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brain-ops

Automate brain knowledge base operations with lookup, read-enrich-write, and back-linking.

Updated Aug 23, 2026
Search Tags:#data enrichment#source attribution#back-linking#brain knowledge base#contextual lookup
One-click install
npx skills add https://github.com/mscully4/franklin --skill brain-ops-mscully4
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: brain-ops
Source: https://github.com/mscully4/franklin/tree/main/.claude/skills/brain-ops
Command: npx skills add https://github.com/mscully4/franklin --skill brain-ops-mscully4

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill addresses the challenge of efficiently managing and updating a brain knowledge base, ensuring accurate and up-to-date information is available for all interactions.

Core Features & Use Cases

  • Brain-First Lookup: Ensures all external API calls are preceded by a brain-first lookup to maintain a live context.
  • Read-Enrich-Write Loop: Automates the process of reading existing information, enriching it with new data, and writing it back to the brain.
  • Source Attribution: Ensures every fact written includes a source citation for transparency and accuracy.
  • Back-Linking: Maintains a robust link structure within the brain to prevent broken references.
  • Structured Graph Updates: Automatically updates the brain's graph with entity references and inferred relationships.
  • Ambient Enrichment: Continuously enriches the brain with new information from user interactions without interrupting the conversation.
  • Output Format: Updates brain pages and enriches responses to ensure high-quality information flow.
  • Use Case: When responding to a question about a company, this Skill ensures that the brain is checked for relevant information before providing an answer.

Quick Start

Use the brain-ops skill to search for information about a company before responding to a query.

Frequently Asked Questions about brain-ops

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

FAQPage Schema
How do I automate knowledge base enrichment with source attribution?▼

Automate knowledge base enrichment by using a read-enrich-write loop that adds new data and writes it back with source attribution. This ensures every fact written includes a citation for transparency and accuracy.

What's the best way to maintain back-links in a brain knowledge base?▼

Maintain back-links in a brain knowledge base by using automated back-linking operations that update the graph with entity references. This prevents broken references and maintains a robust link structure.

How does brain-first lookup work for contextual queries?▼

Brain-first lookup works by checking the brain knowledge base for relevant information before making external API calls. This ensures all interactions maintain a live context and remain contextually accurate.

Can I update my knowledge base graph with inferred relationships automatically?▼

Yes, you can update your knowledge base graph automatically. The process automatically updates the brain's structured graph with entity references and inferred relationships during the read-enrich-write cycle.

Do I need specific tools to enable ambient enrichment in my knowledge base?▼

Yes, ambient enrichment requires search, query, get_page, put_page, add_link, add_timeline_entry, get_backlinks, and sync_brain tools. These tools continuously enrich the brain with new information without interrupting the conversation.

Why does my knowledge base need source citation for every written fact?▼

Your knowledge base needs source citation for every written fact to ensure transparency and accuracy. Source attribution guarantees that all information stored in the brain is verifiable and contextually up-to-date.

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