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@hande-k hande-k commented Jun 5, 2025

Description

DCO Affirmation

I affirm that all code in every commit of this pull request conforms to the terms of the Topoteretes Developer Certificate of Origin.

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Please make sure all the checkboxes are checked:

  • I have tested these changes locally.
  • I have reviewed the code changes.
  • I have added end-to-end and unit tests (if applicable).
  • I have updated the documentation and README.md file (if necessary).
  • I have removed unnecessary code and debug statements.
  • PR title is clear and follows the convention.
  • I have tagged reviewers or team members for feedback.

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Reviewing files that changed from the base of the PR and between 887e428 and 74488f1.

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Walkthrough

The README.md file was updated to add a Reddit community link in the header and introduce a new section featuring a research paper link and a related image below the benefits image. No changes were made to any code or exported/public entities.

Changes

File(s) Change Summary
README.md Added Reddit community link in the header; inserted section with research paper link and image; adjusted heading levels and removed closing div tags

Possibly related PRs

  • update readme #473: Also updates README.md to add new sections for improved documentation and resources.
  • fix: Update README.md #725: Enhances README.md with new links and badges to boost community engagement and visibility.
  • Cog 380 #146: Improves README.md documentation with badge and formatting updates, related by file but different content focus.

Suggested reviewers

  • Vasilije1990

Poem

A hop to Reddit, a leap to new lore,
With research and papers, our knowledge will soar.
The README now shines with links bright and keen,
Community and science, together are seen.
🐇✨


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Actionable comments posted: 1

📜 Review details

Configuration used: CodeRabbit UI
Review profile: CHILL
Plan: Pro

📥 Commits

Reviewing files that changed from the base of the PR and between fe0a4cb and 8ad41a0.

⛔ Files ignored due to path filters (1)
  • assets/cognee-paper.png is excluded by !**/*.png, !**/*.png
📒 Files selected for processing (1)
  • README.md (2 hunks)
⏰ Context from checks skipped due to timeout of 90000ms (10)
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🔇 Additional comments (1)
README.md (1)

16-17: Approve addition of Reddit community link.

The new “Join r/AIMemory” link follows the existing header pattern and uses the correct separator.

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Actionable comments posted: 0

🧹 Nitpick comments (2)
README.md (2)

16-17: Add target="_blank" and rel="noopener noreferrer" to the Reddit link
For consistency with other external links and to improve security, update the new community link to open in a new tab:

-   ·
-   <a href="https://www.reddit.com/r/AIMemory/">Join r/AIMemory</a>
+   ·
+   <a href="https://www.reddit.com/r/AIMemory/" target="_blank" rel="noopener noreferrer">Join r/AIMemory</a>

52-59: Refine the paper announcement section with a heading and consistent image reference
Instead of raw <br /> tags and an inline announcement, consider using a markdown heading and matching the existing raw GitHub URL pattern for images. This improves readability and consistency:

- <br />
- Our paper is out! Read <a href="https://arxiv.org/abs/2505.24478" target="_blank" rel="noopener noreferrer">here</a>
- <div style="text-align: center">
-   <img src="assets/cognee-paper.png" alt="cognee paper" width="70%" />
- </div>
+ ### Research Paper
+
+ Read our research paper: <a href="https://arxiv.org/abs/2505.24478" target="_blank" rel="noopener noreferrer">Optimizing the Interface Between Knowledge Graphs and LLMs for Complex Reasoning</a>
+
+ <div align="center">
+   <img src="https://raw.githubusercontent.com/topoteretes/cognee/refs/heads/main/assets/cognee-paper.png" alt="Cognee research paper cover" width="70%" />
+ </div>
🧰 Tools
🪛 LanguageTool

[style] ~54-~54: Using many exclamation marks might seem excessive (in this case: 6 exclamation marks for a text that’s 3543 characters long)
Context: ...50%" />
Our paper is out! Read <a href="https://arxiv.org/abs/250...

(EN_EXCESSIVE_EXCLAMATION)

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🧰 Additional context used
🪛 LanguageTool
README.md

[style] ~54-~54: Using many exclamation marks might seem excessive (in this case: 6 exclamation marks for a text that’s 3543 characters long)
Context: ...50%" />
Our paper is out! Read <a href="https://arxiv.org/abs/250...

(EN_EXCESSIVE_EXCLAMATION)

⏰ Context from checks skipped due to timeout of 90000ms (12)
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Actionable comments posted: 1

🧹 Nitpick comments (1)
README.md (1)

143-149: Review HTML structure and heading usage for the paper announcement

  • The closing </div> at line 149 may prematurely terminate the main container, affecting subsequent sections.
  • Embedding an HTML <a> inside a markdown heading can break consistency—consider separating the heading and link into pure markdown.
  • Confirm the heading level matches the document hierarchy (it might belong as a subsection).
🧰 Tools
🪛 LanguageTool

[style] ~143-~143: Using many exclamation marks might seem excessive (in this case: 6 exclamation marks for a text that’s 3540 characters long)
Context: ...ural language. ``` ## Our paper is out! <a href="https://arxiv.org/abs/2505.244...

(EN_EXCESSIVE_EXCLAMATION)

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Reviewing files that changed from the base of the PR and between ddf848f and 887e428.

📒 Files selected for processing (1)
  • README.md (2 hunks)
🧰 Additional context used
🪛 LanguageTool
README.md

[style] ~143-~143: Using many exclamation marks might seem excessive (in this case: 6 exclamation marks for a text that’s 3540 characters long)
Context: ...ural language. ``` ## Our paper is out! <a href="https://arxiv.org/abs/2505.244...

(EN_EXCESSIVE_EXCLAMATION)

Comment on lines +16 to +17
·
<a href="https://www.reddit.com/r/AIMemory/">Join r/AIMemory</a>
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🛠️ Refactor suggestion

Add target="_blank" and rel="noopener noreferrer" to external link
For consistency and security, external community links should open in a new tab and include rel="noopener noreferrer".

🤖 Prompt for AI Agents
In README.md around lines 16 to 17, the external link to the Reddit community
lacks the attributes target="_blank" and rel="noopener noreferrer". Update the
anchor tag to include these attributes so the link opens in a new tab securely
and consistently with other external links.

@Vasilije1990 Vasilije1990 merged commit 88f8aee into main Jun 5, 2025
48 of 50 checks passed
@Vasilije1990 Vasilije1990 deleted the update-readme branch June 5, 2025 16:16
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