learn

Search the web, convert pages to Markdown, and ingest provenance-enriched knowledge.

Updated Apr 29, 2026

Search Tags:#markdown #research #provenance #inbox #pipeline #web-search #seed

Ready to run

npx skills add https://github.com/MantisWare/BizForge --skill learn-mantisware

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: learn
Source: https://github.com/MantisWare/BizForge/tree/main/library/skills/learning/learn
Command: npx skills add https://github.com/MantisWare/BizForge --skill learn-mantisware

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Acquire external knowledge via web search and ingest into a provenance-aware knowledge pipeline, enabling structured, trackable insights for teams.

Core Features & Use Cases

Web search and relevance evaluation to identify high-quality sources.
Fetch, convert to clean Markdown, and annotate with provenance metadata (source URL, date, author).
Seed into /seed for inbox processing with optional routing into /pipeline; generates summarized briefs for knowledge bases.

Quick Start

Ask /learn to research a topic and route results through /pipeline or /seed for processing.

Frequently Asked Questions about learn

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

FAQPage Schema

How do I capture web research into a provenance-rich knowledge base?▼

Capturing web research into a provenance-rich knowledge base requires automated web searching and ingestion that annotates clean Markdown with source URLs, dates, and authors. This Skill evaluates search relevance and fetches high-quality sources to build verifiable insights.

How does provenance-enriched ingestion work for onboarding new research topics?▼

Provenance-enriched ingestion for new research topics works by fetching web sources, converting HTML to clean Markdown, and annotating the content with metadata like source URL, date, and author. It evaluates search relevance to identify high-quality sources for structured knowledge capture.

What is the best way to automate external knowledge capture for competitive analysis?▼

Automating external knowledge capture for competitive analysis is best handled by routing web search results through a structured pipeline. This Skill fetches relevant sources, converts them to provenance-annotated Markdown, and generates summarized briefs for your team's knowledge base.

Do I need web search and HTML-to-Markdown conversion to use this research pipeline?▼

Yes, web search capability and HTML-to-Markdown conversion are required prerequisites for this research pipeline. The Skill depends on these functions to fetch external sources, evaluate relevance, and convert web pages into clean Markdown annotated with provenance metadata.

How do I route ingested web research into my existing inbox processing workflow?▼

Routing ingested web research into inbox processing is done by seeding converted Markdown into the /seed directory. From there, you can optionally route the provenance-annotated content into /pipeline for downstream processing and summarized brief generation.

What limitations exist when using a web search pipeline for verifiable knowledge ingestion?▼

Limitations of using a web search pipeline for verifiable knowledge ingestion include dependence on external web search availability and HTML-to-Markdown conversion accuracy. If source relevance evaluation fails or web pages block fetching, the provenance metadata and resulting knowledge briefs may be incomplete.