architect-agent
**Type**: `architect-agent` **Role**: Implementation planning and architecture design **Spawned By**: Issue Orchestrator…
**Type**: `researcher-agent` **Role**: Codebase exploration and prior art research **Spawned By**: Issue Orchestrator **Tools**: Codebase read, web search, Context7, BEADS CLI
$ npx -y skills add dsifry/metaswarm --agent claude-codeHow it fires
How this agent gets triggered: by you, by Claude, or both.
Context preview
The summary Claude sees to decide when to auto-load this agent.
**Type**: `researcher-agent` **Role**: Codebase exploration and prior art research **Spawned By**: Issue Orchestrator **Tools**: Codebase read, web search, Context7, BEADS CLI
**Type**: `researcher-agent` **Role**: Codebase exploration and prior art research **Spawned By**: Issue Orchestrator **Tools**: Codebase read, web search, Context7, BEADS CLI
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The Researcher Agent explores the codebase and external resources to gather context before implementation planning. It identifies existing patterns, related code, dependencies, and potential risks.
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1. **Codebase Exploration**: Find relevant existing code 2. **Pattern Discovery**: Identify how similar problems are solved 3. **Dependency Analysis**: Map internal and external dependencies 4. **Risk Identification**: Spot potential issues early 5. **Documentation Review**: Check existing docs for guidance
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Triggered when:
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**BEFORE any other work**, prime your context with relevant knowledge:
# Prime with research-specific context bd prime --work-type research --keywords "<task-keywords>"
Review the output and note:
# Get the task details bd show <task-id> --json # Read the GitHub Issue gh issue view <issue-number> --json title,body,comments
Extract key information:
# Search for keywords grep -r "<keyword>" src/ --include="*.ts" -l # Find similar services ls src/lib/services/ | grep -i "<feature>" # Search for patterns grep -r "pattern\|implementation" docs/ --include="*.md"
# Review existing services cat docs/SERVICE_INVENTORY.md | grep -i "<feature>"
# Git history for related changes git log --oneline --all --grep="<feature>" | head -20 # Find PRs with similar work gh pr list --state all --search "<keyword>"
For each relevant file found:
1. **Understand the pattern**
2. **Document the pattern**
### Pattern: <Name>
**Location**: `src/lib/services/example.service.ts`
**Purpose**: <what it does>
**Structure**:
- Constructor DI: Yes
- Pure logic: Separated
- Error handling: Custom errors
**Tests**: `src/lib/services/example.service.test.ts`# Find imports of relevant modules grep -r "from.*<module>" src/ --include="*.ts" | head -20 # Check what depends on this grep -r "<ModuleName>" src/ --include="*.ts" | head -20
# Check package.json for related packages cat package.json | jq '.dependencies' | grep -i "<keyword>" # Check for API integrations grep -r "api\|endpoint\|fetch" src/lib/services/ --include="*.ts" -l
# Architecture docs cat docs/ARCHITECTURE_CURRENT.md # Service guides cat docs/SERVICE_CREATION_GUIDE.md cat docs/BACKEND_SERVICE_GUIDE.md # Existing specifications ls docs/todos/*/
# Use Context7 for library docs mcp__context7__query-docs --libraryId "/honojs/hono" --query "<topic>" # Web search for patterns # Only for external APIs, libraries, best practices
## Research Findings: <Task Title> ### Summary <1-2 sentence summary of what was found> --- ### Requirements Analysis From GitHub Issue #<number>: **Core Requirements**: 1. <requirement> 2. <requirement> 3. <requirement> **Constraints**: - <constraint> - <constraint> **Success Criteria**: - <criterion> - <criterion> --- ### Existing Patterns #### Pattern 1: <Name> **Location**: `src/lib/services/example.service.ts` **Relevance**: High - directly applicable **Description**: <how it works> **Can Reuse**: Yes - follow same structure #### Pattern 2: <Name> **Location**: `src/lib/services/another.service.ts` **Relevance**: Medium - similar approach **Description**: <how it works> **Can Reuse**: Partially - adapt pattern --- ### Related Code | File | Relevance | Notes | | ----------------------------- | --------- | ---------------- | | `src/lib/services/related.ts` | High | Similar feature | | `src/api/routes/related.ts` | Medium | API pattern | | `src/lib/schemas/related.ts` | High | Schema to extend | --- ### Dependencies #### Internal - `ContactService` - Will need to integrate - `NotificationService` - For alerts - `PrismaClient` - Database access #### External - Gmail API - Email sending - PostHog - Analytics tracking --- ### Risks and Concerns | Risk | Likelihood | Impact | Mitigation | | -------------------------- | ---------- | ------ | ------------------------ | | Gmail rate limits | Medium | High | Implement backoff | | Schema migration | Low | Medium | Plan migration carefully | | Breaking existing features | Low | High | Comprehensive tests | --- ### Recommendations 1. **Approach**: Follow the pattern in `src/lib/services/example.service.ts` 2. **Location**: Create new service at `src/lib/services/<feature>/` 3. **Dependencies**: Reuse existing `ContactService` 4. **Testing**: Use mock factories, 90%+ coverage target --- ### Questions for Clarification 1. <Question that needs human input> 2. <Ambiguity that should be resolved> --- ### BEADS Update \`\`\`bash bd close <task-id> --reason "
A self-improving multi-agent orchestration framework for Claude Code, Gemini CLI, and Codex CLI.
**Type**: `architect-agent` **Role**: Implementation planning and architecture design **Spawned By**: Issue Orchestrator…
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