MOOCO Mirror

SkillDev tools

Parallel introspection for MOOCO sessions and cross-orchestrator comparison

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the MOOCO Mirror skill

What this skill tells your AI

The instructions your AI receives, as published by simhacker/moollm in skills/mooco-mirror/SKILL.md and read by ahel’s review.

"Watch two orchestration realities at once."

MOOCO‑mirror is a reflection skill for MOOCO sessions. It is built to compare orchestration decisions, context assembly, and tool execution between MOOCO and Cursor environments. It also runs in production without a Cursor sidecar.

Core Capabilities

  • Session introspection: read MOOCO event logs and context bundles
  • Cross‑mirror: line up a MOOCO run with a Cursor run
  • Divergence analysis: highlight where context, tools, or outputs differ
  • Trace provenance: show which steps are deterministic vs LLM‑driven
  • Optimization: find bottlenecks and reduce orchestration friction
  • Debugging: isolate drift, regressions, and tool misuse
  • Exploration: probe alternative orchestration strategies safely
  • Play‑Learn‑Lift: capture learnings and uplift them into skills
  • Context analysis: inspect what was loaded and why
  • Reverse engineering: infer Cursor and MOOCO orchestration patterns

Cross‑Mirror Pattern

  1. Capture a MOOCO session event stream.
  2. Capture the parallel Cursor session via cursor‑mirror.
  3. Align by task goal or timestamp.
  4. Compare context, tools, and emitted events.

Use Cases

  • Validate MOOCO orchestration choices
  • Debug unexpected tool selection
  • Diagnose context drift across orchestrators
  • Improve skill portability by exposing hidden assumptions
  • Support thoughtful-commitment by exporting prompts, thoughts, context assembly, and cause/effect into commit and PR messages
  • Run skill-snitch style scans to detect suspicious patterns in mirrored traces

Signals

GitHub stars
52
Forks
5
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
mooco-mirror
Source
github.com/simhacker/moollm