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open-notebook

open-notebook is a skill for Claude Code, Codex from KalarisLabs/research-agent-skills. It costs 123 tokens per session (2,782 once invoked), scanned A, original, no licence file.

Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office documents), generating AI-powered notes and summaries, creating multi-speaker…

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 105repo today A scan 123 tokens custom licence
Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/kalarislabs/research-agent-skills/open-notebook
View source ↗ KalarisLabs/research-agent-skills docs.kalarislabs.com
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add KalarisLabs/research-agent-skills --skill open-notebook
Clone the repo
git clone --depth 1 https://github.com/KalarisLabs/research-agent-skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for open-notebook

README.md
[![agentmods](https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/open-notebook/github.svg)](https://agentmods.dev/skills/kalarislabs/research-agent-skills/open-notebook)
Your own site
<a href="https://agentmods.dev/skills/kalarislabs/research-agent-skills/open-notebook"><img src="https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/open-notebook/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for open-notebook

Your own site · 80×15
<a href="https://agentmods.dev/skills/kalarislabs/research-agent-skills/open-notebook"><img src="https://agentmods.dev/badge/skills/kalarislabs/research-agent-skills/open-notebook.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 123 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,782 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00123 $0.02782
Opus 5.5 $0.00049 $0.01113
Sonnet 5.5 $0.00025 $0.00556
Haiku 4.5 $0.00012 $0.00278

Measured today against content hash ee4b5f5cb9a8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

open-notebook scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.

The scan reads SKILL.md. This mod also ships 3 executable files (scripts/chat_interaction.py, scripts/notebook_management.py, scripts/source_ingestion.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

curl -o docker-compose.yml https://raw.githubusercontent.com/lfnovo/open-notebook/main/docker-compose.yml
skills/open-notebook/SKILL.md · 328 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Files

What ships with it

7 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. today First seen · 328 lines · 123 tokens per session scan A ee4b5f5cb9a8

Subscribe to this mod's changes

open-notebook is a skill published in the GitHub repository KalarisLabs/research-agent-skills (105 stars, last pushed today), with no licence file. It adds 123 tokens to every session and 2,782 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-11-07.

Creative and mediaData and AIDocumentsacademic-researchacademic-writingagent-skillsai-agentsbioinformaticscitation-verification
Related

open-notebook compared with skills from other repositories

open-notebook next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
open-notebookKalarisLabs/research-agent-skillsSkill105todaynoneA123Claude Code, Codex
alterlab-markitdownAlterLab-IEU/AlterLab-Academic-SkillsSkill85yesterdayMITA204Claude Code
markitdownK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA62Claude Code, Codex
aamas-submissionbrycewang-stanford/Awesome-Journal-SkillsSkill1.4k1mo agoMITA79Claude Code
aejpol-replication-packagebrycewang-stanford/Awesome-Journal-SkillsSkill1.4k1mo agoMITA0Claude Code
aejmac-tables-figuresbrycewang-stanford/Awesome-Journal-SkillsSkill1.4k1mo agoMITA0Claude Code
aaai-artifact-evaluationbrycewang-stanford/Awesome-Journal-SkillsSkill1.4k1mo agoMITA47Claude Code