An open source, non-profit search engine implemented in python

Overview

Mwmbl: No ads, no tracking, no cruft, no profit

Mwmbl is a non-profit, ad-free, free-libre and free-lunch search engine with a focus on useability and speed. At the moment it is little more than an idea together with a proof of concept implementation of the web front-end and search technology on a very small index. A crawler is still to be implemented.

Our vision is a community working to provide top quality search particularly for hackers, funded purely by donations.

Why a non-profit search engine?

The motives of ad-funded search engine are at odds with providing an optimal user experience. These sites are optimised for ad revenue, with user experience taking second place. This means that pages are loaded with ads which are often not clearly distinguished from search results. Also, eitland on Hacker News comments:

Thinking about it it seems logical that for a search engine that practically speaking has monopoly both on users and as mattgb points out - [to some] degree also on indexing - serving the correct answer first is just dumb: if they can keep me going between their search results and tech blogs with their ads embedded one, two or five times extra that means one, two or five times more ad impressions.

But what about...?

The space of alternative search engines has expanded rapidly in recent years. Here's a very incomplete list of some that have interested me:

  • YaCy - an open source distributed search engine
  • search.marginalia.nu - a search engine favouring text-heavy websites
  • Gigablast - a privacy-focused search engine whose owner makes money by selling the technology to third parties
  • Brave
  • DuckDuckGo

Of these, YaCy is the closest in spirit to the idea of a non-profit search engine. The index is distributed across a peer-to-peer network. Unfortunately this design decision makes search very slow.

Marginalia Search is fantastic, but it is more of a personal project than an open source community.

All other search engines that I've come across are for-profit. Please let me know if I've missed one!

Designing for non-profit

To be a good search engine, we need to store many items, but the cost of running the engine is at least proportional to the number of items stored. Our main consideration is thus to reduce the cost per item stored.

The design is founded on the observation that most items rank for a small set of terms. In the extreme version of this, where each item ranks for a single term, the usual inverted index design is grossly inefficient, since we have to store each term at least twice: once in the index and once in the item data itself.

Our design is a giant hash map. We have a single store consisting of a fixed number N of pages. Each page is of a fixed size (currently 4096 bytes to match a page of memory), and consists of a compressed list of items. Given a term for which we want an item to rank, we compute a hash of the term, a value between 0 and N - 1. The item is then stored in the corresponding page.

To retrieve pages, we simply compute the hash of the terms in the user query and load the corresponding pages, filter the items to those containing the term and rank the items. Since each page is small, this can be done very quickly.

Because we compress the list of items, we can rank for more than a single term and maintain an index smaller than the inverted index design. Well, that's the theory. This idea has yet to be tested out on a large scale.

Crawling

Our current index is a small sample of the excellent Common Crawl, restricted to English content and domains which score highly on average in Hacker News submissions. It is likely for a variety of reasons that we will want to go beyond Common Crawl data at some point, so building a crawler becomes inevitable. We plan to start work on a distributed crawler, probably implemented as a browser extension that can be installed by volunteers.

How to contribute

There are lots of ways to help:

  • Volunteer to test out the distributed crawler when it's ready
  • Help out with development of the engine itself
  • Donate some money towards hosting costs and/or founding an official non-profit organisation

If you would like to help in any of these or other ways, thank you! Please email the main author (email address is in the git commit history).

High level Python client for Elasticsearch

Elasticsearch DSL Elasticsearch DSL is a high-level library whose aim is to help with writing and running queries against Elasticsearch. It is built o

elastic 3.6k Dec 30, 2022
Free and Open, Distributed, RESTful Search Engine

Elasticsearch Elasticsearch is the distributed, RESTful search and analytics engine at the heart of the Elastic Stack. You can use Elasticsearch to st

elastic 62.4k Jan 08, 2023
PwnWiki 数据库搜索命令行工具;该工具有点像 searchsploit 命令,只是搜索的不是 Exploit Database 而是 PwnWiki 条目

PWSearch PwnWiki 数据库搜索命令行工具。该工具有点像 searchsploit 命令,只是搜索的不是 Exploit Database 而是 PwnWiki 条目。

K4YT3X 72 Dec 20, 2022
Modular search for Django

Haystack Author: Daniel Lindsley Date: 2013/07/28 Haystack provides modular search for Django. It features a unified, familiar API that allows you to

Haystack Search 3.4k Jan 04, 2023
Eland is a Python Elasticsearch client for exploring and analyzing data in Elasticsearch with a familiar Pandas-compatible API.

Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch

elastic 463 Dec 30, 2022
Super Simple Similarities Service

Super Simple Similarities Service

vincent d warmerdam 95 Dec 25, 2022
A fast, efficiency python package for searching and getting search results with many different search engines

search A fast, efficiency python package for searching and getting search results with many different search engines. Installation To install the pack

Neurs 0 Oct 06, 2022
A search engine to query social media insights with political theme

social-insights Social insights is an open source big data project that generates insights about various interesting topics happening every day. Curre

UMass GDSC 10 Feb 28, 2022
esguard provides a Python decorator that waits for processing while monitoring the load of Elasticsearch.

esguard esguard provides a Python decorator that waits for processing while monitoring the load of Elasticsearch. Quick Start You need to launch elast

po3rin 5 Dec 08, 2021
solrpy is a Python client for Solr

solrpy solrpy is a Python client for Solr, an enterprise search server built on top of Lucene. solrpy allows you to add documents to a Solr instance,

Jiho Persy Lee 37 Jul 22, 2021
A sphinx extension for designing beautiful, screen-size responsive web components.

sphinx-design A sphinx extension for designing beautiful, view size responsive web components. Created with inspiration from Bootstrap (v5), Material

Executable Books 109 Jan 01, 2023
Senginta is All in one Search Engine Scrapper for used by API or Python Module. It's Free!

Senginta is All in one Search Engine Scrapper. With traditional scrapping, Senginta can be powerful to get result from any Search Engine, and convert to Json. Now support only for Google Product Sear

33 Nov 21, 2022
document organizer with tags and full-text-search, in a simple and clean sqlite3 schema

document organizer with tags and full-text-search, in a simple and clean sqlite3 schema

Manos Pitsidianakis 152 Oct 29, 2022
A Python web searcher library with different search engines

Robert A simple Python web searcher library with different search engines. Install pip install roberthelper Usage from robert import GoogleSearcher

1 Dec 23, 2021
PwnWiki Telegram database searching bot

pwtgbot PwnWiki Telegram database searching bot. Screenshots How it looks like in the terminal when running How it looks like in Telegram Run Directly

K4YT3X 3 Jan 25, 2022
Python Elasticsearch handler for the standard python logging framework

Python Elasticsearch Log handler This library provides an Elasticsearch logging appender compatible with the python standard logging library. This lib

Mohammed Mousa 0 Dec 08, 2021
ForFinder is a search tool for folder and files

ForFinder is a search tool for folder and files. You can use that when you Source Code Analysis at your project's local files or other projects that you are download. Enter a root path and keyword to

Çağrı Aliş 7 Oct 25, 2022
Yet another googlesearch - A Python library for executing intelligent, realistic-looking, and tunable Google searches.

yagooglesearch - Yet another googlesearch Overview yagooglesearch is a Python library for executing intelligent, realistic-looking, and tunable Google

115 Dec 29, 2022
Search emails from a domain through search engines

EmailFinder - search emails through Search Engines

Josué Encinar 155 Dec 30, 2022
Deep Image Search - AI-Based Image Search Engine

Deep Image Search is an AI-based image search engine that includes deep transfer learning features Extraction and tree-based vectorized search technique.

144 Jan 05, 2023