enrich

Create and update person and company profiles with compiled truth, timelines, and cross-links across knowledge graphs.

1|Updated May 12, 2026
One-click install
npx skills add https://github.com/ltdrew/Agent-brain-2 --skill enrich-ltdrew
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: enrich
Source: https://github.com/ltdrew/Agent-brain-2/tree/main/skills/enrich
Command: npx skills add https://github.com/ltdrew/Agent-brain-2 --skill enrich-ltdrew

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates the enrichment of brain pages by creating and updating person and company profiles with compiled truth, timelines, and cross-links, reducing manual curation and ensuring consistent memory.

Core Features & Use Cases

  • Tiered enrichment: Tier 1 (full), Tier 2 (medium), Tier 3 (minimal) based on notability
  • Backlinking and cross-referencing: ensures every mention is linked both ways
  • Timeline management: adds and updates dated entries with sources
  • Provenance and citations: stores raw data and citations for audit

Quick Start

Enrich a newly mentioned entity by creating a full brain page with compiled truth, timeline, and bidirectional links.

Frequently Asked Questions about enrich

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

FAQPage Schema
How do I automatically enrich knowledge graph profiles with timelines and backlinks?

To enrich knowledge graph profiles automatically, this skill creates and updates person and company pages with compiled truth, cross-references, and bidirectional backlinks. It appends structured, dated timeline entries with citations to ensure consistent memory.

What is tiered enrichment for entity profiles and when do I need it?

Tiered enrichment scales profile detail by notability: Tier 1 provides full profiles, Tier 2 is medium, and Tier 3 is minimal. You need tiered enrichment to allocate curation effort efficiently across a knowledge graph without over-investing in low-notability entities.

How do I maintain backlink integrity when updating entity mentions in a knowledge graph?

To maintain backlink integrity during entity updates, the skill ensures every mention is linked bidirectionally across the knowledge graph. It avoids duplicative writes and stubs by cross-referencing existing profiles and updating compiled truth.

Can I store raw provenance data and citations when adding timeline entries to brain pages?

Yes, you can store raw provenance data and citations when appending timeline entries. The skill meets citation standards by saving raw source data alongside structured, dated timeline entries for auditability.

Does this knowledge graph enrichment approach handle new mentions and existing profile updates?

Yes, the enrichment approach handles both new mentions and existing profile updates. It applies tiered enrichment levels across the knowledge graph to create full pages for new entities and append timeline data for existing ones.

What are the limitations of automating brain page enrichment for entity profiles?

The main limitation is avoiding stubs and duplicative writes. The skill prevents incomplete stub profiles and redundant data entries by enforcing compiled truth, citation standards, and bidirectional backlinking during automated profile updates.