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memory-search

The memory-search skill queries conversation history and semantic memory using hybrid, semantic, term, or symbol matching to recall previous discussions, decisions, and context across sessions. Use it when users explicitly request to search memory or recall past conversations, or proactively before starting work to gather relevant prior context from the AI Maestro platform.

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git clone --depth 1 https://github.com/davila7/claude-code-templates /tmp/memory-search && cp -r /tmp/memory-search/cli-tool/components/skills/ai-maestro/memory-search ~/.claude/skills/memory-search
Después abre una sesión nueva de Claude Code; el skill carga automáticamente.

SKILL.md

# AI Maestro Memory Search

Search your conversation history using semantic, keyword, and symbol matching. Recall past decisions, discussions, and context across sessions. Part of the [AI Maestro](https://github.com/23blocks-OS/ai-maestro) suite.

## Prerequisites

Requires [AI Maestro](https://github.com/23blocks-OS/ai-maestro) running locally. Memory indexing uses CozoDB for vector search.

```bash
# Install memory tools
git clone https://github.com/23blocks-OS/ai-maestro-plugins.git
cd ai-maestro-plugins && ./install-memory-tools.sh
```

## Core Behavior

Before starting any task, search memory for relevant context:

```
Receive instruction -> Search memory -> Then proceed
```

## 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 text matching |
| `memory-search.sh "<query>" --mode symbol` | Code symbol matching |
| `memory-search.sh "<query>" --role user` | Only user messages |
| `memory-search.sh "<query>" --role assistant` | Only assistant messages |

## Search Modes

| Mode | Best For |
|------|----------|
| `hybrid` (default) | General search, most cases |
| `semantic` | Related concepts, different wording |
| `term` | Exact function/class names |
| `symbol` | Code identifiers across contexts |

## Usage Examples

```bash
# User asks to continue previous work
memory-search.sh "authentication"

# Find a specific component discussion
memory-search.sh "PaymentService" --mode term

# Find related design discussions
memory-search.sh "error handling patterns" --mode semantic

# Find code symbol references
memory-search.sh "processPayment" --mode symbol
```

## Combining with Other Skills

For complete context, pair with docs-search and graph-query:
```bash
memory-search.sh "feature"       # What did we discuss?
docs-search.sh "feature"         # What do docs say?
graph-describe.sh ComponentName  # What is the structure?
```

## Full AI Maestro Experience

This skill is part of the [AI Maestro](https://github.com/23blocks-OS/ai-maestro) platform, which provides **6 skills** for AI agent orchestration: messaging, memory, docs, graph, planning, and agent management.
agent-expertSubagent

Use this agent when creating specialized Claude Code agents for the claude-code-templates components system. Specializes in agent design, prompt engineering, domain expertise modeling, and agent best practices. Examples: <example>Context: User wants to create a new specialized agent. user: 'I need to create an agent that specializes in React performance optimization' assistant: 'I'll use the agent-expert agent to create a comprehensive React performance agent with proper domain expertise and practical examples' <commentary>Since the user needs to create a specialized agent, use the agent-expert agent for proper agent structure and implementation.</commentary></example> <example>Context: User needs help with agent prompt design. user: 'How do I create an agent that can handle both frontend and backend security?' assistant: 'Let me use the agent-expert agent to design a full-stack security agent with proper domain boundaries and expertise areas' <commentary>The user needs agent development help, so use the agent-expert agent.</commentary></example>

blog-writerSubagent

Use this agent to create blog articles for aitmpl.com from Claude Code Templates components. Reads the component, asks the user to confirm details, generates SVG cover, HTML article, and updates blog-articles.json. Examples: <example>Context: User wants a blog for a component. user: 'Create a blog article for cli-tool/components/hooks/security/secret-scanner.json' assistant: 'I'll use the blog-writer agent to create the full blog article with cover image and proper structure' <commentary>The user wants a blog article from a component, use blog-writer for the full pipeline.</commentary></example>

build-checkerSubagent

Runs pre-deploy build checks on the dashboard. Validates Astro build, checks for common esbuild/JSX issues, verifies API endpoints compile, and reports errors with fixes. Use before merging PRs that touch dashboard/.

catalog-generatorSubagent

Regenerates the component catalog (docs/components.json) by running the Python script. Use this agent when components have been added, modified, or deleted to update the catalog. Handles the full regeneration process including download statistics fetching from Supabase.

cli-ui-designerSubagent

CLI interface design specialist. Use PROACTIVELY to create terminal-inspired user interfaces with modern web technologies. Expert in CLI aesthetics, terminal themes, and command-line UX patterns.

command-expertSubagent

Use this agent when creating CLI commands for the claude-code-templates components system. Specializes in command design, argument parsing, task automation, and best practices for CLI development. Examples: <example>Context: User wants to create a new CLI command. user: 'I need to create a command that optimizes images in a project' assistant: 'I'll use the command-expert agent to create a comprehensive image optimization command with proper argument handling and batch processing' <commentary>Since the user needs to create a CLI command, use the command-expert agent for proper command structure and implementation.</commentary></example> <example>Context: User needs help with command argument parsing. user: 'How do I create a command that accepts multiple file patterns?' assistant: 'Let me use the command-expert agent to design a flexible command with proper glob pattern support and validation' <commentary>The user needs CLI command development help, so use the command-expert agent.</commentary></example>

component-improverSubagent

Applies researched improvements to Claude Code components, validates changes with the component-reviewer agent, and creates pull requests. The only agent that modifies files and creates PRs.

component-migratorSubagent

Migrates components (agents, commands, skills, hooks, settings, MCPs) from external GitHub repositories to claude-code-templates, validates them with component-reviewer, and regenerates the catalog