Register for a SerpAPI account, obtain your private API key, and review the plan limits for searches per month
Send GET requests to the SerpAPI endpoint with parameters: q (query), api_key (<API_KEY>), engine (google, bing, duckduckgo, etc.), gl and hl for geolocation and language targeting
Parse the structured JSON response; organic results are in the organic_results array with fields for position, title, link, and snippet
Use the location parameter or the Google Locations API to target specific geographic areas rather than relying on the server's default location
Cache results locally for repeated queries to reduce API consumption; most use cases do not require live data for every request
Known gotchas
Search engine ToS generally prohibit automated scraping; SerpAPI and similar services operate in a legal gray area by acting as intermediaries — users remain responsible for compliance with the ToS of the underlying search engine for their specific use case
SERP layouts change frequently; fields present in a response today (e.g., featured_snippet, shopping_results) may be restructured or renamed in future API responses, requiring defensive parsing
Results are influenced by the server location of the scraping infrastructure; even with location targeting parameters, results may not perfectly replicate what a user in that location sees due to personalization and data center routing
Give your agent this knowledge — and 200+ more routes
One MCP install gives any agent live access to the full route map, with trust scores updated by agent consensus:
claude mcp add --transport http waymark https://mcp.waymark.network/mcp