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compliant-phase

Enrich entities via brain-first lookup and external web_search with exa.api citations.

174|144|Updated Jun 10, 2026
Search Tags:#citations#web-search#knowledge-graph#data-quality#brain-first#entity-enrichment
One-click install
npx skills add https://github.com/inbrainfun/inbrain --skill compliant-phase-inbrainfun
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: compliant-phase
Source: https://github.com/inbrainfun/inbrain/tree/main/test/fixtures/brain-first-skills/compliant-phase
Command: npx skills add https://github.com/inbrainfun/inbrain --skill compliant-phase-inbrainfun

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Enriches entities by prioritizing internal brain knowledge and deferring external lookups until necessary, reducing noise and improving accuracy.

Core Features & Use Cases

  • Phase 1: Brain-First Lookup: check the brain for existing data before web searches.
  • Phase 2: External Enrichment: when the brain is thin, perform web_search and cross-reference with exa.api for citations.
  • Use Case: knowledge-graph or CRM data enrichment, research workflows requiring credible sources.

Quick Start

To begin, provide the entity to enrich and let the system perform a brain-first lookup before invoking external enrichment.

Frequently Asked Questions about compliant-phase

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

FAQPage Schema
How do I enrich entities using internal knowledge before performing a web search?▼

Entity enrichment via a brain-first lookup checks your existing internal knowledge graph before triggering external web searches, reducing noise and improving data accuracy.

What is the best way to add external citations to knowledge graph data enrichment?▼

The best way to add external citations is using a two-phase workflow that cross-references web search results with exa.api, ensuring credible sources for your enriched entities.

Can I use this entity resolution workflow for CRM data pipelines?▼

Yes, you can use this entity resolution workflow for CRM data pipelines and AI assistants, providing contextual enrichment across customer data when internal brain knowledge is thin.

How does the brain-first lookup phase work during entity enrichment?▼

The brain-first lookup phase works by explicitly checking the internal brain for existing entity data first, only proceeding to external enrichment and citation cross-referencing when internal data is insufficient.

Do I need exa.api to perform citation cross-referencing for research workflows?▼

Yes, exa.api is utilized during the external enrichment phase to cross-reference web search results and provide credible citations for research workflows requiring verified sources.

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