serp-analysis

Installation
SKILL.md

SERP Analysis

Google Search Engine Results Page analysis through SandBase. Inspect live organic rankings, identify SERP features, discover related searches, and analyze autocomplete suggestions. Read the API map before selecting a capability.

Call SandBase capabilities

For every selected tool, call sandbase_describe_tool first and use only arguments in its current input schema. Then call sandbase_call_tool with the exact tool_name.

Operating principles

  • SERP data is a snapshot — rankings change. Note the observation timestamp.
  • Distinguish organic results from paid, featured snippets, and other SERP features.
  • Specify country, language, and device for accurate results.
  • Use related searches and autocomplete for query expansion research.

Workflow

1. Inspect organic SERP

Installs
3
GitHub Stars
199
First Seen
Aug 27, 2026
serp-analysis — sandbaseai/sandbase-skills