Research and Learning skill 10 of 13
Active Reading and Notes SKILL.md
The Active Reading and Notes skill makes Claude, Codex or another AI agent help you read with purpose and keep useful notes. It sets questions before reading, previews, chooses the right depth, recalls instead of rereading, writes notes in your own words with sources and links notes to projects.
active-reading-notes/SKILL.md, version 1.0.0, 1,468 words.
By Afeez Adebayo, Marketing, SEO & Growth Expert with 10+ years of experience.
Created 10 October 2026. Updated 10 October 2026. Free to use under CC BY 4.0.
Most reading is wasted. People highlight, reread and close the book or article with little they can use a week later. A large review of learning techniques by John Dunlosky and colleagues rated highlighting and rereading as low-utility study methods, while practice testing and spaced practice rated high. [Research, Dunlosky et al. 2013] Active reading changes the goal from "getting through" a text to extracting what matters for a purpose, writing it in your own words and connecting it to what you already know, so the ideas can be found and used later.
This skill reads books, reports, papers and articles actively and turns them into useful notes: setting a purpose, previewing before reading, reading at the right depth, questioning the text, writing notes in your own words, capturing sources and quotes accurately, linking notes to projects and reviewing them so knowledge stays available.
Operating principles
- Read with a purpose. Know the question or use before you start.
- Preview first. Structure, summary and conclusions guide where to spend time.
- Match depth to value. Skim most, read some closely, study a few deeply.
- Write in your own words. Paraphrasing forces understanding; copying does not.
- Capture sources precisely. Page numbers and exact quotes when quoting.
- Connect and use. Notes link to projects, questions and other notes.
Reading depths
| Depth | What you do | Use for |
|---|---|---|
| Skim (5 to 10 min) | Title, summary, headings, figures, conclusions | Deciding whether to read; getting the gist |
| Read (30 to 60 min) | Read key sections, note main arguments and evidence | Most work reading |
| Study (hours) | Read fully, question, summarise, test yourself | Core sources, exams, deep expertise |
Mortimer Adler and Charles Van Doren's How to Read a Book describes similar levels, from inspectional to analytical reading. [Reference, How to Read a Book]
When to use, and when not to
Use it for books, research papers, reports, long articles, documentation and course material you need to understand, apply or cite.
Don't apply deep note-taking to everything; most content only needs a skim and a one-line note or nothing at all.
Inputs
- The text and why you are reading it.
- Your note-taking tool (paper, notes app, Obsidian, Notion or similar).
- Projects or questions the reading supports.
- Time available.
Raw SKILL.md file
This is the exact file agents read, including the credit header and licence notice. Save it as active-reading-notes/SKILL.md.
--- name: active-reading-notes description: "Read actively and take useful notes: a purpose and questions, previewing, reading depths from skim to study, questioning the text, recall instead of rereading, notes in your own words, accurate quotes and sources, summaries, linking notes to projects and reviewing them. Use whenever someone wants to read books, papers or reports more effectively, take better notes, remember what they read, summarise a book or turn reading into useful knowledge." license: CC-BY-4.0 metadata: author: Afeez Adebayo author_url: https://afeezadebayo.com author_linkedin: https://www.linkedin.com/in/afeez-adebayo/ author_x: https://x.com/za_icon source: https://afeezadebayo.com/skills-md/productivity/research-learning/active-reading-notes/ category: productivity subcategory: research-learning version: "1.0.0" created: "2026-10-10" updated: "2026-10-14" --- # Active Reading and Notes Most reading is wasted. People highlight, reread and close the book or article with little they can use a week later. A large review of learning techniques by John Dunlosky and colleagues rated highlighting and rereading as low-utility study methods, while practice testing and spaced practice rated high. [Research, Dunlosky et al. 2013] Active reading changes the goal from "getting through" a text to extracting what matters for a purpose, writing it in your own words and connecting it to what you already know, so the ideas can be found and used later. This skill reads books, reports, papers and articles actively and turns them into useful notes: setting a purpose, previewing before reading, reading at the right depth, questioning the text, writing notes in your own words, capturing sources and quotes accurately, linking notes to projects and reviewing them so knowledge stays available. ## Operating principles 1. **Read with a purpose.** Know the question or use before you start. 2. **Preview first.** Structure, summary and conclusions guide where to spend time. 3. **Match depth to value.** Skim most, read some closely, study a few deeply. 4. **Write in your own words.** Paraphrasing forces understanding; copying does not. 5. **Capture sources precisely.** Page numbers and exact quotes when quoting. 6. **Connect and use.** Notes link to projects, questions and other notes. ## Reading depths | Depth | What you do | Use for | |---|---|---| | Skim (5 to 10 min) | Title, summary, headings, figures, conclusions | Deciding whether to read; getting the gist | | Read (30 to 60 min) | Read key sections, note main arguments and evidence | Most work reading | | Study (hours) | Read fully, question, summarise, test yourself | Core sources, exams, deep expertise | Mortimer Adler and Charles Van Doren's How to Read a Book describes similar levels, from inspectional to analytical reading. [Reference, How to Read a Book] ## When to use, and when not to Use it for books, research papers, reports, long articles, documentation and course material you need to understand, apply or cite. Don't apply deep note-taking to everything; most content only needs a skim and a one-line note or nothing at all. ## Inputs - The text and why you are reading it. - Your note-taking tool (paper, notes app, Obsidian, Notion or similar). - Projects or questions the reading supports. - Time available. ## Workflow ### Step 1. Set the purpose Write one or two questions you want the text to answer, or the decision it informs. ### Step 2. Preview Read the title, summary or abstract, contents, headings, figures and conclusions. Decide the depth. ### Step 3. Read actively Ask as you read: what is the main claim? What evidence supports it? Do I agree? How does it connect to what I know? ### Step 4. Pause and recall At the end of each section, close the text and write the key point from memory. This retrieval strengthens memory more than rereading. ### Step 5. Write notes in your own words One idea per note where possible, with the source and page. ### Step 6. Capture quotes carefully Only quotes you may use, exactly as written, with page numbers. ### Step 7. Summarise A short summary of the whole text: main argument, key evidence, your view and how you will use it. ### Step 8. Connect Link notes to projects, related notes and questions; tag by topic. ### Step 9. Review and use Revisit notes when working on related tasks; turn key ideas into flashcards if you need to remember them. ## Note templates **Book or report summary** ``` Title, author, year | Read: <date> | Depth: <skim/read/study> Why I read it: <question> Main argument (3 sentences, my words): Key ideas (with pages): 1. ... Evidence and examples: What I disagree with or question: How I will use it: <projects, actions> Related notes: <links> ``` **Single idea note** ``` Idea: <one sentence in my words> Explanation: <2 to 4 sentences> Source: <author, title, page> Links: <related ideas, projects> ``` ## Questions to ask while reading - What problem is the author solving? - What are the key terms, and how are they defined? - What is the strongest evidence, and what is missing? - What would someone who disagrees say? - What can I do differently because of this? ## Reading a research paper in 20 minutes 1. Title and abstract: what question and what answer? 2. Figures and tables: what do the main results show? 3. Conclusion and limitations: what do the authors claim and admit? 4. Introduction: why does it matter, and what came before? 5. Methods: only if you need to judge quality or reuse the approach. Write a five-line note: question, method, main finding, limitations, relevance to you. ## Choosing what to read Keep a reading list linked to goals and projects, not to everything that looks interesting. Before starting a book, skim the contents and a chapter; drop books that are not useful. Finishing everything you start is not a virtue when time is limited. ## Notes systems | Approach | Good for | |---|---| | Summary per source | Quick reference to what a book or report says | | Idea notes linked together (often called a Zettelkasten) | Building connected knowledge over years | | Project notes | Collecting what is needed for one deliverable | Many people combine all three: a summary per source, idea notes for key concepts and links into active projects. ## Using AI while reading Ask an AI assistant to explain a hard passage in plain words, generate questions to test your understanding or compare an author's argument with others. Write the final notes yourself, because explaining ideas in your own words is what builds understanding. Review your notes monthly and delete what no longer helps. Link each summary to at least one project. ## Edge cases and judgement calls | Situation | What to do | |---|---| | Very long reports | Read the summary and the sections that answer your questions | | Dense academic papers | Abstract, figures, conclusion first; then methods if needed | | Reading for exams | Study depth plus self-testing and spaced review | | Reading on screens | Use annotation tools; export highlights then rewrite as notes | | AI summaries | Use as a preview; read key sections yourself before relying on them | | Many sources on one topic | Synthesis notes that compare authors | ## Handoffs to related skills - Remembering what you read: `spaced-repetition` - Explaining to understand: `explain-to-learn` - Learning plans: `learning-plans` - Literature reviews: `literature-review` - Knowledge management systems: the Knowledge Management skills ## Worked example A growth manager read business books but remembered little. She started writing one question before each book, previewing chapters, writing a three-sentence summary after each chapter from memory and creating one idea note per useful concept, linked to current projects. A book on pricing produced eight idea notes, two of which shaped a pricing test the following month. Six months later her notes held over 200 linked ideas she could search and reuse in proposals and talks. ## Common mistakes - Reading without a purpose. - Highlighting and rereading instead of recalling. - Copying text instead of paraphrasing. - No page numbers for quotes. - Notes that are never connected or used. ## Output format ``` 1. Purpose and questions 2. Chosen reading depth 3. Notes (summary and idea notes) 4. Quotes with pages 5. Links to projects and other notes 6. Follow-up actions and review plan ``` ## Self-check before you answer - Is there a clear purpose for reading? - Are notes in your own words with sources and pages? - Did you recall key points from memory? - Are notes linked to projects or questions? --- Created by Afeez Adebayo, Marketing, SEO & Growth Expert Website: https://afeezadebayo.com LinkedIn: https://www.linkedin.com/in/afeez-adebayo/ X: https://x.com/za_icon Source: https://afeezadebayo.com/skills-md/productivity/research-learning/active-reading-notes/ Licence: CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). You may copy, share and adapt this skill, including for commercial use, as long as you credit Afeez Adebayo and link to the source URL above. Keep this notice in any copy or adapted version.
Workflow
Step 1. Set the purpose
Write one or two questions you want the text to answer, or the decision it informs.
Step 2. Preview
Read the title, summary or abstract, contents, headings, figures and conclusions. Decide the depth.
Step 3. Read actively
Ask as you read: what is the main claim? What evidence supports it? Do I agree? How does it connect to what I know?
Step 4. Pause and recall
At the end of each section, close the text and write the key point from memory. This retrieval strengthens memory more than rereading.
Step 5. Write notes in your own words
One idea per note where possible, with the source and page.
Step 6. Capture quotes carefully
Only quotes you may use, exactly as written, with page numbers.
Step 7. Summarise
A short summary of the whole text: main argument, key evidence, your view and how you will use it.
Step 8. Connect
Link notes to projects, related notes and questions; tag by topic.
Step 9. Review and use
Revisit notes when working on related tasks; turn key ideas into flashcards if you need to remember them.
Note templates
Book or report summary
Title, author, year | Read: <date> | Depth: <skim/read/study>
Why I read it: <question>
Main argument (3 sentences, my words):
Key ideas (with pages):
1. ...
Evidence and examples:
What I disagree with or question:
How I will use it: <projects, actions>
Related notes: <links>Single idea note
Idea: <one sentence in my words>
Explanation: <2 to 4 sentences>
Source: <author, title, page>
Links: <related ideas, projects>Questions to ask while reading
- What problem is the author solving?
- What are the key terms, and how are they defined?
- What is the strongest evidence, and what is missing?
- What would someone who disagrees say?
- What can I do differently because of this?
Reading a research paper in 20 minutes
- Title and abstract: what question and what answer?
- Figures and tables: what do the main results show?
- Conclusion and limitations: what do the authors claim and admit?
- Introduction: why does it matter, and what came before?
- Methods: only if you need to judge quality or reuse the approach.
Write a five-line note: question, method, main finding, limitations, relevance to you.
Choosing what to read
Keep a reading list linked to goals and projects, not to everything that looks interesting. Before starting a book, skim the contents and a chapter; drop books that are not useful. Finishing everything you start is not a virtue when time is limited.
Notes systems
| Approach | Good for |
|---|---|
| Summary per source | Quick reference to what a book or report says |
| Idea notes linked together (often called a Zettelkasten) | Building connected knowledge over years |
| Project notes | Collecting what is needed for one deliverable |
Many people combine all three: a summary per source, idea notes for key concepts and links into active projects.
Using AI while reading
Ask an AI assistant to explain a hard passage in plain words, generate questions to test your understanding or compare an author's argument with others. Write the final notes yourself, because explaining ideas in your own words is what builds understanding.
Review your notes monthly and delete what no longer helps.
Link each summary to at least one project.
Edge cases and judgement calls
| Situation | What to do |
|---|---|
| Very long reports | Read the summary and the sections that answer your questions |
| Dense academic papers | Abstract, figures, conclusion first; then methods if needed |
| Reading for exams | Study depth plus self-testing and spaced review |
| Reading on screens | Use annotation tools; export highlights then rewrite as notes |
| AI summaries | Use as a preview; read key sections yourself before relying on them |
| Many sources on one topic | Synthesis notes that compare authors |
Handoffs to related skills
- Remembering what you read:
spaced-repetition - Explaining to understand:
explain-to-learn - Learning plans:
learning-plans - Literature reviews:
literature-review - Knowledge management systems: the Knowledge Management skills
Worked example
A growth manager read business books but remembered little. She started writing one question before each book, previewing chapters, writing a three-sentence summary after each chapter from memory and creating one idea note per useful concept, linked to current projects. A book on pricing produced eight idea notes, two of which shaped a pricing test the following month. Six months later her notes held over 200 linked ideas she could search and reuse in proposals and talks.
Common mistakes
- Reading without a purpose.
- Highlighting and rereading instead of recalling.
- Copying text instead of paraphrasing.
- No page numbers for quotes.
- Notes that are never connected or used.
Output format
1. Purpose and questions
2. Chosen reading depth
3. Notes (summary and idea notes)
4. Quotes with pages
5. Links to projects and other notes
6. Follow-up actions and review planSelf-check before you answer
- Is there a clear purpose for reading?
- Are notes in your own words with sources and pages?
- Did you recall key points from memory?
- Are notes linked to projects or questions?
On this page
- When to use this skill, and when not to
- Example prompts
- Example output
- What the agent needs from you
- How this skill hands off to related skills
- How to run Active Reading and Notes step by step
- Situations this skill handles
- What makes this skill different
- Practical tips from real projects
- Frequently asked questions
- Changelog
When to use this skill, and when not to
Use it for books, research papers, reports, documentation and course material you need to understand, apply or cite.
Highlighting and rereading feel productive but rate poorly in learning research; recall and own-words notes work better.
Example prompts
- “Help me take notes on this book.”
- “Read this paper in 20 minutes.”
- “Turn my highlights into useful notes.”
Example output
The skill returns a fixed structure. A shortened example for an imaginary site:
Purpose: one question per book Chapter summaries written from memory Idea notes: 8 from one pricing book, linked to projects Result: 2 ideas shaped a pricing test
Notes are written in your own words with sources and pages, and linked to real projects.
What the agent needs from you
It needs the text, why you are reading it, your notes tool and the projects it supports.
How this skill hands off to related skills
Active Reading and Notes connects to Learning Plans, Spaced Repetition and Explain to Learn in the Research and Learning skills.
How to run Active Reading and Notes step by step
- Install the skill as
active-reading-notes/SKILL.md. - Set the purpose.
- Preview.
- Read actively.
- Pause and recall.
- Write notes in your own words.
Situations this skill handles
Active Reading and Notes handles these situations:
| Situation | What the skill does |
|---|---|
| Very long reports | Read the summary and the sections that answer your questions |
| Dense academic papers | Abstract, figures, conclusion first; then methods if needed |
| Reading for exams | Study depth plus self-testing and spaced review |
| Reading on screens | Use annotation tools; export highlights then rewrite as notes |
| AI summaries | Use as a preview; read key sections yourself before relying on them |
| Many sources on one topic | Synthesis notes that compare authors |
What makes this skill different
Most note-taking advice is about apps. This skill is about reading methods that make ideas stick and become usable.
Practical tips from real projects
- Read with a purpose.
- Preview first.
- Match depth to value.
- Write in your own words.
A worked example: A growth manager read business books but remembered little. She started writing one question before each book, previewing chapters, writing a three-sentence summary after each chapter from memory and creating one idea note per useful concept, linked to current projects. A book on pricing produced eight idea notes, two of which shaped a pricing test the following month. Six months later her notes held over 200 linked ideas she could search and reuse in proposals and talks.
Set the purpose: Write one or two questions you want the text to answer, or the decision it informs. Preview: Read the title, summary or abstract, contents, headings, figures and conclusions. Decide the depth. Read actively: Ask as you read: what is the main claim? What evidence supports it? Do I agree? How does it connect to what I know?
Pause and recall: At the end of each section, close the text and write the key point from memory. This retrieval strengthens memory more than rereading. Write notes in your own words: One idea per note where possible, with the source and page. Capture quotes carefully: Only quotes you may use, exactly as written, with page numbers.
Summarise: A short summary of the whole text: main argument, key evidence, your view and how you will use it. Connect: Link notes to projects, related notes and questions; tag by topic. Review and use: Revisit notes when working on related tasks; turn key ideas into flashcards if you need to remember them.
Reading depths. Skim (5 to 10 min): what you do Title, summary, headings, figures, conclusions; use for Deciding whether to read; getting the gist. Read (30 to 60 min): what you do Read key sections, note main arguments and evidence; use for Most work reading. Study (hours): what you do Read fully, question, summarise, test yourself; use for Core sources, exams, deep expertise.
Questions to ask while reading. What problem is the author solving? What are the key terms, and how are they defined? What is the strongest evidence, and what is missing? What would someone who disagrees say? What can I do differently because of this?
Reading a research paper in 20 minutes. Title and abstract: what question and what answer? Figures and tables: what do the main results show? Conclusion and limitations: what do the authors claim and admit? Introduction: why does it matter, and what came before? Methods: only if you need to judge quality or reuse the approach. Write a five-line note: question, method, main finding, limitations, relevance to you.
Choosing what to read. Keep a reading list linked to goals and projects, not to everything that looks interesting. Before starting a book, skim the contents and a chapter; drop books that are not useful. Finishing everything you start is not a virtue when time is limited.
Notes systems. Summary per source: good for Quick reference to what a book or report says. Idea notes linked together (often called a Zettelkasten): good for Building connected knowledge over years. Project notes: good for Collecting what is needed for one deliverable.
Using AI while reading. Ask an AI assistant to explain a hard passage in plain words, generate questions to test your understanding or compare an author's argument with others. Write the final notes yourself, because explaining ideas in your own words is what builds understanding. Review your notes monthly and delete what no longer helps. Link each summary to at least one project.
Edge cases and judgement calls. Very long reports: what to do Read the summary and the sections that answer your questions. Dense academic papers: what to do Abstract, figures, conclusion first; then methods if needed. Reading for exams: what to do Study depth plus self-testing and spaced review. Reading on screens: what to do Use annotation tools; export highlights then rewrite as notes. AI summaries: what to do Use as a preview; read key sections yourself before relying on them. Many sources on one topic: what to do Synthesis notes that compare authors.
Common mistakes to avoid: Reading without a purpose. Highlighting and rereading instead of recalling. Copying text instead of paraphrasing. No page numbers for quotes. Notes that are never connected or used.
Frequently asked questions
How do I remember what I read?
Read with a purpose, recall key points from memory and write notes in your own words.
Is highlighting useful?
On its own it rates low; turn highlights into own-words notes and self-tests.
How should I read a research paper?
Abstract, figures, conclusion and limitations first, then methods if needed.
Changelog
- 1.0.0, 10 October 2026: first release.
Use, adapt and share this skill under CC BY 4.0: credit Afeez Adebayo and link to this page.
