Close Menu
    Main Menu
    • Home
    • News
    • Tech
    • Robotics
    • ML & Research
    • AI
    • Digital Transformation
    • AI Ethics & Regulation
    • Thought Leadership in AI

    Subscribe to Updates

    Get the latest creative news from FooBar about art, design and business.

    What's Hot

    Auto-Shade RAT targets SAP NetWeaver bug in a complicated cyberattack

    July 29, 2025

    Verizon is giving clients a free Samsung Z Flip 7 — here is how you can get yours

    July 29, 2025

    MMAU: A Holistic Benchmark of Agent Capabilities Throughout Numerous Domains

    July 29, 2025
    Facebook X (Twitter) Instagram
    UK Tech InsiderUK Tech Insider
    Facebook X (Twitter) Instagram
    UK Tech InsiderUK Tech Insider
    Home»Machine Learning & Research»Make Sense of a 10K+ Line GitHub Repos With out Studying the Code
    Machine Learning & Research

    Make Sense of a 10K+ Line GitHub Repos With out Studying the Code

    Oliver ChambersBy Oliver ChambersJune 25, 2025No Comments4 Mins Read
    Facebook Twitter Pinterest Telegram LinkedIn Tumblr Email Reddit
    Make Sense of a 10K+ Line GitHub Repos With out Studying the Code
    Share
    Facebook Twitter LinkedIn Pinterest Email Copy Link


    Make Sense of a 10K+ Line GitHub Repos With out Studying the Code
    Picture by Writer | Canva

     

    Navigating and understanding massive codebases will be difficult, particularly for brand spanking new builders becoming a member of a venture or when revisiting older repositories. Conventional strategies of understanding code constructions contain studying by means of quite a few information and documentation, which will be time-consuming and error-prone. GitDiagram presents an answer by changing GitHub repositories into interactive diagrams, offering a visible illustration of the codebase’s structure. This instrument helps in understanding advanced programs, and enhancing collaboration amongst improvement groups. On this article, I’ll stroll you thru the step-by-step strategy of utilizing GitDiagram domestically. So, with none additional wait, let’s get began.

     

    Step-by-Step Information to Utilizing GitDiagram Regionally

     

    Step 1: Clone the GitDiagram repository

    git clone https://github.com/ahmedkhaleel2004/gitdiagram.git
    cd gitdiagram

     

    Step 2: Set up Dependencies

    This fetches and installs dependencies into node_modules.

     
    Earlier than operating pnpm set up, be sure you have Node.js and pnpm put in globally.

    • To put in Node.js, obtain it from nodejs.org
    • To put in pnpm, run the next command:
    •  

     

    Step 3: Set Up Surroundings Variables

     
    Edit the .env file to incorporate your OpenAI / Anthropic /OpenRouter API key and, optionally, your GitHub private entry token.

     

    Step 4: Begin Backend Companies

    docker-compose up --build -d

     
    The FastAPI server can be out there at localhost:8000. You will notice the next message on the server aspect.

    {"message":"Hiya from GitDiagram API!"}

     

    Step 5: Initialize the Database

    Run the next instructions to arrange the database:

    chmod +x start-database.sh
    ./start-database.sh
    pnpm db:push

     
    When prompted to generate a random password, enter sure. The Postgres database will begin in a container at localhost:5432.
    Word: After I tried to run this command, I received this error:

    sh: drizzle-kit: command not discovered
     ELIFECYCLE  Command failed.
     WARN   Native bundle.json exists, however node_modules lacking, did you imply to put in?

     
    Seems I hadn’t put in drizzle-kit. So for those who see this, simply run:

     
    After that, pnpm db:push labored high quality and gave me this output:

    No config path supplied, utilizing default 'drizzle.config.ts'
    Studying config file '/Customers/kanwal/Desktop/gitdiagram/drizzle.config.ts'
    Utilizing 'postgres' driver for database querying
    [✓] Pulling schema from database...
    [✓] Modifications utilized

     

    Step 6: Run the Frontend

     
    Now you can entry the web site at localhost:3000 and edit the speed limits outlined in backend/app/routers/generate.py within the generate operate decorator. Let’s attempt to visualize the github repo of the fastapi library.

    Frontend Interface:
     
    Frontend InterfaceFrontend Interface
     

    Output:
     
    OutputOutput

     

    Concluding Ideas

     
    This can be a nice thought and a extremely helpful repository. I’ve personally felt the necessity for one thing like this in my very own tasks, so I recognize the trouble and imaginative and prescient behind it.

    That mentioned, providing an unbiased opinion—there’s positively room for enchancment.

    One recurring problem I bumped into was:

    Syntax error in textual content mermaid model 11.4.

     
    In keeping with the venture proprietor ahmedkhaleel2004, this error often means the LLM generated invalid Mermaid.js syntax.

     

    I’ve tried addressing this problem in quite a few methods, however in the end, I discover that there is no such thing as a dependable repair—it’s principally a limitation of the LLM. If there have been a approach to validate Mermaid.js code, that might assist, however as of now, I’m unsure how.

     

    He additionally famous that the present immediate (in `prompts.py`, particularly the third one which generates Mermaid code) already tries to implement appropriate syntax—however it’s not foolproof, and new syntax points nonetheless happen.

    ✅ A Resolution I Discovered On-line That Labored
    Whereas digging by means of the GitHub Points, I got here throughout a workaround shared by one other consumer that truly labored for me:

     

    Add this to the customise diagram immediate:Ignore the syntax problem from Mermaid model 11.4.1 and regenerate the rest of the diagram.

     

    Utilizing that line helped bypass the error. Regardless that some elements may nonetheless be lacking, it at the least produced a partial diagram—sufficient to provide a high-level understanding of the codebase.
     
     

    Kanwal Mehreen Kanwal is a machine studying engineer and a technical author with a profound ardour for knowledge science and the intersection of AI with drugs. She co-authored the e book “Maximizing Productiveness with ChatGPT”. As a Google Technology Scholar 2022 for APAC, she champions variety and tutorial excellence. She’s additionally acknowledged as a Teradata Range in Tech Scholar, Mitacs Globalink Analysis Scholar, and Harvard WeCode Scholar. Kanwal is an ardent advocate for change, having based FEMCodes to empower girls in STEM fields.

    Share. Facebook Twitter Pinterest LinkedIn Tumblr Email
    Oliver Chambers
    • Website

    Related Posts

    MMAU: A Holistic Benchmark of Agent Capabilities Throughout Numerous Domains

    July 29, 2025

    Construct a drug discovery analysis assistant utilizing Strands Brokers and Amazon Bedrock

    July 29, 2025

    Prime Abilities Information Scientists Ought to Study in 2025

    July 29, 2025
    Top Posts

    Auto-Shade RAT targets SAP NetWeaver bug in a complicated cyberattack

    July 29, 2025

    Evaluating the Finest AI Video Mills for Social Media

    April 18, 2025

    Utilizing AI To Repair The Innovation Drawback: The Three Step Resolution

    April 18, 2025

    Midjourney V7: Quicker, smarter, extra reasonable

    April 18, 2025
    Don't Miss

    Auto-Shade RAT targets SAP NetWeaver bug in a complicated cyberattack

    By Declan MurphyJuly 29, 2025

    Menace actors not too long ago tried to take advantage of a freshly patched max-severity…

    Verizon is giving clients a free Samsung Z Flip 7 — here is how you can get yours

    July 29, 2025

    MMAU: A Holistic Benchmark of Agent Capabilities Throughout Numerous Domains

    July 29, 2025

    How one nut processor cracked the code on heavy payload palletizing

    July 29, 2025
    Stay In Touch
    • Facebook
    • Twitter
    • Pinterest
    • Instagram
    • YouTube
    • Vimeo

    Subscribe to Updates

    Get the latest creative news from SmartMag about art & design.

    UK Tech Insider
    Facebook X (Twitter) Instagram
    • About Us
    • Contact Us
    • Privacy Policy
    • Terms Of Service
    • Our Authors
    © 2025 UK Tech Insider. All rights reserved by UK Tech Insider.

    Type above and press Enter to search. Press Esc to cancel.