memory-context-injection

Query a local SQLite memory store and inject relevant past interactions into plugin execution context.

18|7|Updated Mar 11, 2026
One-click install
npx skills add https://github.com/thecloudtips/founder-os --skill memory-context-injection
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: memory-context-injection
Source: https://github.com/thecloudtips/founder-os/tree/main/plugin/skills/infrastructure/context-injection
Command: npx skills add https://github.com/thecloudtips/founder-os --skill memory-context-injection

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill ensures that AI plugins operate with relevant historical context and user preferences, leading to more personalized and effective interactions by automatically injecting learned information before plugin execution.

Core Features & Use Cases

  • Contextual Enrichment: Automatically retrieves and injects relevant memories (facts, preferences, patterns) based on the current input.
  • Personalized Behavior: Adapts plugin actions based on past user interactions and learned business logic.
  • Use Case: When you ask an AI assistant to draft a client email, this Skill might inject a memory stating "Acme Corp prefers concise, bullet-point summaries," ensuring the drafted email adheres to that preference without explicit instruction.

Quick Start

Use the memory context injection skill to automatically load relevant memories before executing the next plugin command.

Frequently Asked Questions about memory-context-injection

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

FAQPage Schema
How do I inject learned context into AI plugin execution automatically?

To inject learned context automatically, this Skill queries a local SQLite memory store for past interactions and preferences, formats the top results, and injects them into the plugin's working context before execution.

What is memory context retrieval for AI personalization?

Memory context retrieval for AI personalization is the process of extracting entities from user input to query past interactions and business facts, ensuring plugin actions adapt based on learned historical data.

How do I enrich AI assistant prompts with historical user preferences?

You enrich AI assistant prompts by retrieving relevant memories and user preferences from a local SQLite store, then formatting and injecting those facts directly into the working context prior to plugin execution.

Can I use a local SQLite database for memory retrieval in AI plugins?

Yes, you can use a local SQLite database for memory retrieval. This Skill performs semantic, company-scoped, and plugin-specific retrieval directly from SQLite to find relevant past interactions and business facts.

Does automated context enrichment work without explicit user instructions?

Automated context enrichment works without explicit instructions by extracting entities from current input, querying past preferences from memory, and proactively injecting those learned rules into the active plugin context.

What are the limitations of using local SQLite for AI memory injection?

A limitation of using local SQLite for AI memory injection is that memory retrieval is restricted to locally stored past interactions and business facts, requiring prior data accumulation to achieve effective contextual enrichment.