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AI · alternatives · 2026

24 alternatives to Sankofa – Browser extension to semantically search your history

Hey there HN! I lead Product at Vectara. Some of us read a lot of articles on the web (like those on HN) and we were desperately trying to recall the text we read -- using semantic search because we might not have remembered the exact text we read. (Or ask questions about the content -- ChatGPT style.) Sankofa is a new browser extension that can automatically index web pages you visit and let you search / ask questions about that content. We built it using Vectara's retrieval-augmented-generation (RAG) platform and hope this is useful to folks. This is an initial release: we would love…

Sankofa is a browser extension that automatically indexes web pages as users visit them, enabling semantic search and question-answering about previously read content. Built on Vectara's retrieval-augmented-generation… Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. Sankofa – Browser extension to semantically search your history launched in 2024; newer entries below may have overtaken it.

  1. 1

    Hey Hackernews, I'm Ofer, head of developer relations at Vectara. Some of us read a lot of articles on the web, like those on HN, and it seems useful to be able to search the contents of the text we read (using semantic search), or ask questions about it (ChatGPT style). Sankofa is a new browser extension that allows you to index web pages you visit and search / ask questions about that content. We built it using Vectara's retrieval-augmented-generation (RAG) platform and hope this is useful to folks. This is an initial release - we would love to hear any feedback and suggestions. BTW,…

    2024 · github.com · its alternatives →

  2. 2

    Chat with your browser history

    2024 · github.com · its alternatives →

  3. 3

    Your filesystem for the web

    2018 · its alternatives →

  4. 4

    I built this tool because I wanted a way to just take a bunch of URLs or domains, and query their content in RAG applications. It takes away the pain of crawling, extracting content, chunking, vectorizing, and updating periodically. I'm curious to see if it can be useful to others. I meant to launch this six months ago but life got in the way...

    2024 · embedding.io · its alternatives →

  5. 5
    Fluent▲821

    Learn a new language by browsing the web

    2020 · fluent.co · its alternatives →

  6. 6

    Hey there HN! We’re Antonio, Luca, and Yuhang, and we’re excited to introduce Fast GraphRAG, an open-source RAG approach that leverages knowledge graphs and the 25 years old PageRank for better information retrieval and reasoning. Building a good RAG pipeline these days takes a lot of manual optimizations. Most engineers intuitively start from naive RAG: throw everything in a vector database and hope that semantic search is powerful enough. This can work for use cases where accuracy isn’t too important and hallucinations are tolerable, but it doesn’t work for more difficult queries that…

    2024 · github.com · its alternatives →

  7. 7WS

    We’ve trained a generative AI model to browse the web and answer questions/retrieve code snippets directly. Unlike ChatGPT, it has access to primary sources and is able to cite them when you hover over an answer (click on the text to go to the source being cited). We also show regular Bing results side-by-side with our AI answer. The model is an 11-billion parameter T5-derivative that has been fine-tuned on feedback given on hundreds of thousands of searches done (anonymously) on our platform. Giving the model web access lessens its burden to need to store a snapshot of human knowledge…

    2022 · beta.sayhello.so · its alternatives →

  8. 8

    Not all improvements come from adding complexity — sometimes it's about removing it. PageIndex takes a different approach to RAG. Instead of relying on vector databases or artificial chunking, it builds a hierarchical tree structure from documents and uses reasoning-based tree search to locate the most relevant sections. This mirrors how humans approach reading: navigating through sections and context rather than matching embeddings. As a result, the retrieval feels transparent, structured, and explainable. It moves RAG away from approximate "semantic vibes" and toward explicit reasoning…

    2025 · github.com · its alternatives →

  9. 9

    Search your browser & social bookmarks

    2024 · betterstacks.com · its alternatives →

  10. 10

    Upgrade your Browser ✨

    2022 · sigmaos.com · its alternatives →

  11. 11GA

    Hi HN, For over two years I've been working on an App to learn languages (currently French, Italian and Spanish), together with my partner, a language teacher. I think it is finally ready to share with this community! The idea is to introduce vocabulary and grammar whilst you read eBooks in your own language. I've found that it is easier to remember vocabulary 'in context' and with regular repetition. Plus you don't have to carve out dedicated time for language learning. Other apps require you to build a habit around various exercises or ‘games’, whereas lots of people already read books.…

    2024 · glossarie.app · its alternatives →

  12. 12
    Wiseone▲410

    All-in-one tool for better reading & web search experience

    2023 · chromewebstore.google.com · its alternatives →

  13. 13
    Hexofy▲285

    Capture data from any page, like magic

    2023 · hexofy.com · its alternatives →

  14. 14PA

    A journey in fixing browser history

    2020 · beepb00p.xyz · its alternatives →

  15. 15

    Summarize, connect and organize ALL your online content

    2023 · recall.it · its alternatives →

  16. 16ED
  17. 17

    Introducing Biblos, a simple tool for semantic search and summarization of Bible passages. Leveraging Chroma for vector search with BAAI BGE embeddings, semantically find related verses across the Bible. The tool employs Anthropic's Claude LLM model for generating high-quality summaries of retrieved passages, contextualizing your search topic. Built on a Retrieval Augmented Generation (RAG) architecture, the app implements a simple Streamlit Web UI using Python. Deployed using render.com, the app is available at https://biblos.app Note: Search by just topic/keywords, e.g.…

    2023 · github.com · its alternatives →

  18. 18
    Fluensa▲117

    Make the entire internet a space for language learning

    2025 · its alternatives →

  19. 19

    Hi HN! Vectara is a "batteries included" retrieval augmented generation platform. You can upload your rich text documents like PDFs, HTML pages, word docs, etc, or semi-structured JSON and Vectara handles the text and metadata extraction, segmentation, vector embedding, and vector storage, and keyword storage. You can ask a question or perform a search in the UI or via our APIs and Vectara will automatically handle the vectorization, structured metadata filtering, vector+keyword retrieval, hybrid blending, and generative summarization of the results. We're focusing on building and…

    2023 · vectara.com · its alternatives →

  20. 20
    dejavu▲90

    A modern, open-source data browser for Elasticsearch.

    2016 · opensource.appbase.io · its alternatives →

  21. 21

    Hello HN, I’m Kamil. The past months have been filled with news about ChatGPT, Bard, etc. Thankfully, there are some heroic attempts to bring that power to the users. I wanted to contribute to that effort with my side project, an extension for Chrome: it makes searching the history by meaning – instead of the exact words – possible. This is only a proof of concept, building on the excellent transformers.js[0], and running entirely in the browser. My goal here is to explore the possibilities unlocked by a client-side AI. I would love to have your feedback, to know which direction that project…

    2023 · getpinbot.com · its alternatives →

  22. 22
    HARPA AI▲102

    Your browser's brain, like Bing AI but for Chrome

    2023 · harpa.ai · its alternatives →

  23. 23

    Hey. I’ve been working on Rearview, a browser extension that makes browsing history more useful. It’s available for Chrome, Edge, and Firefox. What it does: - Full-text Search: Search page content, not just URLs or titles. - More Filter: Organize history by date, time, or visits. - AI Assistant: Get insights from your history. (Optional, with your own api key.) Everything stays local in IndexedDB. Feedback & Feature request welcome. BTW, since Firefox does not provide a favicon URLs implementation (https://bugzilla.mozilla.org/show_bug.cgi?id=1315616),I am currently requesting…

    2025 · rearview-ai.vercel.app · its alternatives →

  24. 24

    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 →

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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 →