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).

txtai executes machine-learning workflows to transform data and build AI-powered semantic search applications.

txtai executes machine-learning workflows to transform data and build AI-powered semantic search applications.

NeuML 3.1k Dec 31, 2022
Yuno is context based search engine for anime.

Yuno yuno.mp4 Table of Contents Introduction Power Of Yuno Try Yuno How Yuno was created? References Introduction Yuno is a context based search engin

IAmParadox 354 Dec 19, 2022
Simple algorithm search engine like google in python using function

Mini-Search-Engine-Like-Google I have created the simple algorithm search engine like google in python using function. I am matching every word with w

Sachin Vinayak Dabhade 5 Sep 24, 2021
Pysolr — Python Solr client

pysolr pysolr is a lightweight Python client for Apache Solr. It provides an interface that queries the server and returns results based on the query.

Haystack Search 626 Dec 01, 2022
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
MeiliSearch FastAPI provides FastAPI routes for interacting with MeiliSearch.

MeiliSearch FastAPI MeiliSearch FastAPI provides FastAPI routes for interacting with MeiliSearch. Installation Using a virtual environmnet is recommen

Paul Sanders 29 Nov 18, 2022
An image inline search telegram bot.

Image-Search-Bot An image inline search telegram bot. Note: Use Telegram picture bot. That is better. Not recommending to deploy this bot. Made with P

Fayas Noushad 24 Oct 21, 2022
Google Search Engine Results Pages (SERP) in locally, no API key, no signup required

Local SERP Google Search Engine Results Pages (SERP) in locally, no API key, no signup required Make sure the chromedriver and required package are in

theblackcat102 4 Jun 29, 2021
rclip - AI-Powered Command-Line Photo Search Tool

rclip is a command-line photo search tool based on the awesome OpenAI's CLIP neural network.

Yurij Mikhalevich 394 Dec 12, 2022
Pythonic Lucene - A simplified python impelementaiton of Apache Lucene

A simplified python impelementaiton of Apache Lucene, mabye helps to understand how an enterprise search engine really works.

Mahdi Sadeghzadeh Ghamsary 2 Sep 12, 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
A library for fast parse & import of Windows Prefetch into Elasticsearch.

prefetch2es Fast import of Windows Prefetch(.pf) into Elasticsearch. prefetch2es uses C library libscca. Usage When using from the commandline interfa

S.Nakano 5 Nov 24, 2022
TG-searcherBot - Search any channel/chat from keyword

TG-searcherBot Search any channel/chat from keyword. Commands /start - Starts th

TechiError 12 Nov 04, 2022
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
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
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
A real-time tech course finder, created using Elasticsearch, Python, React+Redux, Docker, and Kubernetes.

A real-time tech course finder, created using Elasticsearch, Python, React+Redux, Docker, and Kubernetes.

Dinesh Sonachalam 130 Dec 20, 2022
Google Drive file searcher

Google Drive file searcher

Hafitz Setya 25 Dec 09, 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 simple search engine that allow searching for chess games

A simple search engine that allow searching for chess games based on queries about opening names & opening moves. Built with Python 3.10 and python-chess.

Tyler Hoang 1 Jun 17, 2022