Agent skill

Synthesize Insights

by Abilityai in Abilityai/cornelius

Combine multiple insights into coherent narrative. An agent skill from Abilityai/cornelius.

MITAuto-check passedWriting & Content

Install Synthesize Insights

skills CLI
$ npx skills add Abilityai/cornelius --skill synthesize-insights -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install Abilityai/cornelius synthesize-insights --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/Abilityai/cornelius.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/synthesize-insights .claude/skills/synthesize-insights && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
synthesize-insights
GitHub stars
109
Token cost
~1.8k tokens
SKILL.md length
449 words
Files
1
Skills in repo
54
Repo updated
First seen
Licence
MIT

At a glance

Combine multiple insights into coherent narrative. An agent skill from Abilityai/cornelius.

  • Works in 4 steps: Article Development → Framework Creation → Connection Discovery → …
  • Tasks that involve Content strategy
  • SKILL.md covers Usage, Parameters, Examples and Workflow, plus 9 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Synthesize Insights is an agent skill from Abilityai/cornelius. Combine multiple insights into coherent narrative

Its SKILL.md is about 1.8k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Writing & Content, covering Content strategy. The repository describes itself as: AI-powered second brain template for Claude Code + Obsidian. The licence is MIT.

When your agent uses it

  • Tasks that involve Content strategy

Example prompts

  • “/synthesize-insights”

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Article Development
  2. Framework Creation
  3. Connection Discovery
  4. Content Planning

What it can do on your machine

Read from SKILL.md and the folder at commit b9bea90. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Synthesize Insights loads about 1.8k tokens when it runs. Until then it costs about 17 tokens; SKILL.md has 449 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~17
When it runs · the whole SKILL.md, loaded when a task matches
~1.8k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from Abilityai/cornelius at commit b9bea90, republished under its MIT licence (© Abilityai). 449 words, ~1,823 tokens.

Download SKILL.mdSave it as .claude/skills/synthesize-insights/SKILL.md (or your agent's skills folder).
name
synthesize-insights
description
Combine multiple insights into coherent narrative
automation
autonomous

Synthesize Insights

Combine multiple insights or permanent notes into a coherent narrative, framework, or argument. Discovers patterns and connections across disparate ideas.

Usage

/synthesize-insights <note names or topic cluster>

Parameters

  • note names: List of specific notes to synthesize
    • Comma-separated: "[[Note A]], [[Note B]], [[Note C]]"
    • Or topic cluster: "All notes about dopamine and AI"
    • Or theme: "Buddhism and neuroscience connections"

Examples

Synthesize Specific Notes
/synthesize-insights [[AI adoption bottleneck is psychological]], [[Professional identity creates AI resistance]], [[Belief is a way to deal with Uncertainty]]
Synthesize Topic Cluster
/synthesize-insights All notes connecting dopamine, social media, and AI
Synthesize Theme
/synthesize-insights Buddhism-neuroscience-AI triangle

Workflow

  1. Gather Notes

    • If specific notes listed: Retrieve those notes
    • If topic/theme: Use /recall or Local Brain Search to find cluster - read role by mode (contract: scope-mount):
      • pattern-finding / "what patterns emerge" → reasoning: BRAIN_READ_SCOPE=core,Books,document-insights resources/local-brain-search/run_search.sh "<topic>" --mode spreading --limit 10 --json
      • "summarize MY thoughts on X" → voice: BRAIN_READ_SCOPE=core resources/local-brain-search/run_search.sh "<topic>" --mode spreading --limit 10 --json
      • in either mode a Books/ or Document Insights/ note is encountered material and is labelled as such in the synthesis
    • Aim for 5-10 notes minimum
  2. Find Patterns

    • Identify common themes
    • Discover non-obvious connections
    • Note contradictions or tensions
    • Find consilience zones (multiple perspectives converging)
  3. Build Narrative

    • Structure: Pattern → Evidence → Implications
    • Show how insights relate and build on each other
    • Highlight emergent understanding
    • Suggest frameworks or models
  4. Output Synthesis

    • Coherent narrative (3-5 paragraphs)
    • Pattern description
    • Supporting evidence from notes
    • Implications and applications
    • Suggested next steps or questions

Output Format

🔗 Synthesis: [Topic/Theme]

**Pattern Identified:**
[Description of overarching pattern or framework emerging from notes]

**Key Connections:**

1. [Connection 1]: [[Note A]] + [[Note B]]
   [How these notes relate and what emerges]

2. [Connection 2]: [[Note C]] + [[Note D]] + [[Note E]]
   [Multi-way connection and emergent insight]

3. [Connection 3]: [[Note F]] ↔ [[Note G]]
   [Bidirectional or tension between notes]

**Emergent Understanding:**
[What new insight emerges from synthesizing these notes that wasn't obvious in any single note]

**Implications:**
- [Implication 1 for thinking/practice]
- [Implication 2 for content/frameworks]
- [Implication 3 for future exploration]

**Suggested Applications:**
- Article topic: "[Potential article title]"
- Framework: "[Potential framework name]"
- Research direction: "[Area to explore further]"

📝 Synthesized Notes:
- [[Note 1]] - Role in synthesis
- [[Note 2]] - Role in synthesis
- [[Note 3]] - Role in synthesis
[...]

Use Cases

1. Article Development
User: "I want to write about AI and psychology"

/synthesize-insights AI adoption psychological barriers cluster

# Output: Synthesized narrative showing how notes connect
# → Use as article foundation
2. Framework Creation
User: "Help me create a framework for AI resistance"

/synthesize-insights [[AI adoption bottleneck]], [[Professional identity]], [[Dopamine reinforcement]], [[Belief systems]]

# Output: Framework showing how psychological factors interact
# → Visualize in diagram or model
3. Connection Discovery
User: "How do my Buddhism notes relate to AI?"

/synthesize-insights Buddhism and AI connections

# Output: Non-obvious bridges between ancient wisdom and digital intelligence
# → Potential contrarian article angle
4. Content Planning
User: "What content can I create from my dopamine notes?"

/synthesize-insights All dopamine-related notes

# Output: Multiple synthesis narratives
# → Suggests 3-5 article topics or video series

Quality Indicators

High-quality synthesis: ✅ Identifies non-obvious patterns ✅ Shows connections between 5-10+ notes ✅ Produces emergent understanding ✅ Suggests practical applications ✅ Highlights tensions or contradictions ✅ Creates actionable frameworks

Low-quality (try different notes): ❌ Only surface-level connections ❌ No emergent insight ❌ Obvious or generic patterns ❌ Doesn't inspire new thinking

Advanced Techniques

Show full SKILL.md (182 more words)Show less
Multi-Domain Synthesis
/synthesize-insights Notes connecting Buddhism, neuroscience, and AI agent design

Reveals consilience - where independent domains converge on same truth

Temporal Synthesis
/synthesize-insights Evolution of my thinking on AI from 2024 to 2025

Shows how perspectives change over time

Contrarian Synthesis
/synthesize-insights Notes that challenge conventional AI wisdom

Gathers all contrarian perspectives for provocative content

Problem-Solution Synthesis
/synthesize-insights Problem: AI adoption barriers + Solutions from psychology and Buddhism

Connects problem notes with solution notes from different domains

Integration with Other Commands

# Synthesis → Article workflow
/synthesize-insights Dopamine, social media, AI cluster
# → Get synthesis with connections
# → Use in /create-article skill

# Synthesis → Connections workflow
/synthesize-insights AI notes
/find-connections [synthesized theme]
# → Discover even more connections

# Synthesis → Video series workflow
/synthesize-insights Buddhism-AI connections
# → Extract 3-5 narratives
# → a content agent creates video series from each

Notes

  • Best with 5-10+ notes for rich synthesis
  • Looks for non-obvious connections semantic search might miss
  • Produces frameworks and models, not just summaries
  • Ideal for article planning and content strategy
  • Cost: ~$0.30-0.50 depending on number of notes
  • Can be called by a content agent for content ideation

Future Enhancements

  • Auto-suggest synthesis clusters
  • Visual network diagrams
  • Multi-layered synthesis (synthesis of syntheses)
  • Export as Mermaid diagram
  • Track synthesis quality over time

State Dependencies

SourceLocationReadWriteDescription
Brain notesBrain/**/*.mdXPermanent notes, AI insights, Document insights
Local Brain Searchresources/local-brain-search/XSemantic search for topic clusters
MOCsBrain/03-MOCs/XMap of Content for thematic organization

Completion Checklist

  • Notes gathered (5-10+ for rich synthesis)
  • Common themes identified
  • Non-obvious connections discovered
  • Contradictions or tensions noted
  • Emergent understanding articulated
  • Pattern → Evidence → Implications structured
  • Practical applications suggested
  • Cited notes listed with their role

© Abilityai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .claude/skills/synthesize-insights of Abilityai/cornelius.

Open the folder on GitHubat commit b9bea90

Compare with similar skills

Synthesize Insights next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Synthesize Insights compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Synthesize Insights this skillAbilityai/cornelius109—~1.8kAutomated safety check: PassMIT
Blogger Distillerotter1101/blogger-distiller701—~3.8kAutomated safety check: NotesMIT
Linkedin Content Plannersergebulaev/linkedin-skills4.4k1 repos~2.1kAutomated safety check: PassMIT
Blog Post Draftingluongnv89/claude-howto42k—~2.1kAutomated safety check: PassMIT
WeChat Hot Article AnalysisSpaceZephyr/creator-buddy1.6k—~847Automated safety check: PassNone
Brand Voice Content Creatordavila7/claude-code-templates33k3 repos~1.9kAutomated safety check: PassMIT

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Questions about Synthesize Insights

What does Synthesize Insights do?

Combine multiple insights into coherent narrative. An agent skill from Abilityai/cornelius. Synthesize Insights is an agent skill from Abilityai/cornelius.

When should I use Synthesize Insights?

Synthesize Insights fits situations like: tasks that involve Content strategy.

How do I install Synthesize Insights in Claude Code?

Run `npx skills add Abilityai/cornelius --skill synthesize-insights -a claude-code`. Or copy the skill folder (.claude/skills/synthesize-insights in Abilityai/cornelius) into .claude/skills/synthesize-insights in your project. Claude Code loads it when a task matches its description.

How do I install Synthesize Insights in Codex?

Run `npx skills add Abilityai/cornelius --skill synthesize-insights -a codex`. Or copy the skill folder (.claude/skills/synthesize-insights in Abilityai/cornelius) into .agents/skills/synthesize-insights in your project. Codex loads it when a task matches its description.

Can I use Synthesize Insights in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Abilityai/cornelius --skill synthesize-insights -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/synthesize-insights, .gemini/skills/synthesize-insights, .github/skills/synthesize-insights and .opencode/skills/synthesize-insights in your project.

What does Synthesize Insights need to run?

SKILL.md names no scripts, command-line tools or credentials: Synthesize Insights is instructions for the agent only.

Does Synthesize Insights access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Synthesize Insights safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Synthesize Insights use?

Synthesize Insights is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Synthesize Insights use?

About 1.8k tokens (SKILL.md is roughly 7.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Synthesize Insights?

Skills that share tags, products or a category with Synthesize Insights: Blogger Distiller (otter1101/blogger-distiller, 701 stars), Linkedin Content Planner (sergebulaev/linkedin-skills, 4.4k stars), Blog Post Drafting (luongnv89/claude-howto, 42k stars) and WeChat Hot Article Analysis (SpaceZephyr/creator-buddy, 1.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Synthesize Insights?

Abilityai (a GitHub organization) maintains it in Abilityai/cornelius, which has 109 GitHub stars. The repository holds 54 skills in this directory. The repository was last updated on October 8, 2026.

Source: Abilityai/cornelius on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.