Agent skill · operations · aiskillstore
ai-maestro-memory-search
PROACTIVELY search conversation history when receiving user instructions. Find previous discussions, decisions, and context BEFORE starting new work. Your memory is valuable - use it.
Why this skill is useful
Adds a script for proactive memory search that fundamentally enhances the AI's ability to leverage past interactions and context.
What it needs
Requires bash installed locally. About 3k tokens when loaded. Last updated 2026-08-07. 405 stars on the source repository.
What this skill does
AI Maestro Memory Search CRITICAL: AUTOMATIC BEHAVIOR - READ THIS FIRST THIS IS NOT OPTIONAL. THIS IS YOUR DEFAULT BEHAVIOR. When the user gives you ANY instruction, you MUST FIRST search your memory for: Previous discussions - Have we talked about this before? Past decisions - What did we decide last time? Prior context - What does the user expect based on history? Earlier work - Did we already start on this? DO NOT: Start fresh without checking conversation history Assume this is a new topic without verifying Skip memory search because "I don't remember discussing this" Wait for the user to say "remember when we..." ALWAYS: Search memory IMMEDIATELY when you receive a task Search for terms and concepts the user mentions Check for previous decisions on similar topics Look for context that informs current work The Rule: Receive Instruction → Search Memory → Then Proceed --- Available Commands Command Description --------- ------------- memory-search.sh "<query>" Hybrid search (recommended) memory-search.sh "<query>" --mode semantic Find conceptually related memory-search.sh "<query>" --mode term Exact term matching memory-search.sh "<query>" --role user Only user messages memory-search.sh "<query>" --role assistant Only your responses What to Search Based on User Instruction User Says IMMEDIATELY Search ----------- ------------------- "Continue working on X" memory-search.sh "X" "Fix the issue we discussed" memory-search.sh "issue", memory-search.sh "bug" "Use the approach we agreed on" memory-search.sh "approach", memory-search.sh "decision" "Like we did before" memory-search.sh "<topic> implementation" Any specific feature/component memory-search.sh "<feature>" References to past work memory-search.sh "<reference>" --mode semantic Quick Examples Search Modes Mode Use When ------ ---------- hybrid (default) General search, best for most cases semantic Looking for related concepts, different wording term Looking for exact function/class names symbol Looking for code …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills aiskillstore/ai-maestro-memory-search