web-researcher

Search the web via Serper API and generate structured study reports.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/jihwan97-hash/jino-memory --skill web-researcher-jihwan97-hash
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: web-researcher
Source: https://github.com/jihwan97-hash/jino-memory/tree/main/skills/web-researcher
Command: npx skills add https://github.com/jihwan97-hash/jino-memory --skill web-researcher-jihwan97-hash

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) components.

What problem does it solve?

Web search (Serper API) and autonomous study sessions to gather, summarize, and organize knowledge from the web for quick recall and decision support.

Core Features & Use Cases

  • Web search via Serper API to retrieve relevant results across topics.
  • Autonomous study sessions that read, summarize, and persist insights into memory for later recall.
  • Predefined topics (topics.default.json) used to guide research and learning workflows.

Quick Start

Ask it to search for a topic and generate a concise study report.

Frequently Asked Questions about web-researcher

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate web search and summarize information for research?

Automated web research uses the Serper API to retrieve search results, extract content from top pages, and generate structured summaries. This Skill conducts autonomous study sessions to produce concise insights for memory storage.

What is an autonomous study session for knowledge summarization?

An autonomous study session is a workflow where the system reads, summarizes, and persists web insights into memory. It uses predefined topics to guide research and produces structured outputs for later recall and decision support.

Do I need a Serper API key to perform web search and information retrieval?

Yes, a Serper API key is required to perform web search and information retrieval. The key enables the system to handle result retrieval, content extraction for top results, and optional knowledge-graph integration.

Can I use predefined topics to guide web research workflows?

Yes, you can use predefined topics from a default configuration file to guide web research workflows. These topics direct the autonomous study sessions and information retrieval processes to generate targeted insights.

How do I store summarized web insights for later recall?

Store summarized web insights by returning the structured outputs from the study session into memory storage. The system processes search results and knowledge-graph data to persist organized knowledge for decision support.

Does web research with knowledge-graph integration improve search result accuracy?

Knowledge-graph integration enhances web research by adding structured data relationships to the standard search results. This optional feature supplements the extracted content from top results to provide deeper context for summaries.