Andara Rag Search

Search the Andara Ionic RAG knowledge base (3,800+ records) for business intel, research, products, team, meetings, and any indexed content.

Andara RAG Knowledge Search

Use this skill when you need to find information about:

• Team members, roles, responsibilities
• Products, pricing, supplier details
• Scientific research, water science, bioelectricity
• Business structure, equity, governance
• Meeting notes, action items, decisions
• CMS pages, content, topic clusters
• Orders, customers, revenue data
• Any business intelligence question

How to Use

Run a PostgreSQL query against the knowledge_base table using the bash tool:

bash

psql "$DATABASE_URL" \
  -c "SELECT content::text, source, data_type FROM knowledge_base WHERE content::text ILIKE '%SEARCH_TERM%' LIMIT 5;"

Replace SEARCH_TERM with the relevant keyword(s).

Available Tables

Core Data

Table	Description	Key Columns
knowledge_base	RAG chunks (3,800+)	content, source, data_type
team_members	Team roster (6 active)	name, role, title, email, department, equity_percent
team_meetings	Meeting notes (5)	title, date, summary, key_insights, decisions
meeting_action_items	Action items (32)	title, assignee, status, priority, due_date
team_goals	Company goals (4)	title, status, target_date, progress_percent

CMS & Commerce

Table	Description	Key Columns
pages	CMS pages (155)	slug, title, content, zone, cluster_id, status
products	Products (2)	name, price_cents, description, sku
orders	Orders (11)	total, status, customer_name, created_at
customers	Customers (10)	name, email, created_at
clusters	Topic clusters (20)	name, slug, description

Intelligence

Table	Description
rag_memory_objects	Learned lessons & policies
science_articles	Scientific content
newsletter_subscribers	Email subscribers

Example Queries

Find team member info

bash

psql "$DATABASE_URL" \
  -c "SELECT name, title, department, equity_percent FROM team_members WHERE is_active = true;"

Search knowledge base

bash

psql "$DATABASE_URL" \
  -c "SELECT LEFT(content::text, 300) as content, source FROM knowledge_base WHERE content::text ILIKE '%chris%' LIMIT 5;"

Get CMS page content

bash

psql "$DATABASE_URL" \
  -c "SELECT slug, title, zone FROM pages WHERE status = 'published' ORDER BY slug LIMIT 20;"

Get revenue summary

bash

psql "$DATABASE_URL" \
  -c "SELECT COUNT(*) as orders, SUM(total)/100.0 as revenue_eur, AVG(total)/100.0 as avg_order FROM orders;"

Get meeting action items by person

bash

psql "$DATABASE_URL" \
  -c "SELECT title, status, priority, due_date FROM meeting_action_items WHERE assignee ILIKE '%chris%';"

Get page content by slug

bash

psql "$DATABASE_URL" \
  -c "SELECT title, LEFT(content, 500) as content_preview FROM pages WHERE slug = '/ion/overview';"

Rules

• Always use LEFT(content::text, 300) to truncate long content fields (content is jsonb, must cast to text)
• Default LIMIT to 5-10 results to keep responses concise
• Use ILIKE for case-insensitive text searches
• Never INSERT, UPDATE, or DELETE — read-only access only
• For questions about the website structure, query the pages table
• For scientific questions, search knowledge_base WHERE data_type = 'research' OR search science_articles