semantic-search-reader
Executes semantic content search operations (search, find-similar, list-projects). Searches across all text content (code, documentation, markdown, configs) in the semantic index. Returns ranked results with natural language explanations.
$ npx -y skills add ahmedibrahim085/Claude-Multi-Agent-Research-System-Skill --agent claude-codeShips with claude-multi-agent-research-system-skill. Installing the plugin gets this agent.
How it fires
How this agent gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.
- You can call itInvoke it directly when you want it.
Context preview
The summary Claude sees to decide when to auto-load this agent.
Executes semantic content search operations (search, find-similar, list-projects). Searches across all text content (code, documentation, markdown, configs) in the semantic index. Returns ranked results with natural language explanations.
Orchestrated multi-agent research with architectural enforcement, parallel execution, and comprehensive audit trails.
Other agents on claude-multi-agent-research-system-skill.
- report-writer
Synthesize multiple research notes into comprehensive, well-structured reports with cross-references and insights
Open agent - researcher
Research a specific subtopic using web search, gathering authoritative sources, statistics, and expert insights
Open agent - semantic-search-indexer
Executes semantic index management operations (index, incremental-reindex, status). Creates, updates, and inspects semantic content indices for all text content (code, documentation, markdown, configs) with progress reporting.
Open agent - spec-analyst
Requirements analyst and project scoping expert. Specializes in eliciting comprehensive requirements, creating user stories with acceptance criteria, and generating project briefs. Works with stakeholders to clarify needs and document functional/non-functional requirements in
Open agent - spec-architect
System architect specializing in technical design and architecture. Creates comprehensive system designs, technology stack recommendations, API specifications, and data models. Ensures scalability, security, and maintainability while aligning with business requirements.
Open agent - spec-planner
Implementation planning specialist that breaks down architectural designs into actionable tasks. Creates detailed task lists, estimates complexity, defines implementation order, and plans comprehensive testing strategies. Bridges the gap between design and development.
Open agent