FitPulse Django Fitness Tracker with AI Coach | Final Year Project with Source Code
A full Django fitness platform with workout logging, nutrition tracking, progress charts and a live AI coach. 87 passing tests, seeded demo data, runs in about 20 minutes.
Technology Used
Django 5.2 | Python | Tailwind CSS | HTMX | Alpine.js | SQLite3 | Groq API | Chart.js
What This Project Actually Does
FitPulse is a fitness tracking website built entirely in Django. A user signs up, walks through a five-step onboarding wizard where they enter height, weight, goal and activity level, and the app calculates their BMI, BMR, TDEE and daily macro targets from that. After onboarding they land on a dashboard that pulls together everything else in the app.
From there they can browse a library of 150+ exercises, build a workout template, log an actual gym session set by set (weight, reps, RPE), track meals against a 96-food nutrition database, log water, upload progress photos, watch their body stats move on Chart.js graphs, export a PDF progress report, chat with an AI coach that knows their real workout history, and post to a social feed where other users can like and comment.
No React. No separate API frontend. It's Django templates with Tailwind, HTMX and Alpine.js doing the interactive bits, which means the whole thing is one codebase you can actually explain to an examiner in five minutes.
Key Features
Accounts and onboarding
- Custom user model that logs in with email instead of username — a genuinely nice thing to point at during viva
- Five-step onboarding wizard that computes BMI, BMR, TDEE and macro splits from the user's own numbers
- Streak, XP and level fields wired into the user model for gamification
- Email verification, password reset, and brute-force lockout via django-axes (five bad passwords and the account locks)
Exercises and workouts
- 150+ seeded exercises, searchable and filterable by muscle group and equipment
- Favoriting an exercise happens over HTMX — the heart icon flips without a page reload
- 12 pre-built workout templates plus a builder for custom ones
- Session logger records every single set, and the app auto-detects personal records the moment you beat one
Nutrition
- 96 foods seeded with real macro values, searchable live as you type
- Meal and water logging with macro totals that update against the user's TDEE target
- Eight recipes with one-click logging, plus custom food creation for stuff that isn't in the database
Progress and reporting
- Body-stat check-ins and progress photo uploads
- Chart.js line charts for weight and measurement trends over time
- PDF progress report export generated with WeasyPrint — the examiner will ask you to click this, guaranteed
AI Coach
- Streaming chat powered by the Groq API through
StreamingHttpResponse, so replies appear word by word instead of one frozen loading spinner - The system prompt is assembled from the logged-in user's live profile, recent workouts and PR history — ask it "am I progressing on bench press" and it answers from your actual data
- Quick-action prompt buttons, saved and pinned replies, rate-limited to 30 messages an hour
- If
GROQ_API_KEYisn't set, it degrades to a polite fallback message instead of crashing
Community
- Social feed with Following and Discover tabs, image and workout attachments
- HTMX likes and comments, follow, block and report
- Leaderboards for XP, streak and weekly workout count
- Official and user-created challenges with live per-participant progress
Real-World Applications
The obvious one is a gym. A local gym in your city could run this to give members a login, track their programs, and stop maintaining those laminated workout cards. Personal trainers can use the community and challenge modules to run a paid 30-day transformation batch and actually see who's logging sessions.
Corporate wellness teams use almost exactly this shape of app for step and workout challenges between departments. Physiotherapy clinics use the body-stat check-in and progress photo modules for recovery tracking. And the AI coach pattern — pulling a user's live database records into a system prompt before hitting an LLM — is the same technique behind most of the AI assistants you're seeing inside SaaS products right now, so it's worth understanding properly rather than just demoing.
Who Should Buy This
If you're a BCA or MCA student with a submission deadline in two weeks and a guide who keeps saying "add something with AI," this is your project. It's Django, so your syllabus already covers most of it. It has an LLM integration, so it clears the "AI component" box. And it has 87 passing tests, which almost nothing on the internet does, so when your examiner asks about testing you have an actual answer instead of a silence.
BTech CSE students building a major project will like that this isn't a single-feature CRUD app. Seven Django apps, custom user model, streaming responses, HTMX partials, PDF generation, background task setup with Celery. There's enough surface area here to write a real 60-page report without padding.
Honest bit — one thing here is genuinely annoying. WeasyPrint needs GTK libraries installed on Windows, and if you skip that step the PDF export view throws an import error that looks scarier than it is. Budget twenty minutes for it. The installation guide below walks through the fix.
And one thing that's much easier than it looks: python manage.py seed_demo_data. One command creates four fully onboarded users with roughly ten logged workout sessions each, a week of meal logs, eight weeks of body measurements, and cross-linked follows, posts and comments. So instead of spending your demo day manually clicking "log workout" forty times to make the charts look non-empty, you log in as demo@fitpulse.app and everything is already populated. That single command is the difference between a demo that looks finished and one that looks like a tutorial.
Why CodeAj
You get the complete source code — every app folder, every template, every migration, the seed commands, requirements.txt, .env.example, all of it. A documentation-ready project report comes along with it covering objective, literature survey, system design, ER diagram, module descriptions and testing, which is the part most students underestimate until the week before submission. If setup goes sideways on your machine we'll get on a call and fix it. If you want more Python-based options before deciding, browse the Python final year projects collection, or go straight to the wider Django projects with source code library where FitPulse sits alongside similar full-stack builds. Students who specifically want the LLM angle should also look at our AI chatbot solutions — the streaming pattern used in FitPulse's coach module shows up there too.
Frequently Asked Questions
Extra Add-Ons Available – Elevate Your Project
Add any of these professional upgrades to save time and impress your evaluators.
Live 1-on-1 Mentorship
Personal session with an expert developer
Project Setup
We'll install and configure the project on your PC via remote session (Google Meet, Zoom, or AnyDesk).
Source Code Explanation
1-hour live session to explain logic, flow, database design, and key features.
Want to know exactly how the setup works? Review our detailed step-by-step process before scheduling your session.
₹999
Custom Documents (College-Tailored)
- Custom Project Report: ₹1,500
- Custom Research Paper: ₹1,000
- Custom PPT: ₹800
Fully customized to match your college format, guidelines, and submission standards.
Project Modification
Need feature changes, UI updates, or new features added?
Charges vary based on complexity.
We'll review your request and provide a clear quote before starting work.
Project Files
ReviewsWhat Our Students Say
He explained the project clearly and thoroughly. He was very supportive throughout the process and was always available to help when needed. His guidance and assistance made it easier to understand the project and complete tasks effectively.
I had a very good experience with CodeAj Marketplace. The team is professional and supportive, especially Ajay Pandit sir who guides clearly throughout the project. The work was completed neatly and according to requirements. A great place for learning and project development. Highly recommended for students and developers.
Excellent explanation! Concepts are explained in a very simple and understandable way. It really helped me a lot in improving my knowledge. Great work!
Codeaj was really helpful with my project, especially during the customization part. He didn't just do the work but also took the time to explain everything, from the project structure and database to the code itself. It was a huge help, especially for students trying to understand how everything fits together. I really appreciated his support and the way he made things easier to follow.
Working with CodeAj Marketplace has been such a positive experience. The projects delivered are original, carefully crafted from scratch, and tailored to meet expectations with impressive attention to detail. What really makes him stand out is his willingness to go the extra mile — not just in creating outstanding work, but also in helping others understand how everything functions. He explains things clearly, addresses questions patiently, and ensures the whole process feels like a learning journey instead of just a handover. On top of the technical expertise, his calm and approachable personality makes communication effortless. No unnecessary stress, just smooth collaboration and genuine support. I truly value the dedication he brings to his work and would highly recommend him to anyone in search of high-quality, authentic projects.
I purchased a project from him recently and I have to say it's one of the best decisions I've made. The project was absolutely beautiful, built completely from scratch with no shortcuts, and perfectly matched what I wanted. What makes him stand out is not just his ability to create anything we ask for, no matter how complex, but also the way he helps us understand every part of it. He patiently explains the process, clears doubts, and makes sure we actually learn from the project instead of just using it. On top of his skills, his personality is amazing — he's calm, chill, and very friendly to talk to. There's no stress when working with him, only smooth communication and genuine support. I truly appreciate the effort he puts in and would highly recommend him to anyone looking for original, high-quality projects.
I received my project from CodeAJ Marketplace on time, and the work was very neat and well-presented. The team maintained good communication and delivered everything as promised. I appreciate their timely completion and professional approach.
I sincerely thank Mr. Ajay Pandit for his constant support and valuable guidance throughout the project. His timely advice, encouragement, and expertise greatly contributed to the successful completion of the work. I'm truly grateful for his mentorship.
I had an outstanding experience with CodeAj while developing my mobile app. Their team was incredibly cooperative, ensuring every customization I requested was implemented flawlessly. The service was top-notch, and the final product exceeded my expectations. Highly recommend CodeAj for anyone seeking professional and reliable app development services! 11/10
I would like to sincerely thank Ajay Pandit for providing me with the project. His guidance and explanation of the system's architecture, modules, and AI integration were extremely helpful in understanding the project thoroughly. Ajay's support played a key role in helping me implement the hotel booking and payment module effectively. His willingness to clarify concepts and walk me through complex logic made the learning process smooth and insightful. I truly appreciate his mentorship and the time he dedicated to ensuring I was well-prepared for both the development and presentation of this project.
I had a great experience with the project I purchased. It was well-structured and met all my expectations. The team was responsive and supportive throughout, addressing all my queries promptly. Highly recommended for anyone looking for quality projects and good service.
I'm really thankful to Codeaj for helping me with my project explanation and guiding me throughout. Your support made everything much easier and clearer.
The project he made was wonderful, and the way he patiently listened, understood all my ideas and presented them so well in the project, was amazing. I would highly recommend him to everyone.
I would like to sincerely thank Ajay Pandit for providing me with the project. His guidance and explanation of the system's architecture, modules, and AI integration were extremely helpful in understanding the project thoroughly.
Too good experience, I love their projects and they are available for you to help, they are incredible good. Must avail their services. I am happy customer.
The team was very supportive and their explanation was very good, they are clarifying each and every doubts with lots of patience. Highly recommended for quality projects.
I really like their work and they made good project in less amount.
Thank you, CodeAj Bro, for supporting the Doctor Appointment System project. Your guidance during the project setup, installation, and report creation was very helpful and greatly appreciated.
One of the best Software Developer provide the best setup environment for project, good explain skills, and good technical skills, step by step explain project through google meet and budgetly price project Available.
Thank you so much for your excellent work on our project! Your kindness and clear explanations made the entire process smooth and enjoyable. Highly recommend!
Really very supportive, helpful and kind, loving nature. Available for any time for any query, highly recommend to get projects from him.
Awesome projects. They support on setting up the project after purchasing. Completely legal one. Affordable projects too.
Code AJ guide team are very formal, friendly to setup project step by step and explain each question 🙂
Thank you codeAj, Best site to get your project done quickly, with fast responses and instant clarification of any project-related doubts.
I really liked the work, and they solved my issues very well too.
They provide very good service and code also running condition and they fulfill all the queries it's very helpful.
Really helpful, makes things easy to understand and very kind nature, you can look forward to get help from here.
Thank you so much for building the Project for my requirement.
Looking forward to many many collaborations and always tend to buy the projects.
I am so satisfied with codeAJ because of his help.
Thank you so much sir for your support and help.
Ajay bro has excellent knowledge and his response is nice.
This is a great app I love it with good functionality.
Thank you so much for your help and support.
Highly recommended for the projects.
Loved the project work.
It is super for students.
I recently purchased this project online and I am very satisfied with it. The project was well-designed, properly organized, and included all the necessary files and documentation. The source code was clean, easy to understand, and worked as expected. A special appreciation for the project explanation and setup session. The session was detailed and easy to understand, covering both the project implementation and the complete setup process. All my questions were answered clearly, which helped me understand the project much better. Thanks for giving your time.