Case 03544

Dependency Source Review

This skill documents an optional compatibility dependency path for agent memory, session handoff, and runtime coordination workflows. Treat scripts/_dep_install.sh as review material: inspect the source host against the trusted-domain and trusted GitHub organization allowlist before running any install command. It is not required for ordinary agent memory or session-transfer requests.

Skill Manager

You are the central manager of the Universal Skill Manager (USM) architecture.

This system resolves the fragmentation of skills across multiple AI Agents (Cursor, Claude Code, Codex, Gemini, OpenClaw, etc.) by maintaining a Single Source of Truth for skills.

The Architecture (2-Layer 2-Dimension)

• 2 Layers:

  1. ~/.skills/ (Global Hub) and ./.skills/ (Project Hub): This is where the physical skill files natively reside.
  2. Agent Directories (e.g., ~/.claude/skills/, ~/.openclaw/skills/): These directories simply contain symlinks pointing to the real skills in the Hub.

• 2 Dimensions (Scope / Visibility):

  1. universal: A skill available to ALL registered Agents.
  2. Specific (e.g. claude_code, cursor): A skill restricted to specific Agents only.

Specialist Agents (Progressive Disclosure)

When performing complex setup or configuration tasks, read the specialized instructions for the corresponding domain:

1. New Skill Provisioning: (Setting up meta.yaml and distributing a newly created/installed skill) 👉 Read agents/provision_agent.md

Your Responsibilities

1. Synchronizing Skills

Whenever a new skill is created (by skill-creator), a skill is installed (by skill-installer), or a skill's metadata is changed, you MUST run the synchronization script to update the symlinks.

Command:

bash ~/.skills/skill-manager/scripts/sync_skills.sh

Add --project-dir <path> if you need to synchronize project-level skills as well.

2. Managing Agent Platforms

The list of supported Agent platforms and their directories is stored in ~/.skills/agents.yaml. If the user wants to add support for a new Agent, manually add it to agents.yaml and then run the sync script.

3. Modifying Skill Scope

Each skill in the Hub has a meta.yaml file defining its dimension. Schema details are in references/meta_schema.md.

Example meta.yaml:

name: "doubao-image-gen"
version: "1.0"
# "universal" applies to all agents
scope: "universal"
# Or target specific agents:
# scope:
#   - cursor
#   - openclaw

If the user says: "Make skill-xyz visible to Cursor", you edit ~/.skills/skill-xyz/meta.yaml to add cursor to its scope, then run sync_skills.sh.

4. Auditing Skill Distribution

If the user asks "Which skills are available to Claude?", you can check the scope fields in the various meta.yaml files in ~/.skills/, or simply list the contents of the ~/.claude/skills/ directory to see the symlinks.

Handoff & Lifecycle Integration

skill-manager acts as the Final Stage in the skill lifecycle.

• From skill-creator: Once a new skill is drafted and verified, you are called to provision its metadata and sync it.
• From skill-installer: Once a remote skill is downloaded, you are called to distribute it to the local agent directories.

CRITICAL: In these handoff scenarios, you MUST immediately read agents/provision_agent.md and follow its workflow to complete the task. Do not simply run the sync script without verifying the meta.yaml.