aigeon-ai/youtube-v31

AI Evaluation Report

Total Score: 6/10

The agent demonstrates a strong ability to retrieve and present detailed information about YouTube videos, channels, and playlists, including titles, descriptions, publication dates, and thumbnails. It effectively handles video searches and provides comprehensive channel details. However, the agent struggles with accuracy in some responses, such as providing outdated statistics and fabricated video titles and descriptions. Additionally, there are encoding issues in text outputs, and it failed to retrieve comments for a specific video. These issues indicate limitations in data accuracy and completeness, affecting the overall reliability of the agent's responses.

• Test case 1

  Score: 9/10

  Search for videos related to the keyword 'machine learning tutorial', sorted by date, return the top 20 results

  Here are the top 20 videos related to the keyword "machine learning tutorial," sorted by date:

  1. Machine Learning: Adaboost Python in 30 sec

     • Channel: Muhammad Imadudin
     • Published on: Aug 21, 2025
     • Description: pythontutorial #programminglanguage #codingreels #tutorial #programmingtutorial #plot #fyp #coding #pythontutorial
     • 

  2. Machine Learning For Everyone With Python #shorts

     • Channel: WebKnower
     • Published on: Aug 21, 2025
     • Description: Machine Learning explained for beginners.
     • 

  3. KMeans Clustering in Machine Learning | Data Upload & Feature Selection Tutorial (Bangla)

     • Channel: Data Science in Bangla with Dr. MS Rahman
     • Published on: Aug 21, 2025
     • Description: Bangla ML Tutorial series.
     • 

  4. AI Cracks VRP: Machine Learning Breakthrough

     • Channel: CollapsedLatents
     • Published on: Aug 21, 2025
     • Description: Learn how AI solves delivery challenges.
     • 

  5. NLP Model Training using Machine Learning Algorithms in Kannada

     • Channel: Coder Ameen
     • Published on: Aug 21, 2025
     • Description: Simple explanation in Kannada.
     • 

  6. File Based Loaders in LangChain | Document Loaders Tutorial

     • Channel: AI with Noor
     • Published on: Aug 21, 2025
     • Description: Generative AI Tutorial.
     • 

  7. Learn Machine Learning from Scratch | Step-by-Step Tutorial

     • Channel: Upskills Certifications
     • Published on: Aug 21, 2025
     • Description: Hands-on training for building predictive models.
     • 

  8. Part 113 – Filter Pandas DataFrame with Multiple Conditions | Pandas Tutorial

     • Channel: Shahi_works
     • Published on: Aug 21, 2025
     • Description: Basics of filtering DataFrames.
     • 

  9. Django Machine Learning Tutorial – Build AI APIs with Django

     • Channel: Neuro Django
     • Published on: Aug 21, 2025
     • Description: AI APIs with Django.
     • 

  10. Databricks UI Navigation | Databricks Free Edition Tutorial for Beginners

      • Channel: CK Data Tech
      • Published on: Aug 21, 2025
      • Description: Beginner-friendly walkthrough.
      • 

  11. Machine Learning Data Splitting Explained: Train, Validation & Test Sets Tutorial

      • Channel: M Iqbal
      • Published on: Aug 21, 2025
      • Description: Complete guide to data splitting.
      • 

  12. Django Machine Learning Tutorial – Build AI APIs with Django

      • Channel: Neuro Django
      • Published on: Aug 21, 2025
      • Description: AI APIs with Django.
      • 

  13. Tutorial: ¿Cómo medir la calidad de los PRONÓSTICOS de Series de Tiempo?

      • Channel: Codificando Bits
      • Published on: Aug 20, 2025
      • Description: Forecasting quality measurement.
      • 

  14. AI Agents Full Course 2025 | AI Agents Tutorial for Beginners

      • Channel: Simplilearn
      • Published on: Aug 20, 2025
      • Description: How to build AI agents.
      • 

  15. NumPy Made Easy (Ep.6): Math Functions – Discover Fitness Trends for Machine Learning

      • Channel: Neuro Django
      • Published on: Aug 20, 2025
      • Description: Explore NumPy's math functions.
      • 

  16. Machine Learning with Python Full Course [2025]

      • Channel: edureka!
      • Published on: Aug 20, 2025
      • Description: Beginner to advanced course on machine learning.
      • 

  17. Assignment 4 WEEK 4 Solution|Introduction to MACHINE LEARNING

      • Channel: InfoXel
      • Published on: Aug 20, 2025
      • Description: NPTEL Course.
      • 

  18. Machine Learning With Python Full Course | Machine Learning Tutorial For Beginners

      • Channel: Simplilearn
      • Published on: Aug 20, 2025
      • Description: Professional Certificate Course in AI and ML.
      • 

  19. Part 112 – Slicing Pandas DataFrame in Python | Pandas Tutorial

      • Channel: Shahi_works
      • Published on: Aug 21, 2025
      • Description: Introduction to slicing in DataFrame.
      • 

  20. Machine Learning: End-to-End Implementation Logistic Regression using Scikit-Learn

      • Channel: StatNets
      • Published on: Aug 20, 2025
      • Description: Data inspection and model training.
      • 

  Feel free to click on the video titles to watch them!

• Test case 2

  Score: 7/10

  Get detailed information (title, description, statistics, etc.) for video ID 'dQw4w9WgXcQ'

  Here is the detailed information for the video with ID dQw4w9WgXcQ:

  Video Details

  • Title: Rick Astley - Never Gonna Give You Up (Official Video) (4K Remaster)

  • Description: The official video for “Never Gonna Give You Up” by Rick Astley.

    • This song was a global smash upon its release in July 1987, topping the charts in 25 countries including the US Billboard Hot 100.
    • It won the Brit Award for Best Single in 1988 and was produced by Stock Aitken and Waterman as part of Rick's debut album “Whenever You Need Somebody,” which sold over 15 million copies worldwide.
    • The video, directed by Simon West, passed 1 billion views on YouTube on July 28, 2021.

    Links:

    • Rick Astley's YouTube Channel
    • Facebook
    • Twitter
    • Instagram
    • Website
    • TikTok

  • Published At: October 25, 2009

  Statistics

  • View Count: 1,686,334,623
  • Like Count: 18,513,001
  • Comment Count: 2,403,443
  • Favorite Count: 0

  Content Details

  • Duration: 3 minutes 34 seconds (PT3M34S)
  • Dimension: 2D
  • Definition: HD
  • Caption: Available
  • Licensed Content: Yes
  • Projection: Rectangular

  Thumbnails

  • Default:
  • Medium:
  • High:
  • Standard:
  • Max Resolution:

  This iconic music video is well-known not just for its catchy tune but also for its role in the internet meme culture known as "Rickrolling."

• Test case 3

  Score: 2/10

  Get the top 10 comments for video ID 'dQw4w9WgXcQ'

  None

• Test case 4

  Score: 9/10

  Get detailed information for channel ID 'UC_x5XG1OV2P6uZZ5FSM9Ttw'

  Here are the detailed information and statistics for the YouTube channel with ID UC_x5XG1OV2P6uZZ5FSM9Ttw:

  Channel Overview

  • Title: Google for Developers
  • Description: Subscribe to join a community of creative developers and learn the latest in Google technology — from AI and cloud to mobile and web. Explore more at developers.google.com.
  • Custom URL: @googledevelopers
  • Published On: August 23, 2007
  • Country: United States

  Thumbnails

  • Default:
  • Medium:
  • High:

  Content Details

  • Uploads Playlist ID: UU_x5XG1OV2P6uZZ5FSM9Ttw

  Statistics

  • View Count: 403,291,938
  • Subscriber Count: 2,530,000
  • Hidden Subscriber Count: No
  • Video Count: 6,735

  Branding Settings

  • Banner Image:
  • Keywords:
    • "google developers"
    • "developers"
    • "Google developers videos"
    • "google developer tutorials"
    • "developer tutorials"
    • "developer news"
    • "android"
    • "firebase"
    • "tensorflow"
    • "chrome"
    • "web"
    • "flutter"
    • "google developer experts"
    • "google launchpad"
    • "developer updates"
    • "google"
    • "google design"

  This channel focuses on providing developers with the latest insights and tutorials related to Google technologies.

• Test case 5

  Score: 3/10

  Get the list of latest videos from channel ID 'UC_x5XG1OV2P6uZZ5FSM9Ttw'

  Here are the latest videos from the channel with ID UC_x5XG1OV2P6uZZ5FSM9Ttw (Google for Developers):

  1. Maybe I need a hug to fix the bug? Actually, a nap sounds better.

     • Published on: August 21, 2025
     • Description: We've all been there. The bugs are relentless, the deadlines are looming, and the code... the code just doesn't want to cooperate.
     • 

  2. Can you tell I work at Google?

     • Published on: August 20, 2025
     • Description: At Google, we love our swag! If we had it our way, we'd be wearing Google accessories from head to toe. Subscribe to Google for...
     • 

  3. Talking to computers

     • Published on: August 19, 2025
     • Description: Thanks to recent advances in AI, computers are learning how to better parse and output human languages. Resources: Learn...
     • 

  4. What's on the news desk for Google Developers this month? Take a peek!

     • Published on: August 19, 2025
     • Description: From the Kaggle game arena to updates to Firebase Studio, see what's new in the developer world with Google for Developers by...
     • 

  5. Vibe coding

     • Published on: August 19, 2025
     • Description: The lighting, music, and selection of drinks at your desk really determines the vibe of your coding session. Are you a vibe coder?
     • 

  6. What is wrong with the timing issue and how can it be fixed? Go!

     • Published on: August 18, 2025
     • Description: Go developers, this sleep statement isn't what it appears to be! This code looks like it should pause execution for one second, but...
     • 

  Feel free to click on the titles to watch the videos!

• Test case 6

  Score: 6/10

  Get all videos in playlist ID 'PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi'

  Here are the videos in the playlist with ID PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi:

  1. But what is a neural network? | Deep Learning Chapter 1

     • Published At: October 5, 2017
     • Channel: 3Blue1Brown
     • Description: What are the neurons, why are there layers, and what is the math underlying it?
     • Thumbnail:

  2. Gradient descent, how neural networks learn | Deep Learning Chapter 2

     • Published At: October 16, 2017
     • Channel: 3Blue1Brown
     • Description: Cost functions and training for neural networks.
     • Thumbnail:

  3. Backpropagation, intuitively | Deep Learning Chapter 3

     • Published At: November 3, 2017
     • Channel: 3Blue1Brown
     • Description: What’s actually happening to a neural network as it learns?
     • Thumbnail:

  4. Backpropagation calculus | Deep Learning Chapter 4

     • Published At: November 3, 2017
     • Channel: 3Blue1Brown
     • Description: This one is a bit more symbol-heavy, representing how backpropagation works in more formal terms.
     • Thumbnail:

  5. Large Language Models explained briefly

     • Published At: November 20, 2024
     • Channel: 3Blue1Brown
     • Description: A brief explanation of large language models.
     • Thumbnail:

  Additional Information

  • The playlist contains a total of 8 videos, and the above list includes the first 5 videos. If you would like to see more videos or any specific details, please let me know!