-grounding-vs-serphouse" }, { "json": "https://www.anchorterminal.com/compare/brave-search-mcp-vs-serphouse.json", "title": "Brave Search API + MCP vs SERPHouse", "url": "https://www.anchorterminal.com/compare/brave-search-mcp-vs-serphouse" }, { "json": "https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serphouse.json", "title": "Cloudflare Web Search API vs SERPHouse", "url": 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"url": "https://www.anchorterminal.com/compare/mojeek-vs-serphouse" }, { "json": "https://www.anchorterminal.com/compare/parallel-search-api-vs-serphouse.json", "title": "Parallel Search and Task APIs vs SERPHouse", "url": "https://www.anchorterminal.com/compare/parallel-search-api-vs-serphouse" }, { "json": "https://www.anchorterminal.com/compare/perplexity-search-api-vs-serphouse.json", "title": "Perplexity Search API vs SERPHouse", "url": "https://www.anchorterminal.com/compare/perplexity-search-api-vs-serphouse" }, { "json": "https://www.anchorterminal.com/compare/searchapi-io-vs-serphouse.json", "title": "SearchAPI.io vs SERPHouse", "url": "https://www.anchorterminal.com/compare/searchapi-io-vs-serphouse" }, { "json": "https://www.anchorterminal.com/compare/serpapi-vs-serphouse.json", "title": "SerpApi vs SERPHouse", "url": "https://www.anchorterminal.com/compare/serpapi-vs-serphouse" }, { "json": "https://www.anchorterminal.com/compare/serper-vs-serphouse.json", "title": "Serper 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"https://www.anchorterminal.com/compare/liner-mcp-vs-newscatcher" }, { "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-parallel-search-api.json", "title": "Liner Search MCP vs Parallel Search and Task APIs", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-parallel-search-api" }, { "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-perplexity-search-api.json", "title": "Liner Search MCP vs Perplexity Search API", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-perplexity-search-api" }, { "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-specstream.json", "title": "Liner Search MCP vs SpecStream", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-specstream" }, { "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-tavily-mcp.json", "title": "Liner Search MCP vs Tavily API + MCP", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-tavily-mcp" }, { "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-tinyfish-search.json", "title": "Liner Search MCP vs TinyFish Search", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-tinyfish-search" }, { "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-valyu.json", "title": "Liner Search MCP vs Valyu", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-valyu" }, { "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-you-com-api.json", "title": "Liner Search MCP vs You.com APIs", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-you-com-api" }, { "json": "https://www.anchorterminal.com/compare/fetch-reference-server-vs-serphouse.json", "title": "Fetch (MCP reference server) vs SERPHouse", "url": "https://www.anchorterminal.com/compare/fetch-reference-server-vs-serphouse" }, { "json": "https://www.anchorterminal.com/compare/newscatcher-vs-serphouse.json", "title": "NewsCatcher vs SERPHouse", "url": "https://www.anchorterminal.com/compare/newscatcher-vs-serphouse" }, { "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-searchapi-io.json", "title": "Liner Search MCP vs SearchAPI.io", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-searchapi-io" }, { "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-serpapi.json", "title": "Liner Search MCP vs SerpApi", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-serpapi" }, { "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-serper.json", "title": "Liner Search MCP vs Serper", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-serper" }, { "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-serpkite.json", "title": "Liner Search MCP vs SerpKite", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-serpkite" }, { "json": "https://www.anchorterminal.com/compare/serphouse-vs-serpkite.json", "title": "SERPHouse vs SerpKite", "url": "https://www.anchorterminal.com/compare/serphouse-vs-serpkite" }, { "json": "https://www.anchorterminal.com/compare/bing-grounding-vs-liner-mcp.json", "title": "Grounding with Bing Search vs Liner Search MCP", "url": "https://www.anchorterminal.com/compare/bing-grounding-vs-liner-mcp" } ], "panel": null, "scores": [ { "by": 10, "edge": "liner-mcp", "key": "reliability", "liner-mcp": 50, "name": "Reliability", "serphouse": 40, "weight": 16 }, { "key": "performance", "name": "Performance", "pending": true, "weight": 10 }, { "by": 21, "edge": "serphouse", "key": "schema", "liner-mcp": 45, "name": "Schema \u0026 documentation", "serphouse": 66, "weight": 13 }, { "by": 1, "edge": "liner-mcp", "key": "ergonomics", "liner-mcp": 65, "name": "Agent ergonomics", "serphouse": 64, "weight": 13 }, { "by": 24, "edge": "liner-mcp", "key": "security", "liner-mcp": 35, "name": "Security \u0026 auth", "serphouse": 11, "weight": 14 }, { "by": 20, "edge": "serphouse", "key": "payments", "liner-mcp": 20, "name": "Payments \u0026 pricing", "serphouse": 40, "weight": 10 }, { "key": "tasks", "name": "Task success", "pending": true, "weight": 10 }, { "by": 22, "edge": "liner-mcp", "key": "maintenance", "liner-mcp": 45, "name": "Maintenance \u0026 community", "serphouse": 23, "weight": 7 }, { "by": 16, "edge": "serphouse", "key": "transparency", "liner-mcp": 34, "name": "Transparency \u0026 trust", "serphouse": 50, "weight": 7 } ], "summary": "Liner Search MCP scores 43.4 (E) on agent readiness against SERPHouse's 42.4 (E), and leads in 4 of 7 scored categories. SERPHouse leads on schema \u0026 documentation, payments \u0026 pricing and transparency \u0026 trust. Both do search serp.", "tasks": null, "tutorials": [], "verdicts": { "liner-mcp": "Liner's MCP server puts cheap per-call web, scholarly and vertical search and cited research agents behind one OAuth URL, at $1 per 1,000 searches. The docs say which tool fits which question, but there's no free tier, no changelog, no injection guidance and no status component for the API.", "serphouse": "SERPHouse returns parsed Google, Bing and Yahoo results at published prices from $0.62 per 1,000 requests, with a 23-tool MCP server and a 4,000-credit trial without a card. The hosted MCP puts the key in its URL, there is no status page, changelog or security contact, and the terms keep search history indefinitely." } }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/liner-mcp-vs-serphouse", "json": "https://www.anchorterminal.com/compare/liner-mcp-vs-serphouse.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/liner-mcp-vs-serphouse.md", "mcp": "https://www.anchorterminal.com/mcp", "slim": "https://www.anchorterminal.com/compare/liner-mcp-vs-serphouse.min.md" }, "markdown": "Liner Search MCP scores 43.4 (E) on agent readiness against SERPHouse's 42.4 (E), and leads in 4 of 7 scored categories. SERPHouse leads on schema \u0026 documentation, payments \u0026 pricing and transparency \u0026 trust. Both do search serp.\n\n- Liner Search MCP: grade E, 43.4/100, rank #1252 of 1510. Markdown https://www.anchorterminal.com/tools/liner-mcp.md · JSON https://www.anchorterminal.com/api/v1/tools/liner-mcp.json\n- SERPHouse: grade E, 42.4/100, rank #1283 of 1510. Markdown https://www.anchorterminal.com/tools/serphouse.md · JSON https://www.anchorterminal.com/api/v1/tools/serphouse.json\n- Best web search APIs for AI agents: https://www.anchorterminal.com/best/search/index.md\n- All 326 search comparisons: https://www.anchorterminal.com/compare/search/index.md\n\n## Which one, for what\n\n### Liner Search MCP (E)\n\nGood for: Agents that need cheap cited search across the web and scholarly sources, with optional deep research reports.\n\nAhead on:\n- Reliability, 50 against 40\n- Security \u0026 auth, 35 against 11\n- Maintenance \u0026 community, 45 against 23\n\nWatch for: No free tier found\n\n### SERPHouse (E)\n\nGood for: Low-cost Google, Bing and Yahoo result parsing for SEO and rank tracking, with many Google verticals.\n\nAhead on:\n- Schema \u0026 documentation, 66 against 45\n- Payments \u0026 pricing, 40 against 20\n- Transparency \u0026 trust, 50 against 34\n\nAlso in its favour:\n- Runs on your own machine\n- Free to start without a card\n\nWatch for: The hosted MCP server takes the API key only in its URL path, and the REST API also accepts `api_token` in the query string\n\n\n## Why the edge\n\n### Security \u0026 auth: Liner Search MCP +24\n\n- Liner Search MCP (35): OAuth 2.1 or an API key; scopes not published (20 of 30). All tools are reads (10 of 20). Results carry web pages and documents with no injection guidance (0). No audit log found (0). No security.txt (404) or security programme found (5 of 20). 20 + 10 + 0 + 0 + 5 = 35.\n- SERPHouse (11): One key per account, one account per user, no scopes or rotation found (10). The REST API documents `api_token` in the query string and the hosted MCP server takes the key only in its URL path, less 10 (0 of 30). Searches only read, with no read-only or restricted key (8 of 20). Results are third-party snippets and AI Overview text, with no prompt-injection guidance (0). An account tool shows plan and credit usage; no per-call log was found (3 of 15). No security.txt (404), disclosure policy, bug bounty or certification found (0 of 20). 0 + 8 + 0 + 3 + 0 = 11.\n\n### Maintenance \u0026 community: Liner Search MCP +22\n\n- Liner Search MCP (45): Registry entry com.liner/search last updated 11 September 2026 (20). No dated changelog found (0). Support page linked from the docs (10 of 15). Official registry entry under its own namespace (15). No package to read (0). 20 + 0 + 10 + 15 + 0 = 45. Registry presence read from Anchor Terminal's own daily import of the official MCP registry (/api/v1/registry.json, 6 November 2026), not the registry's API.\n- SERPHouse (23): Read for a closed service, with its repositories read as code. No changelog or dated API change was found. The newest release is MCP server 1.1.0 on 6 July 2026, 123 days before 6 November, and the last commit in its repository was on 22 July (10). No release or dated change in the 90 days from 8 August; the about page's 2026 entry (Forums, Place Details and Scraper APIs) is undated (0). No changelog; support by email. Issues weren't read, since the GitHub API refused us for its rate limit (5 of 25). Not in the official MCP registry, though the repository's server.json names io.github.SERPHouse/serphouse-mcp. Node.js SDK last changed 24 June 2026, PHP SDK 10 May 2024, and no Python SDK repository was found under the SERPHouse organisation (5 of 15). The MCP repository has an npm publish workflow and no tests (3 of 10). 10 + 0 + 5 + 5 + 3 = 23.\n\n### Schema \u0026 documentation: SERPHouse +21\n\n- Liner Search MCP (45): Tool schemas not read without sign-in (15 of 25). llms.txt (10). A table says which tool fits which need, and that the domain tools return the same shape as search_web (12 of 20). Inputs not verifiable (3 of 15). Setup examples, no error responses (5 of 15). Registry version 1.0.0 since 11 September; no changelog found (0). 15 + 10 + 12 + 3 + 5 + 0 = 45.\n- SERPHouse (66): No OpenAPI or similar contract for the REST API. The MCP server's tools carry typed Zod schemas, published in the source and a static server card (18 of 25). llms.txt at the site and the docs, and every docs page as Markdown (10). MCP tool descriptions say which tool to use for what, such as `serphouse_google_web` when device or `num_result` is needed, while the docs pages lead with marketing lines such as 'Unlock captivating Google video content' (12 of 20). Enums for device, SERP type, engine and video duration, defaults and 37 described parameters (11 of 15). A status code table and request examples per engine, with a generic error body (12 of 15). No changelog or API versioning; only the MCP server has tags (3 of 15). 18 + 10 + 12 + 11 + 12 + 3 = 66.\n\n### Payments \u0026 pricing: SERPHouse +20\n\n- Liner Search MCP (20): No machine payment protocol (0). Per-call prices public (20). No free tier found (0). A person signs up in a browser for OAuth or an API key (0). 0 + 20 + 0 + 0 = 20.\n- SERPHouse (40): No x402, MPP or L402 (0). Per-1,000 prices for SERP, autocomplete and top-100 requests published without login (20). Free trial of 4,000 credits for 7 days, 'No Credit Card Required' (20). A person signs up in a browser and confirms an email (0). 0 + 20 + 20 + 0 = 40.\n\n### Transparency \u0026 trust: SERPHouse +16\n\n- Liner Search MCP (34): Terms and privacy linked from the docs but not read in this batch (5 of 30). Data handling not read (5 of 30). No deprecation policy found for the MCP server; the docs note older endpoints priced per version (5 of 20). Subprocessors not read (5 of 20). 5 + 5 + 5 + 5 = 20.\n- SERPHouse (50): Closed service under terms naming Patoliya Infotech LLP in India, and the MCP server is MIT (18 of 30). The terms give retention periods (JSON results up to 6 months, HTML up to 1 month, search history indefinitely) and say personal data sits on DigitalOcean in India, and they advise EEA users not to use the service. The privacy policy is generic and neither document carries a date (15 of 30). No deprecation policy, and the terms allow products to be discontinued without notice (0 of 20). DigitalOcean in India named for account data; no sub-processor list (6 of 20). 18 + 15 + 0 + 6 = 39.\n\n### Reliability: Liner Search MCP +10\n\n- Liner Search MCP (50): incident.io status page at status.liner.com with components for liner.com and app.liner.com only, none for the API or MCP (15). 100% uptime shown since August (20, no incidents shown). Rate limits published per API with numbers (Scholar Search 2 requests a second, agents 2 a second) (15). 429 with a code for concurrency limits, no Retry-After or backoff guidance found (0 of 15). No SLA found (0). Not labelled beta (0 of 10; 'limits may be adjusted over time', GA not stated). 15 + 20 + 15 + 0 + 0 + 0 = 50.\n- SERPHouse (40): Read with the hosted lines. No status page is linked from the site or docs, and status.serphouse.com did not answer on 6 November 2026 (0). No readable incident history (5). Rate limits published, 60 requests a minute and 60 concurrent on every self-serve plan (15). 429 is documented as 'slow down', and a 200 can carry `\"status\": \"error\"` with 'Please try again', with no Retry-After or backoff guidance. Failed requests aren't charged (5 of 15). The pricing page lists a 99.99% uptime SLA on Basic and Regular and the docs a 99.95% one, but no SLA terms or credits were found in the terms (5 of 10). Generally available (10). 0 + 5 + 15 + 5 + 5 + 10 = 40.\n\n## Score by category\n\n| Category | Weight | Liner Search MCP | SERPHouse | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 50 | 40 | Liner Search MCP +10 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 45 | 66 | SERPHouse +21 |\n| Agent ergonomics | 13% (16.2 this run) | 65 | 64 | Liner Search MCP +1 |\n| Security \u0026 auth | 14% (17.5 this run) | 35 | 11 | Liner Search MCP +24 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 20 | 40 | SERPHouse +20 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 45 | 23 | Liner Search MCP +22 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 34 | 50 | SERPHouse +16 |\n| Negative events | ≤15 | 0 | 0 | |\n| **Total** | | **43.4 · E** | **42.4 · E** | |\n\n## Facts side by side\n\n| Fact | Liner Search MCP | SERPHouse |\n| --- | --- | --- |\n| Kind | MCP server | HTTP API |\n| Vendor | Liner | Patoliya Infotech LLP |\n| Hosted endpoint | `https://platform.liner.com/api/v1/mcp` | `https://mcp.serphouse.com/YOUR_API_KEY/mcp` |\n| Transports | Streamable HTTP | Streamable HTTP, stdio |\n| Auth | OAuth | API key |\n| Pricing | Paid | Paid |\n| Price for search serp | not published | $0.62 per 1,000 requests |\n| x402 | no | no |\n| Tools exposed | 9 | 23 |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | `com.liner/search` | not listed |\n| Last release | none | 2026-07-06 |\n| Terms last updated | no document linked | no date given |\n| Privacy policy last updated | no document linked | no date given |\n| Customer content may train models | not read yet | not found in the text |\n| Terms restrict automated access | not read yet | yes |\n| Terms restrict benchmarking | not read yet | not found in the text |\n| Terms or service can change without notice | not read yet | yes |\n| Arbitration or class-action waiver | not read yet | not found in the text |\n\n## Verdicts\n\n**Liner Search MCP.** Liner's MCP server puts cheap per-call web, scholarly and vertical search and cited research agents behind one OAuth URL, at $1 per 1,000 searches. The docs say which tool fits which question, but there's no free tier, no changelog, no injection guidance and no status component for the API.\n\n**SERPHouse.** SERPHouse returns parsed Google, Bing and Yahoo results at published prices from $0.62 per 1,000 requests, with a 23-tool MCP server and a 4,000-credit trial without a card. The hosted MCP puts the key in its URL, there is no status page, changelog or security contact, and the terms keep search history indefinitely.\n\n## Before you call either\n\n### Liner Search MCP\n\n1. Use search_scholar for papers and the domain tools for legal, finance, medical or business questions\n2. Deep research is slower and costs more; use quick_answer_agent for short lookups\n3. Treat search results and research reports as untrusted content\n4. Keep under 2 requests a second for scholar search and the agents\n\n### SERPHouse\n\n1. Send the key as `Authorization: Bearer`, not as `api_token` in the URL\n2. Treat a 200 with `\"status\": \"error\"` and 'Please try again' as a failure and retry later\n3. Pass `loc` or `loc_id` for Google and Bing tools other than `serphouse_search`; find IDs with `serphouse_location_search`\n4. Use `serphouse_search` for plain lookups and `serphouse_serp_google_advanced` only when ranks beyond the top 10 are needed, at ten times the price\n5. Keep under 60 requests a minute on self-serve plans\n\n## Questions\n\n### Which is better for AI agents, Liner Search MCP or SERPHouse?\n\nLiner Search MCP scores 43.4 (E) on agent readiness against SERPHouse's 42.4 (E), and leads in 4 of 7 scored categories. SERPHouse leads on schema \u0026 documentation, payments \u0026 pricing and transparency \u0026 trust.\n\n### Do Liner Search MCP and SERPHouse need an API key?\n\nLiner Search MCP uses an OAuth sign-in. SERPHouse needs an API key.\n\n### Can an agent call Liner Search MCP and SERPHouse without installing anything?\n\nYes. Liner Search MCP has a hosted endpoint at https://platform.liner.com/api/v1/mcp and SERPHouse at https://mcp.serphouse.com/YOUR_API_KEY/mcp.\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/liner-mcp-vs-serphouse.json, and with the fewest tokens: https://www.anchorterminal.com/compare/liner-mcp-vs-serphouse.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"liner-mcp\", \"b\": \"serphouse\"}`. From a terminal: `anchor compare liner-mcp serphouse`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/liner-mcp.json and https://www.anchorterminal.com/api/v1/tools/serphouse.json\n\n## Other comparisons with Liner Search MCP or SERPHouse\n\n- [Web Search Tool on Amazon Bedrock AgentCore vs SERPHouse](https://www.anchorterminal.com/compare/agentcore-web-search-vs-serphouse.md)\n- [Grounding with Bing Search vs SERPHouse](https://www.anchorterminal.com/compare/bing-grounding-vs-serphouse.md)\n- [Brave Search API + MCP vs SERPHouse](https://www.anchorterminal.com/compare/brave-search-mcp-vs-serphouse.md)\n- [Cloudflare Web Search API vs SERPHouse](https://www.anchorterminal.com/compare/cloudflare-web-search-vs-serphouse.md)\n- [DeepSeek Search and Fetch API vs SERPHouse](https://www.anchorterminal.com/compare/deepseek-search-api-vs-serphouse.md)\n- [Exa API + MCP vs SERPHouse](https://www.anchorterminal.com/compare/exa-mcp-vs-serphouse.md)\n- [Kagi Search API vs SERPHouse](https://www.anchorterminal.com/compare/kagi-search-vs-serphouse.md)\n- [Linkup vs SERPHouse](https://www.anchorterminal.com/compare/linkup-vs-serphouse.md)\n- [Mojeek Web Search API vs SERPHouse](https://www.anchorterminal.com/compare/mojeek-vs-serphouse.md)\n- [Parallel Search and Task APIs vs SERPHouse](https://www.anchorterminal.com/compare/parallel-search-api-vs-serphouse.md)\n- [Perplexity Search API vs SERPHouse](https://www.anchorterminal.com/compare/perplexity-search-api-vs-serphouse.md)\n- [SearchAPI.io vs SERPHouse](https://www.anchorterminal.com/compare/searchapi-io-vs-serphouse.md)\n- [SerpApi vs SERPHouse](https://www.anchorterminal.com/compare/serpapi-vs-serphouse.md)\n- [Serper vs SERPHouse](https://www.anchorterminal.com/compare/serper-vs-serphouse.md)\n- [SERPHouse vs SpecStream](https://www.anchorterminal.com/compare/serphouse-vs-specstream.md)\n- [SERPHouse vs Tavily API + MCP](https://www.anchorterminal.com/compare/serphouse-vs-tavily-mcp.md)\n- [SERPHouse vs TinyFish Search](https://www.anchorterminal.com/compare/serphouse-vs-tinyfish-search.md)\n- [SERPHouse vs Valyu](https://www.anchorterminal.com/compare/serphouse-vs-valyu.md)\n- [SERPHouse vs You.com APIs](https://www.anchorterminal.com/compare/serphouse-vs-you-com-api.md)\n- [Arcmira vs Liner Search MCP](https://www.anchorterminal.com/compare/arcmira-vs-liner-mcp.md)\n- [Exa API + MCP vs Liner Search MCP](https://www.anchorterminal.com/compare/exa-mcp-vs-liner-mcp.md)\n- [Grep AI vs Liner Search MCP](https://www.anchorterminal.com/compare/grep-ai-vs-liner-mcp.md)\n- [Liner Search MCP vs Linkup](https://www.anchorterminal.com/compare/liner-mcp-vs-linkup.md)\n- [Liner Search MCP vs NewsCatcher](https://www.anchorterminal.com/compare/liner-mcp-vs-newscatcher.md)\n- [Liner Search MCP vs Parallel Search and Task APIs](https://www.anchorterminal.com/compare/liner-mcp-vs-parallel-search-api.md)\n- [Liner Search MCP vs Perplexity Search API](https://www.anchorterminal.com/compare/liner-mcp-vs-perplexity-search-api.md)\n- [Liner Search MCP vs SpecStream](https://www.anchorterminal.com/compare/liner-mcp-vs-specstream.md)\n- [Liner Search MCP vs Tavily API + MCP](https://www.anchorterminal.com/compare/liner-mcp-vs-tavily-mcp.md)\n- [Liner Search MCP vs TinyFish Search](https://www.anchorterminal.com/compare/liner-mcp-vs-tinyfish-search.md)\n- [Liner Search MCP vs Valyu](https://www.anchorterminal.com/compare/liner-mcp-vs-valyu.md)\n- [Liner Search MCP vs You.com APIs](https://www.anchorterminal.com/compare/liner-mcp-vs-you-com-api.md)\n- [Fetch (MCP reference server) vs SERPHouse](https://www.anchorterminal.com/compare/fetch-reference-server-vs-serphouse.md)\n- [NewsCatcher vs SERPHouse](https://www.anchorterminal.com/compare/newscatcher-vs-serphouse.md)\n- [Liner Search MCP vs SearchAPI.io](https://www.anchorterminal.com/compare/liner-mcp-vs-searchapi-io.md)\n- [Liner Search MCP vs SerpApi](https://www.anchorterminal.com/compare/liner-mcp-vs-serpapi.md)\n- [Liner Search MCP vs Serper](https://www.anchorterminal.com/compare/liner-mcp-vs-serper.md)\n- [Liner Search MCP vs SerpKite](https://www.anchorterminal.com/compare/liner-mcp-vs-serpkite.md)\n- [SERPHouse vs SerpKite](https://www.anchorterminal.com/compare/serphouse-vs-serpkite.md)\n- [Grounding with Bing Search vs Liner Search MCP](https://www.anchorterminal.com/compare/bing-grounding-vs-liner-mcp.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "attributionRequired": true, "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-11-07", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.7", "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": "Liner Search MCP vs SERPHouse", "url": "" } ], "description": "Liner Search MCP scores 43.4 (E) to SERPHouse's 42.4 (E) for search serp. Prices, MCP, x402, uptime and agent notes side by side.", "facts": [ "Liner Search MCP E 43.4", "SERPHouse E 42.4", "scores" ], "h1": "Liner Search MCP vs SERPHouse", "image": "https://www.anchorterminal.com/assets/og/default.png", "path": "/compare/liner-mcp-vs-serphouse", "published": "2026-10-01", "section": "tools", "title": "Liner Search MCP vs SERPHouse for AI agents in 2026: scores and prices", "toc": null, "updated": "2026-11-07", "url": "https://www.anchorterminal.com/compare/liner-mcp-vs-serphouse" }, "tokens": { "markdown": 4350, "slim": 2280 }, "version": 1 }