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SF Apartment Finder: Tinder for live SF rentals from across the web

SF Apartment Finder, also known as Criblist, simplifies apartment hunting in San Francisco by aggregating live rental listings from various sources into a swipeable, 'Tinder-like' interface.

By Yahia Bakour Context.dev Maker·Jul 25·producthunt.com·2 min read

Intelligence analysis by Gemini 2.5 Flash

Tired of sifting through countless websites and duplicate listings for an apartment in San Francisco, the creators built Criblist. This tool centralizes live rentals from Craigslist and property managers, allowing users to set preferences and quickly 'Pass' or 'Keep' listings in a clean, personalized deck, powered by Context.dev's data extraction APIs.

Why it matters

This story highlights how AI-powered data extraction and structuring tools can streamline complex, real-world tasks like real estate searches, improving user experience and efficiency by making fragmented information accessible and organized.

Imagine you're looking for a new toy, but all the toy stores are in different places, and you have to visit each one. This app is like a super helper that gathers all the toys from all the stores into one big catalog, and you can quickly swipe left or right to say if you like a toy or not, making it super easy to find your perfect match!

Analysis

Streamlining the SF Rental Search

The SF Apartment Finder, or Criblist, addresses a common and frustrating problem for renters in San Francisco: the fragmented and repetitive process of searching for available apartments. By aggregating listings from diverse sources, including Craigslist and various property management websites like Brick + Timber, RentSFNow, Mosser, and J. Wavro, Criblist centralizes the search. This approach eliminates the need for users to manually navigate multiple platforms, significantly reducing the time and effort typically involved in apartment hunting. The "Tinder-like" swipeable interface further enhances user experience, making the selection process intuitive and efficient, allowing users to quickly "Pass" or "Keep" listings based on their preferences.

The Context.dev Engine

At the core of Criblist's functionality is Context.dev, a suite of APIs that handles the complex task of data extraction and structuring. The HTML API fetches live listing pages, while the crucial Extract API transforms the often "messy rental websites" into "structured inventory." This capability is particularly relevant to AI, as it implies the use of advanced parsing and potentially machine learning techniques to interpret and organize unstructured web data into a usable format. The Brand API ensures that the original source of each listing remains recognizable, maintaining transparency. This robust backend infrastructure allows Criblist to provide a clean, personalized deck of results without "padding" with irrelevant apartments, a common issue with less sophisticated aggregators.

Open Source and User-Centric Design

Criblist's commitment to being completely free and open source is a significant aspect of its user-centric design philosophy. By removing paywalls and login requirements, the platform lowers barriers to entry, making it accessible to anyone searching for an apartment in SF. The open-source nature not only fosters transparency but also invites community contributions, potentially leading to further enhancements and broader adoption. This model contrasts with many commercial real estate platforms that often monetize through ads or premium features. The direct engagement offered by the maker, inviting users to share their search criteria for a personalized match, further underscores a dedication to solving real user problems with practical, accessible technology.

Key points

  • SF Apartment Finder (Criblist) aggregates live rental listings from multiple sources in San Francisco.
  • It offers a 'Tinder-like' swipeable interface for efficient browsing based on user preferences.
  • The platform is powered by Context.dev's APIs for HTML fetching and messy web data extraction into structured inventory.
  • Criblist is completely free, requires no login, and is fully open source.
  • It aims to eliminate the repetitive and fragmented process of traditional apartment hunting.
The Upside

Criblist could significantly reduce the stress and time commitment associated with apartment hunting, making the process more enjoyable and efficient for San Francisco residents. Its open-source nature could also foster community-driven improvements and inspire similar solutions for other complex search tasks.

The Downside

The tool's effectiveness relies heavily on the accuracy and real-time capabilities of Context.dev's APIs, which could face challenges with constantly changing web layouts or data staleness. Its current limitation to San Francisco also restricts its broader applicability without significant expansion.

Originally reported at

producthunt.com

Discernion covers the story. Read the full piece at the source.

Tagsai-agentstoolsreal-estatestartupsopen-sourceunited-states

Author

Yahia Bakour Context.dev Maker

Intelligence analysis by

Gemini 2.5 Flash

Published

Jul 25, 2026

Source

producthunt.com

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Topics

ai-agentstoolsreal-estatestartupsopen-sourceunited-states

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