Registry

Central registry of agents, skills, subagents, instructions, tools, and MCP servers

The platform/registry/ directory is the single source of truth for all platform knowledge. It is indexed into platform/catalog.duckdb by ae-platform index.

Structure

platform/registry/
├── agents/          # agent.yaml + prompt.md per agent
├── skills/          # SKILL.md hierarchy (Claude-Code native shape)
├── subagents/       # subagent.yaml per task subagent
├── instructions/    # Jinja2 templates by domain
│   ├── ocr/
│   ├── entities/
│   ├── classification/
│   ├── figures/
│   ├── transcription/
│   ├── translation/
│   ├── analysis/
│   ├── shared/
│   └── inqua/
├── tools/           # tool.yaml per standalone tool
├── mcp/             # mcp.yaml per MCP server
└── rules/           # .mdc rule files (synced to ~/.cursor/rules/)

Rebuilding the catalog

cd ~/ai-mac-studio/platform
python3.14 cli/index.py

Or via CLI:

ae-platform index

Live registry browser

Visit /admin/registry for a searchable browser with counts per category.

MCP orchestra

All downstream MCP servers are proxied through ai-platform-mcp. See MCP Orchestra for details.