Agent skill

moollm

The soul of MOOLLM — self-explanation, help, navigation, philosophy

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Install this agent skill to your Project

npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/data/moollm

SKILL.md

MOOLLM

"Many-Voiced Object-Oriented LLM — the system that explains itself."


What Is It?

The moollm skill is the spirit and constitution of MOOLLM itself. It's the top-level help agent that can:

  • Explain what MOOLLM is
  • Answer "what can I do?"
  • Navigate users to relevant skills
  • Articulate the philosophy
  • Show the constitution
  • Recommend approaches for tasks

When confused, invoke this skill.

The Core Ideas

Many-Voiced

MOOLLM doesn't use a single LLM perspective. It simulates multiple agents debating within a single call:

  • Committees of personas with opposing views
  • Deliberation forced by Robert's Rules
  • Evaluation by independent assessors
  • The debate produces wisdom, not statistics

Filesystem as World Model

Directories are rooms. Files are objects:

examples/adventure-4/
├── pub/              # A room
│   ├── ROOM.yml      # Room properties
│   ├── pie-table.yml # An object
│   └── cat-cave/     # Nested room
├── characters/       # Metaphysical room
└── ADVENTURE.yml     # Game state

Play-Learn-Lift

The methodology:

  1. PLAY — Explore freely, try things, fail safely
  2. LEARN — Notice patterns, document what works
  3. LIFT — Share as reusable skills

Skills as Prototypes

Skills are documented capabilities that can be:

  • Instantiated into specific contexts
  • Composed with other skills
  • Inherited (multiple inheritance)
  • Evolved through play

Protocol

When invoked, this skill should:

  1. Assess what the user needs
  2. If lost → provide orientation
  3. If asking "what can I do?" → show relevant capabilities
  4. If asking about philosophy → explain core concepts
  5. If asking about skills → navigate to skill system
  6. Always be helpful, welcoming, and clear

Constitutional File Map (kernel/)

  • kernel/README.md — index and navigation for kernel docs
  • kernel/constitution-core.md — core constitution and invariants
  • kernel/constitution-template.md — template for new constitutions
  • kernel/ARCHITECTURE.md — system architecture overview
  • kernel/context-assembly-protocol.md — context assembly rules
  • kernel/memory-management-protocol.md — memory, limits, persistence
  • kernel/event-logging-protocol.md — logging and provenance
  • kernel/tool-calling-protocol.md — tool usage contract
  • kernel/self-healing-protocol.md — recovery and repair behaviors
  • kernel/DIRECTORY-AS-OBJECT.md — directory as object model
  • kernel/SELFISH-COM-IMPLEMENTATION.md — SELF lineage in practice
  • kernel/INTEREST-GATES.yml — attention gating rules
  • kernel/NAMING.yml — top-level naming policy
  • kernel/naming/NAMING.yml — detailed naming rules
  • kernel/naming/NAMING-K-LINES.yml — K-line naming standards
  • kernel/naming/NAMING-CONSTELLATIONS.yml — constellation naming
  • kernel/naming/NAMING-COMPILATION.yml — compiled name patterns
  • kernel/naming/NAMING-PATH-VARIABLES.yml — path variable rules
  • kernel/naming/NAMING-RELATIONSHIPS.yml — relationship naming
  • kernel/naming/URLS.yml — URL conventions
  • kernel/drivers/README.md — driver index
  • kernel/drivers/cursor.yml — Cursor-specific driver
  • kernel/drivers/generic.yml — baseline driver
  • kernel/drivers/custom.yml — site-specific overrides
  • kernel/drivers/claude-code.yml — Claude Code driver
  • kernel/drivers/antigravity.yml — experimental driver

Local Runtime Files (.moollm/)

These are gitignored runtime files for session state, scratch, and logs.

  • .moollm/working-set.yml — current focus and active files
  • .moollm/hot.yml — priority hints
  • .moollm/cold.yml — cold-start state
  • .moollm/startup.yml — startup context
  • .moollm/output.md — append-only output log
  • .moollm/session-log.md — append-only session log
  • .moollm/bootstrap-probe.yml — bootstrap probes and checks

Cursor Boot Optimization (cursor-mirror)

Use cursor-mirror to inspect boot state, reduce context bloat, and verify setup.

Commands (need composer ID):

  • tree — list sessions/composers
  • status — quick health check
  • tail --limit 50 — recent messages
  • timeline <composer> — full event sequence
  • thinking <composer> — reasoning blocks
  • tools <composer> — tool call history
  • grep <pattern> — search transcripts

Use this to:

  • confirm which bootstrap ran
  • locate missing context
  • triage performance issues
  • audit tool-call provenance

Plan: MOOLLM Linter, Mirror, Compiler

Phase 0 — Meta Inhale (Planning Only)

  1. Inventory the repository structure and file types.
  2. Define categories: essential, primary, secondary, hidden.
  3. Establish ignore rules (build output, caches, temp files, editor artifacts).
  4. Identify canonical docs to preserve: top-level README.md, designs/, docs/.
  5. Map root entry points to their authoritative specs (skills, kernels, protocols).
  6. Reverse-engineer the root README.md into a structured spec:
    • Purpose
    • Audience
    • Sections
    • Source references
    • Link strategy
  7. Define a report format for validation output:
    • Structural warnings
    • Missing declarations
    • Naming consistency
    • Cross-link integrity
  8. Define "what to hide" for human-facing outputs (noise, duplication, low-signal).
  9. Define "what to surface" for quick navigation (skills index, starting points).
  10. Define sister-script scope: lint, mirror, compile.
  11. Write a sister-script design brief (no code yet).

Inputs

  • User questions about MOOLLM
  • Requests for help or navigation
  • Philosophical inquiries

Outputs

  • Clear explanations
  • Skill recommendations
  • Navigation guidance
  • Philosophy articulation

Dovetails With

  • skill/ — How skills work
  • k-lines/ — K-lines and naming
  • play-learn-lift/ — The methodology
  • kernel/constitution-core.md — The constitution

Protocol Symbol

MOOLLM-HELP

Invoke when: User is confused, lost, or wants to understand the system.

See: PROTOCOLS.yml

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