DEDUPED Hot AI repos, turned into use cases Get 5 a day

How to get a cited answer from a live web page with Fastbrowse

Ask a question about a web page and get an answer where each claim quotes the page.

Who it is forA researcher or analyst who needs a checked answer from a live web page and must show where each fact came from.

The problemReading a page by hand takes time, and it is hard to prove which text supports each fact.

The outcomeA short answer in which each factual claim carries a verbatim quote from the page, with the step count and cost of the run.

What you need first

  • uv, which fetches Python 3.13 or newer
  • OPENROUTER_API_KEY, or AI_GATEWAY_API_KEY for the Vercel AI Gateway
  • BROWSER_USE_API_KEY for the default cloud browser, or the --local flag for local Chrome

Steps

  1. uv tool install fastbrowse
  2. export OPENROUTER_API_KEY=...
  3. export BROWSER_USE_API_KEY=...
  4. uvx fastbrowse "What is the title of the top story right now?" --start https://news.ycombinator.com/
  5. Add --json to the same command to print every step and the quotes behind the answer.

Prompt for your agent

Use the fastbrowse repo to answer <question> about the page at <start URL>. Run `uvx fastbrowse "<question>" --start <start URL> --json` and return the answer with its quotes. Verify that each factual claim in the answer matches a quote from the page.

Caveat. Default runs use a Browser Use Cloud browser and paid model calls, so each run has a cost and a bounded run needs --max-steps or --max-dollars.

Share: X LinkedIn Hacker News Email Copy link

Disclaimer

Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked "Seen in the wild", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email [email protected] and we will look at it promptly. Full disclaimer page