{"id":"serpstatglobal-serpstat-mcp-server-java","name":"serpstat-mcp-server-java","af_score":54.2,"security_score":56.5,"reliability_score":15.0,"what_it_does":"A Java MCP (Model Context Protocol) server that wraps the Serpstat Public API to provide SEO analysis tools (domain info, keywords, competitors, backlinks, related keywords, and API usage stats) to MCP clients such as Claude Desktop. It is configured via an API token provided as an environment variable and runs as a local proxy/listening MCP server process.","best_when":"You want to integrate Serpstat SEO capabilities into an MCP-capable AI assistant running locally, and you can supply a Serpstat API token via environment variables.","avoid_when":"You need strong, explicit documentation for rate limits, pagination, and retry/idempotency behavior for each MCP method; or you cannot manage running an external local process (JAR) securely on your machine.","last_evaluated":"2026-04-04T19:50:00.375341+00:00","has_mcp":true,"has_api":false,"auth_methods":["Serpstat API token via environment variable SERPSTAT_API_TOKEN"],"has_free_tier":false,"known_gotchas":["Alpha status (v0.0.2) suggests potential breaking behavior or incomplete tool coverage.","Certain tools have minimum credit charges even when results are empty (keyword_competitors and get_related_keywords mention minimum charge of 1 credit per request).","Rate limit and retry/backoff behavior is not documented in the README; agents may need conservative request pacing to avoid credit exhaustion or throttling."],"error_quality":null}