fatsecret VS CloudCLI
Compare fatsecret VS CloudCLI and see what are their differences
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fatsecret
MyFitnessPal
Cronometer
Lose it!
LifeSum
YAZIO
CalorieTracker.io
Noom
CloudCLI
GitHub Codespaces
Gitpod
Qoder IDE
At fatsecret we empower anyone to reach their desired weight through individualized and sustainable weight loss, because we envision a world where everyone can achieve their weight loss goals, leading to better health and happiness.
We support a community of more than 100 million enthusiastic members with the highest quality food and nutrition tracking tools that reduce effort and create lasting healthy habits for sustainable weight loss.
Our free iOS and Android mobile apps and websites let you track your food, exercise and weight as well as engage with a supportive community. The fatsecret community enjoys access to the largest verified database of food and nutrition information globally covering all generic foods, branded products and restaurant items.
fatsecret also operates the fatsecret Platform which includes the fatsecret Platform API and fatsecret Brand Tools. With more than 50,000 developers utilizing the service, the fatsecret Platform API is the largest provider of verified accurate food and nutrition data to health related mobile apps/web services and integrated fitness devices, available in 26 languages for more than 50 markets.
Most engineering teams run AI coding agents on individual laptops. Close the lid, lose the session. When a new developer joins, they spend hours recreating the same setup.
CloudCLI gives your team shared cloud environments where AI agents run 24/7. Every developer gets their own isolated container, but the team shares MCP servers, context files, and configurations across all projects. Onboarding takes minutes.
Sessions can be started through a full REST API, so workflows in Linear, Jira, or n8n can trigger background coding agents programmatically. A ticket gets filed, an agent starts coding, the developer reviews the PR in the morning.
The web UI and mobile interface include a file explorer, git explorer, and full shell access. Review PRs on your iPad, make fixes from your phone, then pick up in VS Code over SSH.
Unlike GitHub Codespaces, CloudCLI is purpose-built for agentic development. Claude Code, Cursor CLI, Codex, and Gemini CLI come pre-installed. Sessions survive laptop closure. Teams bring their own API keys with no vendor lock-in.
Built on an open-source core (AGPL-3, 9,000+ GitHub stars). Self-host for data sovereignty or use the managed service from โฌ7/month.
fatsecret CloudCLIFatSecret is recommended for individuals who want a simple yet effective app to track their calorie intake, monitor their weight loss or maintenance goals, and engage with a community of like-minded individuals. It is particularly useful for those on a budget, as the app's basic version is free.
fatsecret's answer
fatsecret is defined by its global scale and data integrity. Unlike many platforms that rely solely on unverified user-generated content, fatsecret provides a highly curated, verified global food and nutrition database covering 56 countries and 24 languages. Our consumer app empowers millions of users to lose weight, while our professional-grade Platform API serves as the nutritional backbone for global tech giants. This ensures that whether a user is tracking a meal in Melbourne or a developer is building a health app in San Francisco, they are accessing the most accurate, localized and comprehensive data available.
CloudCLI's answer:
CloudCLI is one of the only cloud development environments built specifically for AI coding agents. Where Codespaces and Gitpod give you a cloud editor, CloudCLI gives your agents a persistent home that stays alive 24/7. What makes it particularly valuable for teams: shared MCP servers and environment configs mean every developer starts from the same baseline. A full REST API means sessions can be triggered from automation tools, not just opened manually. Background agents can run overnight and produce PRs for review in the morning. And the entire platform is open source (AGPL-3) so teams can self-host on their own infrastructure.
fatsecret's answer
Users and businesses choose fatsecret for its uncompromising transparency and accessibility.
For Consumers: We offer a completely free, high-quality core weight loss experience including a barcode scanner, comprehensive macro tracking and an engaged community - without the aggressive paywalls common in the industry.
For Developers: We provide a "no lock-in" contract and a white-label API that is arguably the most flexible and easy to integrate in the market. Choosing fatsecret means choosing a partner that prioritizes data accuracy and user success over short-term monetization.
CloudCLI's answer:
Compared to tools like GitHub Codespaces, CloudCLI is purpose-built for agentic development rather than traditional coding. Here's what sets it apart:
fatsecret's answer
fatsecret serves a diverse, global audience:
Health-Conscious Individuals: People seeking a personalized, easy-to-use tool for sustainable weight loss and nutrition management.
The Developer Ecosystem: Over 35,000 developers and startups who require high-quality, localized nutrition data to power their own innovative health, fitness and medical applications.
Enterprise Leaders: Global corporations in the technology, insurance, and healthcare sectors (such as Google/fitbit, Samsung and Abbott) that integrate our data into their wearable devices and wellness platforms.
CloudCLI's answer:
CloudCLI is built for engineering teams that use AI coding agents as part of their daily workflow. This includes teams adopting agentic development practices with tools like Claude Code, Cursor CLI, or Codex who need shared environments where MCP servers, context files, and configurations stay consistent across every developer. It also serves engineering managers looking to integrate AI agents into existing workflows through API-driven automation with tools like Linear, Jira, and n8n. Solo developers and open-source contributors who want persistent remote access from any device are also a core audience, along with organizations that need to self-host for data sovereignty or regulatory compliance.
fatsecret's answer
Founded in 2006 in Melbourne, Australia, fatsecret began with a simple mission: to empower people to achieve their ideal weight through individualized and sustainable nutrition. Over the last ~20 years, we have evolved from a social network for dieting into the worldโs leading provider of verified food and nutrition data to the leading consumer weight loss solution, now even expanding into medically supported weight loss through the fatsecret Clinic.
CloudCLI's answer:
CloudCLI started as an open-source project to solve a problem every developer using AI coding agents hits: your agent ties up your terminal and stops working when your laptop sleeps. We built a cloud-native environment where agents run persistently, paired with an open-source web UI so anyone could manage sessions from a browser or phone. As teams started adopting it, the focus shifted to shared environments, where team-wide MCP servers, configurations, and context files could be maintained in one place instead of duplicated across every developer's machine. The project grew to 9,000+ GitHub stars organically with no marketing. Today CloudCLI offers both a free self-hosted option and a managed cloud service starting at โฌ7/month.
fatsecret's answer
The fatsecret platform is an API-first ecosystem designed for high-concurrency and global reliability. Our core infrastructure handles millions of API calls per month, utilizing:
CloudCLI's answer:
CloudCLI is built with a modern JavaScript/TypeScript stack:
The entire codebase is open source under AGPL-3 and available on GitHub.
fatsecret's answer
Our Platform API is trusted by some of the most influential companies in the world to power their health and wellness offerings. Customers include:
Based on our record, fatsecret seems to be more popular. It has been mentiond 6 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.
Data from fatsecret.com Source : https://www.fatsecret.com/calories-nutrition/generic/rice-white-cooked-regular?portionid=53181&portionamount=100.000. Source: about 3 years ago
I'm using fatsecret.com to track my calorie intake and used another site to figure out the macro ratios I should be eating. I eat healthy food anyways but after tracking it for a few weeks my macros were WAY off eating too many carbs and not enough protein. Just had to adjust the ratios of ingredients in what I was already making to even things out and to also bring the calorie count down. Made a pact with myself... Source: about 3 years ago
Should fatsecret.com be the one to determine standards for the amount of salt on eggs? I would think this ought to be up to the chef. Source: over 3 years ago
I use fatsecret.com to plan my meals and track my carbs and calories. The rest of my household eat as far from keto as I can imagine, so I cook for myself. Using tips from the internet, I make up a menu and prepare everything the day before (I love to be organized!). I rarely use others' s recipes - I experiment with food combos that I think will work. I have a bent for math, so planning my meals became a... Source: over 3 years ago
One large pizza has enough calories for an average males daily intake and the actually calorie count of the walk in special is most likely higher due to the additional toppings even if the pizza with just cheese were to be less calories than what fatsecret.com listed it as. Source: over 3 years ago
MyFitnessPal - Track the number of calories that you consume each day with MyFitnessPal. The app also lets you create a diet and track the exercise that you complete each day whether it's walking, running or some other type of program.
GitHub Codespaces - GItHub Codespaces is a hosted remote coding environment by GitHub based on Visual Studio Codespaces integrated directly for GitHub.
Cronometer - A big trend in todayโs world is health and fitness, particularly in recording nutritional information. There are several options available to achieve this result.
Gitpod - One click dev environment for GitHub
Lose it! - Snap a photo of your food to get nutritional facts
Qoder IDE - Qoder is an AI-powered agentic coding platform and IDE that automates complex software development tasks using autonomous AI agents.