Research Notebook

SkillDev tools

Structured research with sources, findings, and decisions.

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 Research Notebook skill

What this skill tells your AI

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

Structured research with sources, findings, and decisions.

Track investigations and capture knowledge.

[!TIP] LEARN stage of play-learn-lift. Where patterns emerge from exploration.

Structure

SectionPurpose
QuestionsWhat you're trying to learn
SourcesWhere you looked
FindingsWhat you discovered
DecisionsWhat you concluded

Contents

FilePurpose
SKILL.mdFull protocol documentation
NOTEBOOK.yml.tmplNotebook template
SOURCES.yml.tmplSources template

Example

research:
  topic: "LLM context management strategies"

  questions:
    - "How do other systems handle token budgets?"
    - "What summarization approaches exist?"

  sources:
    - url: "paper-on-context.pdf"
      relevance: "Direct answer to Q1"

  findings:
    - "Sliding window is most common"
    - "Hierarchical summaries preserve more"

  decisions:
    - "Use tiered hot/cold approach"

The Intertwingularity

Research-notebook is the LEARN stage of play-learn-lift — find patterns.

graph LR
    RN[📓 research-notebook] -->|LEARN stage of| PLL[🎮📚🚀 play-learn-lift]
    RN -->|distills to| SUM[📝 summarize]
    RN -->|sources from| SL[📜 session-log]
    RN -->|informs| SS[👯 sister-script]

    DB[🔧 debugging] -->|uses| RN
    AP[⚔️ adventure] -->|evidence in| RN

Dovetails With

Sister Skills

SkillRelationship
play-learn-lift/Research IS the LEARN stage
session-log/Source material from PLAY
summarize/Compress findings
sister-script/Research feeds automation
debugging/Research supports hypothesis tracking
adventure/Evidence collection
adversarial-committee/Multiple perspectives on research questions
rubric/Criteria for evaluating sources and findings

Protocol Symbols

SymbolLink
PLAY-LEARN-LIFTPROTOCOLS.yml
PRESERVE-JOURNEYPROTOCOLS.yml

Navigation

DirectionDestination
⬆️ Upskills/
⬆️⬆️ RootProject Root
🎮 Sisterplay-learn-lift/
📝 Sistersummarize/

Signals

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