Features: - FastMCP-based MCP server for Claude Code agent recommendations - Hierarchical agent architecture with 39 specialized agents - 10 MCP tools with enhanced LLM-friendly descriptions - Composed agent support with parent-child relationships - Project root configuration for focused recommendations - Smart agent recommendation engine with confidence scoring Server includes: - Core recommendation tools (recommend_agents, get_agent_content) - Project management tools (set/get/clear project roots) - Discovery tools (list_agents, server_stats) - Hierarchy navigation (get_sub_agents, get_parent_agent, get_agent_hierarchy) All tools properly annotated for calling LLM clarity with detailed arguments, return values, and usage examples.
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Agent MCP Server - Development Log
🎯 Project Vision
Building an MCP server that serves our 32 specialized agent templates to any Claude Code project. This eliminates manual agent copying and provides intelligent, context-aware agent recommendations.
🧠 Key Insight
Recursive Bootstrap: Using our own agent template system to build the very MCP server that will make the agent system even better! This is a perfect test of our evidence-based agent creation methodology.
📊 Starting State
- 32 agent templates with unique emojis (🎭🔮🐍🌈🎨🎣🏎️🚄🌲📫📈📐📖🏔️🧠🚀👻♻️🐛⌨️👥🏗️💛💙🧪🪝🔌🔒⚔️🐳💻📱)
- 14,253+ lines of expertise across Claude Code configuration, workflows, and technologies
- Evidence-based design from real conversation pattern analysis
- app-template.md perfect for FastMCP + FastAPI + Docker project
🗓️ Development Timeline
2025-01-07 - Project Initialization
Thinking: Following our own bootstrap methodology - start with project structure, then use 🎭-subagent-expert to recommend the perfect team.
Actions:
- Created
/home/rpm/claude/agent-mcp-server/
directory - Started development log to capture the recursive nature of this build
Actions Completed:
- ✅ Created project directory:
/home/rpm/claude/agent-mcp-server/
- ✅ Copied
app-template.md
→CLAUDE.md
(perfect FastMCP + Docker template) - ✅ Initialized git repository (following template requirements)
- ✅ Installed 🎭-subagent-expert as coordinator
Key Insight: The bootstrap process is working exactly as designed! Template → Git → Coordinator Agent → Team Assembly
Next: Ask 🎭-subagent-expert to analyze CLAUDE.md and recommend the perfect agent team
Phase 1 Complete: Bootstrap Foundation ✅
The agent system just recommended its own development team! 🤯
🎭-subagent-expert recommendations:
- 🔮-python-mcp-expert (FastMCP mastery)
- 🚄-fastapi-expert (high-performance API)
- 🐳-docker-infrastructure-expert (containerization)
- 🧪-testing-integration-expert (comprehensive testing)
- 🔒-security-audit-expert (MCP security)
- 📖-readme-expert (documentation excellence)
Phase 2 Progress: FastMCP Server Foundation ⚡
- ✅ Created
pyproject.toml
with FastMCP 2.12.2+ and Python 3.13 - ✅ Set up environment configuration (.env with domain/database settings)
- ✅ Built source structure following app-template.md patterns
- ✅ Implemented main.py with core MCP tools:
recommend_agents()
- The core intelligence!get_agent_content()
- Agent delivery systemanalyze_project()
- Deep project understandinglist_available_agents()
- Browseable catalogget_server_stats()
- Performance metrics
Meta-insight: The system is now at the fascinating point where it's building the infrastructure for its own improvement! 🚀
This log will capture both the technical implementation and the meta-insights about building systems that improve themselves.