{"passport":{"unfragile":{"@version":"1.0","version":"2026-05","artifact":{"id":"serpapi","slug":"serpapi","name":"SerpAPI","type":"api","url":"https://serpapi.com","page_url":"https://unfragile.ai/serpapi","categories":["data-pipelines"],"tags":[],"pricing":{"model":"freemium","free":true,"starting_price":"$50/mo"},"status":"active","verified":false},"capabilities":[{"id":"serpapi__cap_0","uri":"capability://search.retrieval.multi.engine.organic.search.result.aggregation","name":"multi-engine organic search result aggregation","description":"Unified API that scrapes and structures organic search results from 10+ search engines (Google, Bing, Yahoo, DuckDuckGo, Yandex, Baidu, Naver, Brave) by routing requests through a distributed proxy network with automatic CAPTCHA solving and anti-bot detection evasion. Returns normalized JSON with result ranking, snippets, URLs, and metadata across heterogeneous SERP layouts.","intents":["I need to programmatically fetch search results from multiple engines without building separate scrapers for each","I want to compare organic rankings across Google, Bing, and Yahoo for competitive analysis","I need to extract structured search results at scale without getting blocked by rate limits or CAPTCHAs"],"best_for":["SEO tools and rank tracking platforms","competitive intelligence applications","research automation pipelines","teams building search-powered data products without in-house scraping infrastructure"],"limitations":["Results reflect point-in-time snapshots; no real-time indexing or freshness guarantees","CAPTCHA solving adds variable latency (typically 2-10 seconds per request when triggered)","Search engine ToS compliance responsibility falls on API consumer; SerpAPI provides infrastructure but not legal indemnification","Proxy rotation may introduce geographic variance in results (different IPs return different localized results)"],"requires":["SerpAPI API key (obtained via freemium signup)","HTTP client library (curl, requests, axios, etc.)","Minimum 100 requests/month quota (free tier)"],"input_types":["text (search query)","optional parameters: location, language, device type, pagination offset"],"output_types":["JSON object with arrays: organic_results[], knowledge_graph, answer_box, related_searches"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_1","uri":"capability://search.retrieval.image.search.result.extraction.and.indexing","name":"image search result extraction and indexing","description":"Dedicated endpoints for Google Images, Bing Images, Yahoo Images, Yandex Images, and Baidu Images that extract image URLs, thumbnails, source pages, and metadata (dimensions, alt text, license info) from image search results. Handles image-specific anti-scraping (image hotlink protection, dynamic loading) via proxy rotation and JavaScript rendering.","intents":["I need to build an image search aggregator that pulls results from multiple image search engines","I want to extract image metadata and source attribution for reverse image search applications","I need to monitor where my images appear across search engines for copyright/brand protection"],"best_for":["visual search and reverse image search tools","image licensing and rights management platforms","brand monitoring and image copyright enforcement services"],"limitations":["Image URLs returned may be temporary or CDN-cached; direct linking may fail after 24-48 hours","Metadata extraction (alt text, license) is inconsistent across engines; some engines provide minimal metadata","High-resolution image data not returned; only URLs and thumbnail data provided"],"requires":["SerpAPI API key","Image URL storage and caching strategy (URLs expire)","Minimum quota for image-specific endpoints"],"input_types":["text (image search query)","optional: image URL for reverse image search"],"output_types":["JSON with images[] array containing: image_url, source_url, title, thumbnail, dimensions (where available)"],"categories":["search-retrieval","image-visual"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_10","uri":"capability://tool.use.integration.proxy.rotation.and.anti.bot.evasion.infrastructure","name":"proxy rotation and anti-bot evasion infrastructure","description":"Built-in proxy rotation, CAPTCHA solving, and anti-bot detection evasion that transparently handles IP blocking, rate limiting, and bot detection challenges. Automatically retries failed requests with different proxy IPs and solves CAPTCHAs via third-party service or internal ML model.","intents":["I need to scrape search results at scale without getting blocked by anti-bot measures","I want to avoid managing proxy infrastructure and CAPTCHA solving myself","I need to handle geographic IP rotation for localized search results"],"best_for":["teams building search-powered applications without in-house scraping infrastructure","high-volume data collection pipelines requiring reliable uptime","applications requiring geographic IP rotation for localized results"],"limitations":["CAPTCHA solving adds variable latency (2-10 seconds per request when triggered); not suitable for real-time applications","Proxy rotation may introduce geographic variance in results; same query from different IPs may return different results","Proxy infrastructure cost is passed to consumer via per-request pricing; high-volume usage becomes expensive","No guarantee of specific IP geolocation; proxy selection is opaque to consumer"],"requires":["SerpAPI API key","Acceptance of per-request pricing model for proxy/CAPTCHA overhead"],"input_types":["standard API requests (proxy/CAPTCHA handling is transparent)"],"output_types":["standard API responses (proxy/CAPTCHA handling is transparent)"],"categories":["tool-use-integration","automation-workflow"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_11","uri":"capability://search.retrieval.geographic.localization.and.location.based.result.filtering","name":"geographic localization and location-based result filtering","description":"Supports geographic filtering by country, region, city, or coordinates to return localized search results. Automatically handles IP geolocation, language localization, and currency conversion for multi-region queries. Enables location-specific ranking and local result prioritization.","intents":["I need to fetch search results localized to specific countries or regions","I want to monitor SEO rankings in different geographic markets","I need to extract local business results for specific cities or coordinates"],"best_for":["international SEO and rank tracking tools","multi-region competitive intelligence platforms","location-based recommendation and discovery engines","global market research and localization testing"],"limitations":["Localization is based on proxy IP geolocation; not guaranteed to match actual user location","Some search engines (e.g., Baidu, Naver) have restricted geographic availability; results may be limited outside home country","Language localization is automatic but may not match user preferences; no explicit language override in all endpoints","Currency conversion (if provided) is point-in-time; not suitable for real-time financial applications"],"requires":["SerpAPI API key","Location parameter: country code, region, city, or coordinates"],"input_types":["location: country code (e.g., 'us', 'gb'), region/state, city, or latitude/longitude coordinates"],"output_types":["JSON with localized results: language, currency, local business results, region-specific rankings"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_12","uri":"capability://data.processing.analysis.structured.data.extraction.and.schema.parsing","name":"structured data extraction and schema parsing","description":"Parses and extracts structured data from search results including JSON-LD, microdata, and Open Graph metadata. Returns normalized structured data for products, articles, events, organizations, and other schema.org types embedded in search result pages.","intents":["I need to extract structured product data (price, availability, rating) from search results","I want to parse article metadata (author, publication date, content type) from news results","I need to extract event details (date, location, organizer) from event search results"],"best_for":["structured data extraction and knowledge base population","product data aggregation and price monitoring","content metadata extraction for SEO and content analysis","event discovery and calendar aggregation"],"limitations":["Structured data availability varies by result; not all results include schema.org markup","Schema.org compliance is inconsistent across websites; extracted data may require validation","Nested or complex schema structures may require post-processing for normalization","Custom or proprietary schema markup is not extracted; only standard schema.org types supported"],"requires":["SerpAPI API key","Search query that returns results with embedded structured data"],"input_types":["text (search query optimized for structured data results)"],"output_types":["JSON with structured_data[] array: schema_type, properties{} (normalized schema.org object)"],"categories":["data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_13","uri":"capability://data.processing.analysis.structured.data.extraction.with.schema.aware.parsing","name":"structured data extraction with schema-aware parsing","description":"Normalizes heterogeneous search engine HTML responses into consistent JSON schema across all endpoints. Implements domain-specific parsers for each vertical (e.g., flight prices, hotel ratings, product reviews) that extract structured fields from unstructured SERP markup. Handles schema variations across search engines and result types.","intents":["I need structured JSON results instead of parsing HTML myself","I want consistent field names across different search engines","I need to extract domain-specific fields (e.g., flight prices, hotel ratings) without custom parsing logic"],"best_for":["Applications requiring structured data without custom parsing","Teams without web scraping expertise","High-volume applications where parsing overhead is prohibitive"],"limitations":["Structured schema not documented — field names and types inferred from endpoint naming","Schema may change when search engines update SERP layout — no versioning or deprecation warnings documented","Extraction accuracy depends on search engine consistency — some fields may be missing or malformed","No access to raw HTML for custom parsing — locked into SerpAPI's schema"],"requires":["SerpAPI account","API key","Understanding of expected output schema (not documented)"],"input_types":["standard API request parameters"],"output_types":["JSON with normalized fields (organic_results, knowledge_graph, local_pack, etc.)"],"categories":["data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_14","uri":"capability://tool.use.integration.sdk.based.integration.with.11.language.support.and.mcp.protocol","name":"sdk-based integration with 11 language support and mcp protocol","description":"Provides native SDKs for 11 programming languages (Python, JavaScript, Ruby, Go, PHP, Java, Rust, .NET, Swift, C++, and MCP) that wrap the HTTP API with language-specific abstractions, error handling, and type safety. SDKs handle authentication, request/response serialization, and rate limit management. MCP (Model Context Protocol) integration enables use as a tool within AI agents and LLM applications. Eliminates need for manual HTTP client setup and provides consistent API experience across languages.","intents":["I want to integrate SerpAPI into my Python/JavaScript/Go application without manually building HTTP requests","I need to use SerpAPI as a tool in my AI agent or LLM application via Model Context Protocol","I want type-safe API access with IDE autocomplete and compile-time error checking in my language"],"best_for":["developers building search-integrated applications in multiple languages","AI/LLM application builders using MCP for tool integration","teams standardizing on SerpAPI across polyglot codebases"],"limitations":["SDK maturity and version information not documented; unclear which SDKs are officially maintained vs community-contributed","No SDK documentation links provided; requires visiting GitHub or package managers to find SDK repos","MCP integration details not documented; unclear what SerpAPI capabilities are exposed via MCP protocol","Error handling and retry logic may vary across SDKs; no standardized error handling specification","No async/await support documented for SDKs; unclear if SDKs support concurrent requests or streaming responses"],"requires":["SerpAPI account with API key","Language runtime: Python 3.6+, Node.js 12+, Ruby 2.5+, Go 1.11+, PHP 7.0+, Java 8+, Rust 1.31+, .NET Framework 4.5+, Swift 5.0+, C++11+","SDK installation via package manager (pip, npm, gem, go get, composer, maven, cargo, nuget, cocoapods, etc.)"],"input_types":["API parameters as language-native objects/dictionaries","API key as environment variable or constructor parameter"],"output_types":["Language-native objects/dictionaries with typed fields","MCP tool responses as structured JSON"],"categories":["tool-use-integration","code-generation-editing"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_15","uri":"capability://automation.workflow.captcha.solving.and.anti.bot.evasion.with.transparent.proxy.rotation","name":"captcha solving and anti-bot evasion with transparent proxy rotation","description":"Automatically detects and solves CAPTCHAs encountered during search result scraping, using distributed proxy infrastructure to rotate IPs and evade rate limiting. Handles Google reCAPTCHA, hCaptcha, and other common CAPTCHA types. Transparently retries failed requests with different proxies and CAPTCHA solving services. Eliminates need for developers to implement custom CAPTCHA solving or proxy rotation logic.","intents":["I need to scrape search results without manually solving CAPTCHAs or managing proxy rotation","I want reliable search scraping that automatically handles anti-bot detection and retries","I need to scale search scraping across thousands of queries without hitting rate limits"],"best_for":["large-scale search scraping and data collection projects","SEO tools and rank tracking platforms requiring reliable SERP access","competitive intelligence platforms needing consistent search result availability"],"limitations":["CAPTCHA solving success rate not documented; unclear if all CAPTCHA types are supported","Proxy rotation may introduce latency; no documented response time impact of CAPTCHA solving","CAPTCHA solving may fail for complex or new CAPTCHA variants; no fallback mechanism documented","Transparent retry logic may mask underlying issues; no visibility into CAPTCHA solving attempts or failures","Rate limiting still applies per tier; CAPTCHA solving doesn't increase quota, only prevents blocking"],"requires":["SerpAPI account with active subscription","Network connectivity to SerpAPI endpoints","No additional CAPTCHA solving service credentials required (handled by SerpAPI)"],"input_types":["standard search API requests"],"output_types":["standard search results JSON (same as non-CAPTCHA requests)"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_16","uri":"capability://automation.workflow.rate.limiting.and.quota.management.with.tiered.throughput.control","name":"rate limiting and quota management with tiered throughput control","description":"Enforces per-tier rate limits and monthly search quotas to control API usage and costs. Starter tier: 1,000 searches/month with 200 searches/hour throughput limit. Developer tier: 5,000 searches/month with unspecified throughput. Provides quota tracking and rate limit headers in API responses. Requires distributing searches evenly across hours to avoid hitting hourly throughput limits. Enables cost control and prevents accidental overage charges.","intents":["I need to monitor my API usage and ensure I don't exceed my monthly quota","I want to distribute my searches evenly across the month to avoid hitting hourly rate limits","I need to implement quota-aware request scheduling in my application"],"best_for":["cost-conscious developers building search-integrated applications","teams managing shared API quotas across multiple projects","applications with variable search demand requiring quota planning"],"limitations":["Throughput limit for Developer tier not documented; unclear if it's higher than Starter's 200/hour","No built-in quota management or request queuing; developers must implement their own scheduling","Overage pricing not documented; unclear if searches beyond quota are charged or rejected","No quota reset scheduling or monthly cycle documentation; unclear when quota resets","Rate limit headers may not be returned for all endpoints; no standardized rate limit response format documented"],"requires":["SerpAPI account with active subscription","Awareness of monthly quota and hourly throughput limits for your tier","Request scheduling logic to distribute searches evenly (developer responsibility)"],"input_types":["standard search API requests"],"output_types":["HTTP response headers with rate limit information (X-RateLimit-Remaining, X-RateLimit-Reset, etc.)"],"categories":["automation-workflow","safety-moderation"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_2","uri":"capability://search.retrieval.location.aware.local.business.and.maps.result.retrieval","name":"location-aware local business and maps result retrieval","description":"Specialized endpoints (Google Maps API, Google Local API, Bing Maps API, Yandex Maps API) that extract local business listings, reviews, ratings, directions, photos, and place details from map search results. Supports geographic filtering by coordinates, address, or place name, with automatic geocoding and location disambiguation.","intents":["I need to extract local business listings and reviews for a specific location from multiple map services","I want to build a location-based recommendation engine that aggregates ratings and reviews","I need to monitor competitor locations and review sentiment across map platforms"],"best_for":["local SEO and review aggregation platforms","location-based recommendation engines","multi-location business intelligence and competitor analysis tools","real estate and property research applications"],"limitations":["Review data is point-in-time snapshot; does not capture review history or temporal trends","Photos and media URLs may expire; requires caching strategy","Directions and routing data is simplified; not suitable for real-time navigation (use native Maps APIs instead)","Review sentiment/ratings may lag behind live platform by hours or days"],"requires":["SerpAPI API key","Location data (latitude/longitude or address string)","Geocoding service for address normalization (optional; SerpAPI may provide basic geocoding)"],"input_types":["text (business name or category)","location (address, coordinates, or place name)","optional: radius, result count, language"],"output_types":["JSON with places[] array: name, address, rating, review_count, phone, website, photos[], hours, directions_url"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_3","uri":"capability://search.retrieval.e.commerce.product.search.and.price.monitoring","name":"e-commerce product search and price monitoring","description":"Dedicated endpoints for Amazon, eBay, Walmart, The Home Depot, and Apple App Store that extract product listings, prices, ratings, availability, and seller information. Handles dynamic pricing, inventory status, and promotional pricing by rendering JavaScript-heavy product pages and parsing structured data.","intents":["I need to monitor product prices across multiple e-commerce platforms for price comparison","I want to extract product reviews and ratings from e-commerce sites for sentiment analysis","I need to track product availability and inventory status across retailers"],"best_for":["price comparison and price monitoring tools","e-commerce competitive intelligence platforms","product research and market analysis tools","inventory management and supply chain visibility applications"],"limitations":["Pricing data is point-in-time; does not capture price history or trends (requires separate time-series storage)","Availability status may be stale by minutes; not suitable for real-time inventory sync","Product images and detailed specifications may require additional parsing; not all fields normalized across platforms","Seller information (for multi-seller platforms like Amazon) may be incomplete or anonymized"],"requires":["SerpAPI API key","Product identifier (ASIN, SKU, product name, or URL)","Time-series database for price history tracking (optional but recommended)"],"input_types":["text (product name or search query)","optional: product ID (ASIN, SKU), category filter, sort order"],"output_types":["JSON with products[] array: title, price, currency, rating, review_count, availability, seller, product_url, image_url"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_4","uri":"capability://search.retrieval.news.and.content.aggregation.across.publishers","name":"news and content aggregation across publishers","description":"Endpoints for Google News, Bing News, Yahoo News, and DuckDuckGo News that aggregate news articles, headlines, publication dates, and source attribution. Supports topic filtering, date range filtering, and source ranking by relevance or recency.","intents":["I need to build a news aggregator that pulls headlines from multiple news search engines","I want to monitor news coverage for specific topics or keywords across publishers","I need to extract publication metadata (source, date, author) for news analytics"],"best_for":["news aggregation and curation platforms","media monitoring and PR analytics tools","topic tracking and trend detection applications","financial news and market intelligence platforms"],"limitations":["News results are time-sensitive; older queries may return stale or removed articles","Full article text not provided; only headlines, snippets, and source URLs returned","Author and byline information may be missing or inconsistent across sources","Duplicate detection across sources not performed; consumer must deduplicate"],"requires":["SerpAPI API key","News search query or topic","Optional: date range, source filter, language"],"input_types":["text (news query or topic)","optional: date range, source domain filter, language"],"output_types":["JSON with news[] array: title, snippet, source, link, date, image_url"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_5","uri":"capability://search.retrieval.knowledge.graph.and.semantic.answer.extraction","name":"knowledge graph and semantic answer extraction","description":"Endpoints that extract structured knowledge graph data, answer boxes, and semantic answers from search results. Parses Google's Knowledge Graph panels, featured snippets, and AI-generated answers (Google AI Overview) into structured JSON with entity relationships, definitions, and factual data.","intents":["I need to extract structured facts and definitions from search results for knowledge base population","I want to capture featured snippets and answer boxes for FAQ automation","I need to monitor how search engines answer specific questions for SEO optimization"],"best_for":["knowledge base and FAQ automation tools","semantic search and question-answering systems","SEO tools for featured snippet optimization","fact-checking and information verification platforms"],"limitations":["Knowledge graph data availability varies by query; not all queries return knowledge graph results","Answer box and featured snippet data is point-in-time; may change frequently","Structured data extraction may be incomplete or require post-processing for consistency","AI-generated answers (Google AI Overview) are summaries, not primary sources; attribution may be incomplete"],"requires":["SerpAPI API key","Search query that triggers knowledge graph or answer box results"],"input_types":["text (search query optimized for knowledge graph triggers)"],"output_types":["JSON with knowledge_graph object: title, type, description, attributes[], answer_box object: answer, source, title"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_6","uri":"capability://search.retrieval.vertical.search.result.retrieval.shopping.flights.hotels.jobs","name":"vertical search result retrieval (shopping, flights, hotels, jobs)","description":"Specialized endpoints for vertical search results including Google Shopping, Google Flights, Google Hotels, Google Jobs, and equivalent Bing/Yahoo verticals. Extracts product listings with prices, flight itineraries with fares, hotel availability with rates, and job postings with salary and company data.","intents":["I need to extract flight prices and itineraries from multiple search engines for travel comparison","I want to monitor hotel availability and rates across booking platforms","I need to aggregate job postings from multiple job search engines for recruitment analytics"],"best_for":["travel comparison and booking aggregation platforms","hotel and flight price monitoring tools","job aggregation and recruitment intelligence platforms","vertical search optimization and SEO tools"],"limitations":["Pricing data is volatile and may change within minutes; not suitable for real-time booking","Availability and inventory status may be stale; requires frequent refresh","Job posting data may include duplicates across job boards; deduplication required","Hotel and flight search results require specific parameters (dates, locations); generic queries return limited results"],"requires":["SerpAPI API key","Vertical-specific parameters: flights (origin, destination, date), hotels (location, check-in/out dates), jobs (location, job title)"],"input_types":["structured parameters: origin/destination (flights), location/dates (hotels), job title/location (jobs)"],"output_types":["JSON with vertical-specific arrays: flights[], hotels[], jobs[] containing pricing, availability, and metadata"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_7","uri":"capability://search.retrieval.academic.and.research.content.search","name":"academic and research content search","description":"Endpoints for Google Scholar, Google Patents, and academic paper indexing that extract research papers, citations, author profiles, and patent information. Supports filtering by publication date, citation count, and author, with structured extraction of metadata (DOI, abstract, author affiliations).","intents":["I need to search academic papers and extract citation metadata for research analysis","I want to monitor patent filings and citations for competitive intelligence","I need to build a research paper aggregator with author and citation tracking"],"best_for":["academic research platforms and paper discovery tools","patent monitoring and competitive intelligence services","citation analysis and research impact measurement tools","scientific literature review automation"],"limitations":["Full-text paper content not provided; only metadata and abstracts returned","Citation counts may lag behind live Google Scholar by days or weeks","Author profile data is incomplete; affiliation and publication history may be partial","Patent data availability varies by jurisdiction; US patents more complete than international"],"requires":["SerpAPI API key","Research query (paper title, author name, or patent number)"],"input_types":["text (paper title, author, or patent query)","optional: publication date range, citation count filter"],"output_types":["JSON with papers[] or patents[] array: title, authors[], publication_date, citation_count, abstract, doi, patent_number, filing_date"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_8","uri":"capability://search.retrieval.social.media.and.review.platform.search","name":"social media and review platform search","description":"Endpoints for Yelp, TripAdvisor, Facebook, OpenTable, and other social/review platforms that extract business reviews, ratings, user profiles, and social signals. Handles review pagination, filtering by rating, and extraction of reviewer metadata and review text.","intents":["I need to aggregate reviews from multiple platforms for sentiment analysis","I want to monitor review sentiment and rating trends for reputation management","I need to extract reviewer profiles and review metadata for authenticity analysis"],"best_for":["review aggregation and sentiment analysis platforms","reputation management and review monitoring services","business intelligence and competitive analysis tools","review authenticity and fraud detection systems"],"limitations":["Review data is point-in-time; does not capture review history or deleted reviews","Reviewer profile data may be anonymized or incomplete","Review text extraction may include formatting artifacts or truncation","Rating distributions and aggregates may lag behind live platform by hours"],"requires":["SerpAPI API key","Business name or location identifier"],"input_types":["text (business name or category)","optional: location, rating filter, review count"],"output_types":["JSON with reviews[] array: reviewer_name, rating, review_text, review_date, reviewer_profile_url"],"categories":["search-retrieval","data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__cap_9","uri":"capability://search.retrieval.autocomplete.and.suggestion.retrieval","name":"autocomplete and suggestion retrieval","description":"Endpoints for Google Autocomplete, Google Related Questions, and search engine suggestion APIs that extract search suggestions, related queries, and question suggestions. Used for query expansion, intent detection, and search trend analysis.","intents":["I need to generate search query suggestions for autocomplete UI","I want to extract related questions for FAQ and content planning","I need to analyze search intent and query variations for keyword research"],"best_for":["search UI autocomplete implementations","keyword research and SEO tools","content planning and FAQ generation tools","search intent analysis and query expansion"],"limitations":["Suggestions are based on search volume and trends; may not reflect niche or long-tail queries","Related questions may be incomplete or vary by geographic location","Suggestion data is volatile and changes frequently based on trending topics"],"requires":["SerpAPI API key","Partial search query or topic"],"input_types":["text (partial search query)"],"output_types":["JSON with suggestions[] array: suggestion_text, search_volume (if available)"],"categories":["search-retrieval"],"confidence":0.5,"matches":0,"success_rate":0},{"id":"serpapi__headline","uri":"capability://data.processing.analysis.search.engine.results.scraping.api","name":"search engine results scraping api","description":"SerpAPI is an API designed to scrape search engine results from Google, Bing, Yahoo, and more, providing structured JSON data that includes organic results, knowledge graphs, and local packs, while handling proxies and CAPTCHAs.","intents":["best search engine scraping API","API for scraping Google search results","how to scrape Bing search results","top APIs for search result extraction","API for structured search data"],"best_for":["developers needing search data","businesses analyzing search trends"],"limitations":[],"requires":["API key"],"input_types":["search queries"],"output_types":["structured JSON"],"categories":["data-processing-analysis"],"confidence":0.5,"matches":0,"success_rate":0}],"trust":{"score":58,"verified":false,"data_access_risk":"high","permissions":["SerpAPI API key (obtained via freemium signup)","HTTP client library (curl, requests, axios, etc.)","Minimum 100 requests/month quota (free tier)","SerpAPI API key","Image URL storage and caching strategy (URLs expire)","Minimum quota for image-specific endpoints","Acceptance of per-request pricing model for proxy/CAPTCHA overhead","Location parameter: country code, region, city, or coordinates","Search query that returns results with embedded structured data","SerpAPI account"],"failure_modes":["Results reflect point-in-time snapshots; no real-time indexing or freshness guarantees","CAPTCHA solving adds variable latency (typically 2-10 seconds per request when triggered)","Search engine ToS compliance responsibility falls on API consumer; SerpAPI provides infrastructure but not legal indemnification","Proxy rotation may introduce geographic variance in results (different IPs return different localized results)","Image URLs returned may be temporary or CDN-cached; direct linking may fail after 24-48 hours","Metadata extraction (alt text, license) is inconsistent across engines; some engines provide minimal metadata","High-resolution image data not returned; only URLs and thumbnail data provided","CAPTCHA solving adds variable latency (2-10 seconds per request when triggered); not suitable for real-time applications","Proxy rotation may introduce geographic variance in results; same query from different IPs may return different results","Proxy infrastructure cost is passed to consumer via per-request pricing; high-volume usage becomes expensive","builder identity is not verified yet","no observed match outcomes yet"],"rank_breakdown":{"adoption":0.7,"quality":0.9,"ecosystem":0.15000000000000002,"match_graph":0.25,"freshness":0.75,"weights":{"adoption":0.25,"quality":0.25,"ecosystem":0.1,"match_graph":0.28,"freshness":0.12}},"observed_outcomes":{"matches":0,"success_rate":0,"avg_confidence":0,"top_intents":[],"last_matched_at":null},"maintenance":{"status":"active","updated_at":"2026-05-24T12:16:25.061Z","last_scraped_at":null,"last_commit":null},"community":{"stars":null,"forks":null,"weekly_downloads":null,"model_downloads":null,"model_likes":null}},"distribution":{"claim_url":"https://unfragile.ai/submit?claim=serpapi","compare_url":"https://unfragile.ai/compare?artifact=serpapi"}},"signature":"7r3AQ2nugbKp/Xo4elcHNqxoSh51RKlF6LXscQyI3TyZwDiPJo5+LLl7sf4Ijp2TSSBrmHVpJeulFeJiTY3KBg==","signedAt":"2026-06-20T01:03:29.685Z","signedBy":"unfragile.ai","version":1},"_links":{"self":"https://unfragile.ai/api/v1/passport/serpapi","artifact":"https://unfragile.ai/serpapi","verify":"https://unfragile.ai/api/v1/verify?slug=serpapi","publicKey":"https://unfragile.ai/api/v1/trust-passport-public-key","spec":"https://unfragile.ai/trust","schema":"https://unfragile.ai/schema.json","docs":"https://unfragile.ai/docs"}}