MillionShort VS Contextify

• Unique Search Results
  MillionShort allows users to remove the top few sites from search results, potentially uncovering more unique or less popular websites.
• Customization
  Users can customize search results by excluding the top 100, 1,000, 10,000, or even 1 million websites, giving them control over what they see.
• Niche Discoveries
  The tool can help in discovering niche websites and content that are not typically visible through traditional search engines.
• Filter Bubble Reduction
  By removing popular sites, MillionShort can help reduce the filter bubble effect and provide a broader range of search results.

Possible disadvantages

• Limited Relevance
  Excluding top websites can lead to less relevant search results, making it harder for users to find credible and authoritative sources.
• Potential Bias
  Bias towards lesser-known sites might affect the quality and reliability of information found through MillionShort.
• Learning Curve
  Users might need time to learn how to effectively use the platform and adjust filters to suit their search needs.
• Dependency on Existing Search Engines
  MillionShort relies on existing search engine data, which means it may not fully escape the limitations of mainstream search algorithms.

• Streamlines context creation
  Contextify automates the process of gathering and formatting code or documentation into a single context blob, saving developers time when preparing inputs for AI models or LLM-based tools.
• Developer-friendly CLI
  Being a .sh based tool, it likely integrates easily into existing developer workflows, scripts, and CI/CD pipelines without requiring a heavy GUI or additional software installation.
• Improves AI prompt quality
  By structuring and consolidating relevant files or data into a clean context format, it can help improve the accuracy and relevance of responses from AI coding assistants or LLMs.
• Lightweight and fast
  Shell-based tools tend to be lightweight, with minimal dependencies, making Contextify quick to run even on large codebases or directories.
• Useful for open-source and private projects alike
  It can be applied to both public repositories and private codebases, giving flexibility for individual developers and teams working on proprietary systems.

Possible disadvantages

• Limited to certain use cases
  As a niche developer tool, Contextify may only be useful for specific workflows like AI context generation, and might not offer broader project management or analysis features.
• Learning curve for configuration
  Users unfamiliar with shell scripting or command-line tools might find it harder to configure and customize compared to GUI-based alternatives.
• Dependency on file structure conventions
  The tool's effectiveness may depend heavily on how well the codebase or files are organized, potentially requiring manual adjustments for messy or non-standard repositories.
• Possible scalability issues
  For very large codebases, generating and processing context files might become slow or produce outputs too large for practical use with certain AI models with token limits.
• Limited documentation or community support
  Being a smaller or newer tool, it may lack extensive documentation, tutorials, or active community support compared to more established developer tools.

• The Next Google
  dkb.io · Apr 2022

  Some examples of goggles that could be created are “top tech blogs”, “drop the top 1000 most popular domains” (which implements the general idea of an older search engine, MillionShort), or “cooking sites my mom would...

• The Difference Between Search Engines
  www.buttoncommander.com · Aug 2020

  MetaCrawler belongs to the InfoSpace. It was a meta search engine, however now it includes out a complete net search. It combines internet seek results from different awesome search engines like google like Google,...

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• Ask HN: What are you working on? (September 2026)

  MillionShort - A long tail search engine that lets you remove up to the top 1 million most popular websites from results - https://millionshort.com I posted Million Short 14 years ago to HN and the search engine has been largely the same... - Source: Hacker News / 22 days ago

• Kagi Is Bringing Orion Web Browser to Linux

  Https://millionshort.com/ might be the search engine you are looking for. - Source: Hacker News / over 1 year ago

• 'You have blood on your hands', US senator tells Zuckerberg [video]

  Sometimes I still use https://millionshort.com/ for filtering out those crap tier sites; web site search engine still means finding useful webpages - I hope the AI search engines do recognize that as a target to list actual useful sites... - Source: Hacker News / over 2 years ago

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• Ask HN: What are you working on? (September 2026)

  I have been building Contextify. Contextify (https://contextify.sh) It is an application for Linux, macOS and Windows that files your AI chats into a database your AI can read using a skill or MCP. It backs up the valuable content of... - Source: Hacker News / 22 days ago

• Ask HN: How do you manage skills files?

  This past week I was exploring the automatic skill improvement behavior described in the Anthropic blog guest post with their partner org. I'd previously build a "dreaming" skill that works okay and think there may be some value yet to... - Source: Hacker News / 29 days ago