--- name: specialagent description: Find the single best specialized agent from the full 160+ agent roster using two-stage LLM domain→agent selection version: 2.0.0 triggers: - /specialagent - find best agent - which agent should i use - best agent for - recommend an agent - pick an agent - what agent - who should handle this - which specialist - what specialist - agent for this task - assign an agent - which swarm agent tools: - Bash --- # /specialagent — Two-Stage LLM Agent Selection Finds the best agent using a lightweight two-stage LLM approach: first pick the domain, then pick the agent within that domain. Only names are passed at each stage — no descriptions, no keyword dumps. ## How It Works ``` Stage 1: Give LLM domain names → LLM picks best domain Stage 2: Give LLM agent names in that domain → LLM picks best agent ``` ## Stage 1: Domain Selection The available domains and their agent counts are: | Domain | Count | |---|---| | development | 20 | | testing | 10 | | security | 6 | | devops | 5 | | data-ai | 5 | | architecture | 6 | | research | 5 | | marketing | 27 | | sales | 8 | | paid-media | 7 | | design | 8 | | product | 5 | | project-management | 6 | | specialized | 26 | | academic | 5 | | support | 6 | **Stage 1 prompt to yourself:** > "Given the task: `` — which single domain from this list best fits: development, testing, security, devops, data-ai, architecture, research, marketing, sales, paid-media, design, product, project-management, specialized, academic, support? Answer with just the domain name." ## Stage 2: Agent Selection Per Domain Once the domain is selected, use only the agent names for that domain: ### development coder, backend-dev, Frontend Developer, mobile-dev, ml-developer, Rapid Prototyper, base-template-generator, LSP/Index Engineer, macOS Spatial/Metal Engineer, Terminal Integration Specialist, Embedded Firmware Engineer, Solidity Smart Contract Engineer, WeChat Mini Program Developer, Feishu Integration Developer, Roblox Systems Scripter, Godot Gameplay Scripter, Unity Architect, Unreal Systems Engineer, visionOS Spatial Engineer ### testing tdd-london-swarm, API Tester, production-validator, Evidence Collector, agent-browser-testing, Accessibility Auditor, Reality Checker, Code Reviewer, code-analyzer, feature-dev:code-reviewer ### security Security Engineer, Compliance Auditor, Blockchain Security Auditor, v1-security-architect, Threat Detection Engineer, Agentic Identity & Trust Architect ### devops DevOps Automator, SRE, cicd-engineer, Incident Response Commander, Git Workflow Master ### data-ai Data Engineer, AI Engineer, Database Optimizer, AI Data Remediation Engineer, Model QA Specialist ### architecture system-architect, Software Architect, Backend Architect, Plan, UX Architect, Workflow Architect ### research Explore, Trend Researcher, Technical Writer, api-docs ### marketing AI Citation Strategist, App Store Optimizer, Baidu SEO Specialist, Bilibili Content Strategist, Carousel Growth Engine, China E-Commerce Operator, Content Creator, Cross-Border E-Commerce Specialist, Developer Advocate, Douyin Strategist, Growth Hacker, Healthcare Marketing Compliance Specialist, Instagram Curator, Kuaishou Strategist, LinkedIn Content Creator, Podcast Strategist, Reddit Community Builder, SEO Specialist, Short-Video Editing Coach, Social Media Strategist, TikTok Strategist, Twitter Engager, WeChat Official Account Manager, Weibo Strategist, Xiaohongshu Specialist, Zhihu Strategist, Livestream Commerce Coach ### sales Account Strategist, Sales Coach, Deal Strategist, Discovery Coach, Outbound Strategist, Pipeline Analyst, Sales Engineer, Proposal Strategist ### paid-media Paid Media Auditor, Ad Creative Strategist, Paid Social Strategist, PPC Campaign Strategist, Programmatic & Display Buyer, Search Query Analyst, Tracking & Measurement Specialist ### design Brand Guardian, Image Prompt Engineer, Inclusive Visuals Specialist, Cultural Intelligence Strategist, Behavioral Nudge Engine, Whimsy Injector, UI Designer, Visual Storyteller ### product Feedback Synthesizer, Product Manager, Sprint Prioritizer, Experiment Tracker, UX Researcher ### project-management Jira Workflow Steward, Project Shepherd, Studio Operations, Studio Producer, Automation Governance Architect, Autonomous Optimization Architect ### specialized Accounts Payable Agent, Agents Orchestrator, Analytics Reporter, Book Co-Author, Corporate Training Designer, Document Generator, Executive Summary Generator, Finance Tracker, French Consulting Market Navigator, Government Digital Presales Consultant, Identity Graph Operator, Infrastructure Maintainer, Korean Business Navigator, Legal Compliance Checker, MCP Builder, Narrative Designer, Private Domain Operator, Recruitment Specialist, Report Distribution Agent, Salesforce Architect, Supply Chain Strategist, Support Responder, Tool Evaluator, ZK Steward, agentic-payments, adaptive-coordinator ### academic Anthropologist, Geographer, Historian, Narratologist, Psychologist ### support Analytics Reporter, Executive Summary Generator, Finance Tracker, Support Responder, Study Abroad Advisor, Trend Researcher **Stage 2 prompt to yourself:** > "Given the task: `` — which single agent from this list is the best fit: ``? Answer with just the agent name." ## Execution Steps 1. Read the user's task 2. **Stage 1**: Internally reason through the domain list → select one domain 3. **Stage 2**: Internally reason through agent names in that domain → select one agent 4. Retrieve that agent's `subagent_type` slug from the mapping below 5. Output the recommendation ## Slug Mapping (agent name → subagent_type) Use this to convert the chosen agent name to a callable slug: ``` coder → coder backend-dev → backend-dev Frontend Developer → Frontend Developer mobile-dev → mobile-dev ml-developer → ml-developer Rapid Prototyper → Rapid Prototyper LSP/Index Engineer → LSP/Index Engineer macOS Spatial/Metal Engineer → macOS Spatial/Metal Engineer Agentic Identity & Trust Architect → Agentic Identity & Trust Architect tdd-london-swarm → tdd-london-swarm API Tester → API Tester production-validator → production-validator Evidence Collector → Evidence Collector agent-browser-testing → agent-browser-testing Accessibility Auditor → Accessibility Auditor Reality Checker → Reality Checker Security Engineer → Security Engineer Compliance Auditor → Compliance Auditor Blockchain Security Auditor → Blockchain Security Auditor DevOps Automator → DevOps Automator SRE → SRE cicd-engineer → cicd-engineer Incident Response Commander → Incident Response Commander Git Workflow Master → Git Workflow Master Data Engineer → Data Engineer AI Engineer → AI Engineer Database Optimizer → Database Optimizer system-architect → system-architect Software Architect → Software Architect Backend Architect → Backend Architect Plan → Plan UX Architect → UX Architect Explore → Explore Trend Researcher → Trend Researcher Technical Writer → Technical Writer api-docs → api-docs Code Reviewer → Code Reviewer code-analyzer → code-analyzer feature-dev:code-reviewer → feature-dev:code-reviewer TikTok Strategist → TikTok Strategist SEO Specialist → SEO Specialist Content Creator → Content Creator LinkedIn Content Creator → LinkedIn Content Creator Growth Hacker → Growth Hacker Product Manager → Product Manager Project Shepherd → Project Shepherd Sales Coach → Sales Coach Deal Strategist → Deal Strategist Legal Compliance Checker → Legal Compliance Checker Finance Tracker → Finance Tracker Support Responder → Support Responder Analytics Reporter → Analytics Reporter Brand Guardian → Brand Guardian UI Designer → UI Designer Anthropologist → Anthropologist Historian → Historian Psychologist → Psychologist ``` (For any agent not listed, use the agent name directly as the slug.) ## Output Format ``` TASK: DOMAIN: RECOMMENDED AGENT: Invoke: Task({ subagent_type: "", prompt: "..." }) ``` Then ask: "Should I spawn this agent now?" ## Rules 1. Only pass names at each stage — no descriptions, no keyword dumps, no scoring tables 2. Pick exactly one domain, then exactly one agent 3. For dev tasks that clearly need a specialized tool (e.g. CI/CD → cicd-engineer, not DevOps Automator), prefer the more specific agent 4. Never recommend a generic role (coder, tester) when a specialized agent in the right domain exists