Life & fun · alternatives · 2026
24 alternatives to Elasticsearch with BERT for advanced document search
Elasticsearch with BERT for advanced document search. - Hironsan/bertsearch
Elasticsearch with BERT for advanced document search is a search tool that combines Elasticsearch with BERT machine learning technology to find documents more intelligently. It is designed for users who need to search… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Elasticsearch with BERT for advanced document search launched in 2019; newer entries below may have overtaken it.
- 1IM
As a grad student (and an ADHDer), I had trouble doing literature review systematically. To combat this, I made a website that finds similar papers using the meaning of the thing I am looking for. I used MixedBread's [^1] embedding model to generate vectors from the abstracts. I store and search similar vectors using Milvus [^2] and finally use Gradio [^3] to serve the frontend. I update the vector database weekly by pulling the metadata dataset from Kaggle [^4]. To speed up the search process on my free oracle instance, I binarise the embeddings and use Hamming distance as a metric. I would…
2024 · papermatch.mitanshu.tech · its alternatives →
- 2GF
2016 · appbaseio.github.io · its alternatives →
- 3

Hi HN! I'm Jonathan and I built Hacker Search (https://hackersearch.net), a semantic search engine for Hacker News. Type a keyword or a description of what you're interested in, and you'll get top links from HN surfaced to you along with brief summaries. Unlike HN's otherwise very valuable search feature, Hacker Search doesn't require you to get your keywords exactly right. That's achieved by leveraging OpenAI's latest embedding models alongside more traditional indexes extracted from the scraped and cleaned up contents of the links. I think there are many more interesting things…
2024 · hackersearch.net · its alternatives →
- 4
stackoverflow.ai▲421AI-powered, conversational search and discovery tool
2025 · stackoverflow.com · its alternatives →
- 5
DocSearch▲259The easiest way to add search to your documentation
2015 · community.algolia.com · its alternatives →
- 6

Optimize your Google searches - faster and better results
2023 · chromewebstore.google.com · its alternatives →
- 7AD
We (Nick, Dens, Denzell, Fede, Drew, Aaryan, and Daniel) have been building HN Discovery, a discovery-focused search engine for Hacker News, in our spare time for the past 6 months and are excited to show it! It adds the following features relative to the existing keyword search interface and preserves the existing ones: - no-JS version (hnnojs.trieve.ai) - site:{required_site} and site:{negated-site} filters - public analytics - LLM generated query suggestions based on random stories - recommendations - dense vector semantic search - SPLADE fulltext search - RAG AI chat - order by…
2024 · hn.trieve.ai · its alternatives →
- 8AS
2013 · insightdatascience.com · its alternatives →
- 9FS
Hi HN! This started late last year as an afternoon project to play around with ElasticSearch, and then I kept thinking of new features I wanted to add. I still have a lot of things I want to build, but now seemed like a good time to put it out there: even if the results aren’t nearly the quality I’d like, I’ve still found it useful and I want to show it off! I’ve been working on it since September 2021, but only in fits and starts. The entire thing runs on a computer in my living room (there’s a picture on the About page); I haven’t done any load testing so we’ll see how it holds up.
2022 · search.feep.dev · its alternatives →
- 10

- 11OA
Hi HN, I built an open-source AI agent that has already indexed and can search the entire Epstein files, roughly 100M words of publicly released documents. The goal was simple: make a large, messy corpus of PDFs and text files immediately searchable in a precise way, without relying on keyword search or bloated prompts. What it does: - The full dataset is already indexed - You can ask natural language questions - Answers are grounded and include direct references to source documents - Supports both exact text lookup and semantic search Discussion around these files is often fragmented. This…
Jan 2026 · epstein.trynia.ai · its alternatives →
- 12
ThinkAny▲273New era AI search engine, search anything with AI
2024 · thinkany.ai · its alternatives →
- 13

Last summer we faced a conundrum at my company, Tiger Data, a Postgres cloud vendor whose main business is in timeseries data. We were trying to grow our business towards emerging AI-centric workloads and wanted to provide a state-of-the-art hybrid search stack in Postgres. We'd already built pgvectorscale in house with the goal of scaling semantic search beyond pgvector's main memory limitations. We just needed a scalable ranked keyword search solution too. The problem: core Postgres doesn't provide this; the leading Postgres BM25 extension, ParadeDB, is guarded behind AGPL; developing our…
Mar 2026 · github.com · its alternatives →
- 14SP
Step into the future with Searchbase Cloud's AI-enhanced search capabilities. Effortless to integrate, intuitive to use, and built for insightful discoveries. Transform your data into action with the smartest search on the market. Join the revolution.
2024 · searchbase.dev · its alternatives →
- 15

Rank a list of documents according to their relevance to a query primarily and your custom instructions secondarily. We evaluated the model on instructions for recency, document type, source, and metadata, and it can generalize to other instructions as well. The reranker supports multilinguality. Th
2025 · docs.contextual.ai · its alternatives →
- 16

Allsearch is a tool I made after getting fed up with Google's search results and reading up on conversations on HN about the state of search on the internet. This is a tool I made as a spiritual successor to GnodSearch (https://www.gnod.com/search/), which I've seen in a couple conversations about search on HN. GnodSearch is great, but a bit barebones in terms of looks and functionality; Allsearch is my attempt to build off of it. Similar to Gnod, Allsearch allows you to apply any given search query to a search engine of your choice (either through only keystrokes, or via…
2022 · allsear.ch · its alternatives →
- 17

Built an automated system to run a deep search of ArXiv and carefully find all the precise papers that exist on a complex topic. It's different from simple RAG because it searches, classifies, and adapts based on relevant papers it uncovers, and then continues until it finds every paper on a topic (trying to mimic the human research process). Benchmarked 10x higher accuracy and total retrieval compared to Google Scholar for a median search (whitepaper on website). Also knows when it is complete, and misses virtually nothing (< 3% or so, once it's converged). Website has a free trial and a…
2024 · app.undermind.ai · its alternatives →
- 18
Library.one▲111Link sharing platform for experts, contextual search engine
2022 · library.one · its alternatives →
- 19

Minimal keyword extraction with BERT. Contribute to MaartenGr/KeyBERT development by creating an account on GitHub.
2020 · github.com · its alternatives →
- 20

Hi HN, As a researcher, I often found myself struggling with the limitations of keyword-based search when exploring PubMed papers. To address this, I created PubMed Search (https://www.pubmedisearch.com/), a tool that leverages a vector database to enable semantic search across medical research literature. Some key features: * Daily updates to ensure access to the latest articles * Semantic search using latest & greatest embedding models * Some additional useful info about the papers (tldr, journal, publication date, etc.) Hope you find it useful!
2024 · pubmedisearch.com · its alternatives →
- 21

- 22AT
A lot has changed since I last posted about AI Search. It now supports all languages and uses a multitude of AI models under the hood resulting in fast AI summaries The UI has been revamped and a chrome extension is now available that integrates searches with the navigation bar (https://chrome.google.com/webstore/detail/ai-search/eoggknli...) I am not holding my breath for AiSearch becoming a well-known search engine any time soon. In fact, I prefer if it doesn't as I don't want to draw attention in the search engine all-out war. However, I have chosen to give…
2023 · aisearch.vip · its alternatives →
- 23

Learn Elasticsearch through step-by-step solutions to real-world, non-trivial challenges in E-Commerce, Search-as-you-Type, Business Analytics, Geo Search, and more.
2021 · elasticsearchbook.com · its alternatives →
- 24SR
Searchkit - UI Widgets for Elasticsearch. React, Vue & Javascript supported
2016 · searchkit.co · its alternatives →
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Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →