MOOCO Mirror
SkillDev toolsParallel introspection for MOOCO sessions and cross-orchestrator comparison
Available today. Use it from your connected AI after setup.
No other account needed.
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
- Capture a MOOCO session event stream.
- Capture the parallel Cursor session via cursor‑mirror.
- Align by task goal or timestamp.
- 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