liku-orchestrator

majiayu000's avatarfrom majiayu000

Path-grounded multi-agent orchestration using the Liku directory hierarchy (skills.xml inheritance, todo.md + LikuErrors.md audit trail, SQLite memory). Use when you need to initialize Liku, generate an agent bundle for a specific Liku/* residence path, or expose Liku as an MCP server for Gemini-CLI, Claude Code, Copilot-CLI, or ChatGPT Codex.

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When & Why to Use This Skill

Liku Orchestrator is a path-grounded multi-agent orchestration framework that manages agent identities and states through a structured directory hierarchy. It enables seamless skill inheritance via XML, persistent memory using SQLite, and provides a standardized MCP server interface to connect local agent logic with major LLM clients like Claude Code, Gemini-CLI, and ChatGPT Codex.

Use Cases

  • Initializing a structured multi-agent environment using the Liku directory hierarchy to maintain a canonical source of truth for agent states.
  • Exposing local development tools and specialized agent skills to Claude Code or Copilot-CLI via the Model Context Protocol (MCP).
  • Managing complex, long-running tasks with automated audit trails using todo.md for progress tracking and LikuErrors.md for failure analysis.
  • Generating isolated agent bundles for specific residence paths to ensure strict scope control and hierarchical skill inheritance.
nameliku-orchestrator
descriptionPath-grounded multi-agent orchestration using the Liku directory hierarchy (skills.xml inheritance, todo.md + LikuErrors.md audit trail, SQLite memory). Use when you need to initialize Liku, generate an agent bundle for a specific Liku/* residence path, or expose Liku as an MCP server for Gemini-CLI, Claude Code, Copilot-CLI, or ChatGPT Codex.

Liku Orchestrator

What to do

  • Treat Liku/ as the canonical source of truth for agent identity, scope, and state.
  • Load skills by inheriting skills.xml from the agent residence directory up to Liku/.
  • Mirror progress to todo.md; mirror failures to LikuErrors.md.

Quick start (repo-local)

  • Initialize: run liku init
  • Start MCP server (stdio): run liku-mcp
  • Generate a bundle for a residence path:
    • Call MCP tool liku.invoke with agentResidence like Liku/specialist/ts and a JSON task.

Notes

  • If an action would require root-only privilege, return an escalation request as structured output; do not assume interactive consent unless the client supports it.