Software Alternatives & Startups

CardStream AI VS Codegres.org

Compare CardStream AI VS Codegres.org and see what are their differences

CardStream AI

Cardstream.ai is open-source software that identifies trading cards the moment they appear on a live stream: name, set, card number and confidence in about half a second. It runs on your CPU and calls the recognition API once per card, not per frame.

Rating
0 reviews
Pricing
Open source Freemium $11 / One-off (Smallest credit pack)
Codegres.org

Learn Frontend Codegres | Custom Website, Apps

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0 reviews
Note: These products don't have any matching categories. If you think this is a mistake, please edit the details of one of the products and suggest appropriate categories.

Base details

Website, pricing, platforms and company facts side by side.

CardStream AI
Codegres.org
Website cardstream.ai codegres.org
Pricing
Open source Freemium $11 / One-off (Smallest credit pack) Official pricing
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Company Startup from the Czech Republic · 2026 —
Listed in

About CardStream AI and Codegres.org

In their own words, as submitted to SaaSHub.

CardStream AI
Codegres.org

Cardstream.ai is open-source software that identifies trading cards on live streams. Point a camera at a card and it returns the name, set, set code, card number, series and year in about half a second, with a confidence level and up to four alternative matches. It supports 25+ trading card...

Read more about CardStream AI

No description of Codegres.org yet.

Features and specs

What each product offers, as listed by its team.

CardStream AI 12 features
Codegres.org 4 features
  • Real-time card identification
    Names each trading card on stream in about half a second: name, set, number, series and year
  • Supported games
    25+ trading card games, including Pokémon, MTG, Yu-Gi-Oh!, One Piece and Lorcana
  • Confidence tiers
    Every match is rated High, Medium or Low; set a threshold to keep weak matches off the overlay
  • Alternative matches
    Up to four other cards it could have been, shown with every result
  • One API call per card
    A local motion gate and same-card check mean only a new card triggers an identification call
  • Runs on CPU
    Detection and gating run on your own computer, no GPU needed
  • Video sources
    Webcam, video file, OBS push over RTMP or SRT, RTSP/RTMP/SRT pull, WebSocket JPEG feeds
  • Stream overlay
    Browser UI with the match, a bounding box and a history of every card shown
  • Live settings
    Thresholds, game and set code can be changed from the browser mid-stream
  • Price statistics
    Optional USD median, range and latest sale for each match
  • Private by design
    Only one image crop per new card leaves your machine; the stream stays local
  • Open source
    Code and model weights under Apache-2.0; connect Ximilar’s API or your own recogniser
  • User-Friendly Interface
    Codegres.org offers a clean and intuitive interface, making it easy for users to navigate and find the information they need.
  • Rich Resource Library
    The platform provides a vast library of coding resources and tutorials that cater to both beginners and advanced programmers.
  • Community Support
    Users can benefit from an active community of developers who share tips, troubleshoot problems, and collaborate on projects.
  • Free Access
    Codegres.org offers many of its features and resources for free, making it accessible to a wide audience.

Possible disadvantages

  • Limited Advanced Features
    While great for beginners, Codegres.org might lack some advanced features and tools that experienced developers look for.
  • Occasional Downtime
    Users have reported experiencing occasional downtime or slow loading periods on the site.
  • Ad-Supported Content
    The free version of the platform includes advertisements, which can be distracting to some users.

Analysis

An editorial look at what each product does well and who it suits.

CardStream AI
Codegres.org

No analysis of CardStream AI yet.

Overall verdict

  • I don't have verified information about Codegres.org to confirm its legitimacy, quality, or safety. There is no reliable data in my training set about this specific domain, its ownership, service offerings, or user reputation, so I cannot responsibly claim it is 'good' or 'bad'.

Why this product is good

  • No verifiable company information, reviews, or track record found for this specific domain.
  • Unable to confirm SSL/security practices, business registration, or trust signals typically used to vet a service.
  • Domain names can be repurposed or newly created, making historical reputation data unreliable.
  • Cannot verify feature claims, pricing, or customer support quality without direct, current access to the site.

Recommended for

  • Users should independently verify the site using tools like WHOIS lookup, SSL checker, and Trustpilot/Reddit reviews before use.
  • Not recommended to input sensitive personal or payment information until legitimacy is confirmed.
  • Best suited for cautious research rather than an endorsement at this time.

Videos

Walkthroughs and reviews on video.

CardStream AI 1 video + Add
Codegres.org 0 videos + Add

Cardstream Identifying a Card in Real Time

No Codegres.org videos yet. You could help us improve this page by suggesting one.

Category popularity

How often each product is chosen within a category, 0–100% relative to the other.

Score bands 0–20 21–40 41–50 51–60 61–100
CardStream AI
Codegres.org
100% 100%
0% 0%
0% 0%
100% 100%
100% 100%
0% 0%
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Questions & Answers

As answered by people managing CardStream AI and Codegres.org.

What's the story behind your product?

CardStream AI's answer

Cardstream.ai is built by Ximilar, a computer vision company in Brno, Czech Republic, and the maker of the Collectibles Recognition API. In live card breaks the seller opens packs on camera and names every card by hand. Cardstream.ai identifies those cards from the stream automatically. Most of the engineering went into keeping it cheap to run, so that the paid API is called only when a new card appears. It was first released as open source in September 2026.

What makes your product unique?

CardStream AI's answer

Cardstream.ai is open source and runs on your own computer. It watches the video you already stream and identifies each trading card in about half a second, with no button to press. A local engine checks whether the card has stopped moving and whether it’s a new card. Only a new card triggers a paid identification call: about 100 calls an hour instead of 54,000.

Why should a person choose your product over its competitors?

CardStream AI's answer

Most card recognition tools for live streams are either closed paid services or browser extensions that identify one card per click. Cardstream.ai is free and open source (Apache-2.0), works automatically on the live video, and needs no GPU. It never logs in to your marketplace accounts. Only one image crop per new card leaves your machine, and you can connect your own recogniser instead of Ximilar’s API.

Who are some of the biggest customers of your product?

CardStream AI's answer

Leave this empty. There are no named public users yet, and a made-up list would be easy to disprove.

How would you describe the primary audience of your product?

CardStream AI's answer

Card breakers and live sellers on Whatnot, Fanatics Live, eBay Live and TikTok Shop, and card shops streaming on Twitch or YouTube. It’s also for developers who want to add card recognition to their own streaming or scanning setup.

Which are the primary technologies used for building your product?

CardStream AI's answer

Python, ONNX Runtime, an RF-DETR segmentation model trained by Ximilar for finding the card, and an embedding model for the same-card check (Torch, ONNX or LiteRT backends). It also uses ffmpeg for RTSP, RTMP and SRT streams, a local browser interface, Docker, and Ximilar’s Collectibles Recognition API for identification.

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