Early Alpha — Shaping the Future of Search

Search built for
humans, not algorithms.

NeuFlux is an independent search engine on a mission to surface real, high-quality content — cutting through AI-generated junk, SEO manipulation, and pay-to-rank noise to give you results that actually matter.

Live
Search Engine
3+
Data Sources Merged
Advanced
Safe Search Filtering
Free
Always, For Everyone

The web deserves better.
So do you.

The major search engines were built for a different internet — one where web pages were written by people, for people. Today, the top results are dominated by AI-mass-produced content farms, over-optimised SEO pages that answer nothing, and corporate giants who pay (directly or indirectly) for placement.

NeuFlux started as a personal project to build something better: a search engine that ranks results by genuine quality and relevance, not by who has the biggest SEO budget or the most AI-spun pages.

The goal is for search to feel like asking a knowledgeable friend — fast, honest, and never trying to manipulate what you find. That means working toward independent infrastructure and a funding model that doesn't compromise results.

🎯
Results First, Always
Organic results are never mixed with or buried under ads. What you see first is what the engine thinks is most relevant — not what a company paid to put there.
🔒
Privacy as a Goal
The aim is to avoid building tracking profiles or selling behavioural data. What you search should stay your business — not a product sold to advertisers.
🔨
Still Being Built
NeuFlux is an active project, not a finished product. Everything here describes what we're working toward — honest about where things stand today and where they're headed.
🌍
Free for Everyone
The plan is to keep NeuFlux free through a respectful ad model that never touches organic results. Your results page is yours — ads stay separate, always.

Core search features,
already working.

NeuFlux is in active alpha. Here's what you can use today — and what's coming next.

🔍
Multi-Source Web Search
Results are pulled and merged from multiple independent sources — Brave Search API and a local YaCy federated crawler instance — then deduplicated and ranked for quality.
Live
📰
Live News Feed
A dedicated news tab pulls fresh headlines from trusted sources and displays them in clean cards with source attribution — no aggregator noise or clickbait headlines ranked above substance.
Live
🛡️
Advanced Safe Search
Three independent toggles: Safe Search (block adult content), Curated (hide spam & junk sites), and Dangerous (block malware & phishing) — each switchable independently, applied at the source request level.
Live
🎴
Curated Answer Cards
Instant answers for common queries: weather, time, currency conversion, calculators, Wikipedia summaries, and more — surfaced as rich cards above results without leaving the page.
Live
🗂️
Search Filters & Tabs
Switch instantly between All, News, Academic, Images, and more. Filter by date range, source type, or curated vs. full web results — giving you control over what you see.
Live
⚙️
Customisable Experience
Choose your background, toggle dark/light mode, set your preferred search behaviour, and save your settings — all stored locally, no account required.
Live
🕷️
Site Submission & Crawling
The ability to submit URLs to be crawled and added to the NeuFlux index directly. Currently being reworked — coming once the underlying indexing pipeline is stable.
Coming
🌐
Own Search Index
The long-term goal: a fully independent, NeuFlux-owned web index. No reliance on third-party APIs. Crawled, ranked, and served entirely by NeuFlux infrastructure.
Coming

The war against search junk.

Today's search results are increasingly polluted. NeuFlux is being built with the goal of fighting this — here's what we want to push out, and what we want to surface instead.

❌ What NeuFlux filters out

  • 🤖 AI content farms — Pages mass-produced by language models to target keywords with zero original insight. They look credible, answer nothing.
  • 📈 Over-optimised SEO pages — Content engineered purely to rank, not to inform. The "best X in 2025" listicle that doesn't test a single product.
  • 🔗 Link farm domains — Sites with thin content and thousands of inbound paid links existing only to manipulate ranking algorithms.
  • 💸 Paid placement in organic results — Results that appear "organic" but are influenced by commercial relationships. This is something NeuFlux is committed to never doing.
  • ♻️ Content scrapers & aggregators — Sites republishing others' original work without adding value, outranking the original source.
VS

✅ What NeuFlux surfaces instead

  • ✍️ Original human writing — Real authors with genuine expertise, opinions, or experience. The content the rest of the web is actually about.
  • 📚 Primary sources — Academic papers, official documentation, raw data, and direct reporting — not the AI summary of a summary of a summary.
  • 🏘️ Community knowledge — Forums, wikis, discussion threads where real people solved real problems. Often the most useful result, rarely the top one elsewhere.
  • 🧪 Independently verified content — Pages that earn their ranking through genuine inbound links and engagement, not paid link schemes.
  • Fast, direct answers — When a query has a clean factual answer, we surface it instantly in an answer card, no click required.
How we want to do it technically: The goal is to apply domain reputation scoring, content density analysis, outbound link pattern detection, and update-frequency checks at query time. Domains with known AI-farm or SEO-farm patterns would be deprioritised. As the project matures and we build our own index, these signals can become increasingly granular — scoring at the page level, not just the domain level. Some of this is already partially in place; more is being worked on.

From the web to your screen — every step.

Here's exactly how a search query flows through NeuFlux, from raw data sources to the results you see.

Data Sources
🌍
Brave Search API
Independent web index.
Privacy-respecting API.
🕷️
YaCy Crawler
Local federated crawler.
Indexes submitted URLs.
📰
News Feeds
Live RSS & news APIs.
Fresh headlines, deduplicated.
✦ Future
🏗️
NeuFlux Index
Own crawler & index.
No third-party dependency.
NeuFlux Engine
🔀
Merge & Deduplicate
Results from all sources combined. Duplicates removed by URL fingerprint.
⚖️
Relevance Ranking
Title match, content signals, domain authority, freshness scoring.
🗂️
Tab Classification
Results sorted into All, News, Academic, Images tabs automatically.
Quality & Safety Layer
🛡️
Safe Search Toggles
Safe Search, Curated, & Dangerous — three independent toggles applied before results are returned.
🚫
Junk Suppression
AI-farm and SEO-farm domains deprioritised. Thin content filtered.
Curated Boost
Hand-verified quality sources get a relevance boost for appropriate queries.
What You See
Instant Answer Cards
Weather, calculator, wiki, time, currency — zero clicks needed.
🔍
Organic Results
Real, ranked, unmanipulated web results. Always first, always clean.
📣
Separate Ad Zone
Clearly labelled, visually separated. Never mixed into organic results.

Three independent controls,
not one blunt switch.

Rather than a single "safe search on/off" toggle, NeuFlux aims to give you three separate, independent settings — each targeting a different type of unwanted content.

🔞 Safe Search — ON / OFF
ON blocks adult and explicit content from results. OFF allows all content through. When on, the safe search parameter is passed to source APIs so explicit material isn't fetched in the first place — not filtered afterwards.
🗂️ Curated — ON / OFF
ON hides known spam and junk sites from results — content farms, low-quality aggregators, and SEO-manipulated domains. OFF shows the full unfiltered result set including these domains.
⚠️ Dangerous — ON / OFF
ON blocks results from known malware-hosting, phishing, and dangerous domains. OFF removes that filter — not recommended for general browsing. Useful for security researchers who need to see flagged domains.
How the filtering works (and where it's heading)
  • 1 Each of the three toggles is stored as a user preference. When a query is made, the server reads these settings before dispatching any source requests — not as a post-process.
  • 2 For Safe Search, the appropriate parameter is passed directly to the Brave Search API, so explicit content is never fetched at all rather than being filtered from a full result set.
  • 3 The Curated filter draws from a maintained list of low-quality and junk domains. The goal is to grow this list based on user feedback and automated signals over time.
  • 4 The Dangerous filter references known malware and phishing domain lists. The aim is to keep these updated and eventually cross-reference against live threat intelligence feeds.
  • 5 All three toggles are independent — you could turn off Safe Search while keeping Curated and Dangerous on, for example. Each one targets a completely separate concern.

Free to use.
Honest about how.

The plan is for NeuFlux to stay free. But free has to be funded somehow — here's the approach we want to take with ads, and why it matters.

neuflux.org — "best coffee grinders under £50"
✓ Organic Results — Always First
reddit.com/r/Coffee › comments
What's the best budget burr grinder in 2025? Megathread
Community-tested roundup with 800+ comments from actual home baristas comparing 14 models under £50…
home-barista.com › gear
Budget Grinder Blind Test Results — 2024 Edition
Independent lab-style testing of grind consistency, retention, and burr quality across 9 models…
wirecutter.nytimes.com
The Best Coffee Grinder — Our Top Pick for Under £50
Tested over 60 hours with real espresso and pour-over setups. Updated March 2025…
Sponsored — Separate from Results
Ad
Baratza — Official UK Store
Explore the Encore ESP. Free shipping over £40.
Ad
Sage Appliances UK
The Smart Grinder Pro. Built for serious coffee.
🚫
Ads outside results
The goal is for sponsored content to always be visually separated and placed outside the main result list — never mixed in or disguised as organic.
🏷️
Always clearly labelled
Every sponsored result should carry an explicit "Ad" label. No native advertising, no "recommended" weasel words hiding what's commercial.
📊
No behavioural targeting
The aim is to match ads to the current query topic only — not to a profile built from search history. Building a data profile on users isn't part of the plan.
🔓
Rankings stay independent
Advertisers shouldn't be able to pay to influence organic ranking. That's a line NeuFlux intends to hold — paid placement stays in its own zone, full stop.

† A very cheap ad-free tier may be offered in the future for users who'd prefer a completely clean experience — nothing decided yet, just something being considered.

Where we are, and
where we're going.

Phase 1 — Complete
Functional Search Engine
Core search working with multi-source results, safe search, news tab, answer cards, customisation settings, curated content lists, and site submission. The foundation is solid.
Multi-source results Safe Search toggles News tab Answer cards
Phase 2 — In Progress
Quality Signals & Alpha Refinement
Tuning junk suppression, expanding curated source lists, improving mobile experience, adding more instant-answer types, and gathering alpha tester feedback to prioritise features.
Junk signal tuning Mobile UX Alpha feedback Leaderboard
Phase 3 — Planned
NeuFlux-Owned Web Crawler
The biggest step: building and running NeuFlux's own web crawler and search index from scratch. This ends reliance on third-party APIs entirely and gives full control over what's indexed, how it's ranked, and how junk is suppressed — at a scale and depth impossible when depending on external providers.

The crawler would respect robots.txt, prioritise crawling depth over breadth to index pages thoroughly rather than shallowly, and be built to keep infrastructure costs manageable as the index grows.
Own crawler Independent index No API dependency Page-level signals
Phase 4 — Vision
Sustainable Platform
With a solid index and quality signals in place, the vision is to bring in the ethical ad model, explore developer API access, and grow NeuFlux into a real independent alternative to the big players — keeping the search experience free, fast, and honest throughout.
Ethical ads Developer API Community curation Long-term growth

Why we need to own
our own index.

Today's independent search engines all face the same problem: they ultimately depend on someone else's index. Here's why NeuFlux needs to change that — and how.

🔍 The Problem with API Dependency

When NeuFlux fetches results from the Brave Search API, we're filtering and re-ranking someone else's data. We have limited control over what's in the underlying index, what's been excluded, and how the original ranking was performed.

If Brave changes their API terms, pricing, or ranking algorithm, it directly impacts NeuFlux users. That's a fragility we need to eliminate.

🏗️ What a NeuFlux Index Looks Like

The plan is a distributed crawl infrastructure using open-source components — starting with a significantly expanded YaCy deployment and custom crawl scheduling — progressively building an index that covers the breadth of the web that our users actually care about.

We'll prioritise depth (indexing pages thoroughly, following links deeply within quality domains) over the shallow breadth crawl that produces low-quality index entries.

⚗️ Quality Signals at Index Time

A major potential advantage of owning the index would be applying quality signals at crawl time, not just at query time. Content density, originality scoring, link graph analysis, and update patterns could all be computed during indexing — making query-time ranking faster and more accurate.

AI-generated content patterns could be detected and flagged during the crawl itself, not just during result retrieval. That's the goal, at least.

📅 Timeline & Reality Check

Building a useful web index takes significant compute, storage, and crawl bandwidth. We're being realistic: Phase 3 starts when the alpha is stable and funded well enough to support crawl infrastructure reliably.

In the meantime, the combination of Brave API + YaCy local index already gives NeuFlux meaningful independence and lets us validate our quality signal approach before scaling it.

Limited Alpha Access

Help shape the future
of honest search.

NeuFlux is actively being developed and your feedback directly influences what gets built next. Alpha testers get early access to new features, a direct line to the team, and the satisfaction of being part of something built to make search better for everyone.

🚀 Join the Alpha Testers
Takes 2 minutes · No account required · We'll reach out personally