Assembly Line

Alternatives to Coveo in 2026

2 commercial products, led by Algolia and Elastic Cloud. 30 open-source projects you can run yourself, led by Typesense, Sonic and OpenSearch.

Open source

  1. 1
    Typesense typesense

    Open Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch ⚡ 🔍 ✨ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences

    Building block Production-ready You want Algolia-style instant search for a site or app that you can self-host cheaply.

    ★ 27k GPL-3.0 C++ Active, pushed 3 days ago
  2. 2
    Sonic valeriansaliou

    🦔 Fast, lightweight & schema-less search backend. An alternative to Elasticsearch that runs on a few MBs of RAM.

    Building block Usable You need fast autocomplete and text search on a small server and can store documents elsewhere.

    ★ 21k MPL-2.0 Rust Active, pushed 3 days ago
  3. 3
    OpenSearch opensearch-project

    🔎 Open source distributed and RESTful search engine.

    Building block Production-ready You need Elasticsearch-class search under the Apache licence or run on AWS's managed OpenSearch.

    ★ 14k Apache-2.0 Java Active, pushed today
  4. 4
    Manticoresearch manticoresoftware

    Open-source search database for full-text, vector, and hybrid search with real-time indexing and SQL.

    Building block Production-ready You want a lighter Elasticsearch alternative and like querying search with SQL.

    ★ 12k GPL-3.0 C++ Active, pushed today
  5. 5
    Quickwit quickwit-oss

    Cloud-native OSS search engine for observability

    Building block Usable You need cheap, large-scale log search and want to move off Elasticsearch.

    ★ 12k Apache-2.0 Rust Active, pushed today
  6. 6
    ParadeDB paradedb

    One Postgres for your application data, full-text search, vector retrieval, and aggregations. Home of the pg_search extension.

    Building block Usable You want Elasticsearch-quality search on data already in Postgres without running a separate search cluster.

    ★ 9.5k AGPL-3.0 Rust Active, pushed today
  7. 7
    Infinity infiniflow

    The AI-native database built for LLM applications, providing incredibly fast hybrid search of dense vector, sparse vector, tensor (multi-vector), and full-text.

    Building block Experimental You need hybrid retrieval with tensor reranking for RAG and want it in a single engine.

    ★ 4.8k Apache-2.0 C++ Active, pushed today
  8. 8
    USearch unum-cloud

    Fast Open-Source Search & Clustering engine × for Vectors & Arbitrary Objects × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍

    Building block Production-ready You want to embed fast vector search into an application or database rather than run a vector database server.

    ★ 4.4k Apache-2.0 C++ Active, pushed 2 days ago
  9. 9
    Zvec-grep zvec-ai

    Local-first search across your workspace, built for humans and AI agents.

    Developer tool Experimental You or your coding agent need to find things in a large workspace when you do not know the exact words.

    ★ 4.2k Apache-2.0 Rust Active, pushed today
  10. 10
    Pg_textsearch timescale

    PostgreSQL extension for BM25 relevance-ranked full-text search. Postgres OSS licensed.

    Building block Usable You want better-ranked keyword search inside Postgres without a separate search engine, under a permissive license.

    ★ 4.1k PostgreSQL C Active, pushed today
  11. 11
    FlexSearch nextapps-de

    Next-generation full-text search library for Browser and Node.js

    Building block Production-ready You need fast client-side or in-process search over a modest dataset without a search server.

    ★ 14k Apache-2.0 JavaScript Slowing, pushed 4 months ago
  12. 12
    Seekdb oceanbase

    The AI-Native Search Database. Best for agent storage, it unifies vector, text, structured, and semi-structured data into a single engine. This all-in-one database makes agents smarter, easier to run, and more stable.

    Building block Experimental You are building AI agents that need hybrid search and safe copy-on-write state in one SQL database.

    ★ 3.2k Apache-2.0 C++ Active, pushed today
  13. 13
    TNTSearch teamtnt

    A fully featured full text search engine written in PHP

    Building block Production-ready A PHP or Laravel app needs decent search on shared hosting where you cannot run a search server.

    ★ 3.2k MIT PHP Active, pushed 4 days ago
  14. 14
    Spice.ai spiceai

    Add a real-time analytics node to your operational database. Spice is a portable, accelerated SQL query, search, and LLM-inference engine in Rust for data-grounded AI apps and agents.

    Building block Usable Your app or agent needs fast queries over data scattered across several sources without building a pipeline.

    ★ 3.1k Apache-2.0 Rust Active, pushed today
  15. 15
    Sync-in Server Sync-in

    Sync-in · Sovereign platform for file storage, sharing, synchronization, and collaboration.

    Complete system Usable A small organisation wants a lighter Nextcloud alternative focused on files, sharing and document editing on its own servers.

    ★ 2k AGPL-3.0 TypeScript Active, pushed yesterday
  16. 16
    SeekStorm SeekStorm

    SeekStorm: vector & lexical search - in-process library & multi-tenancy server, in Rust.

    Building block Usable You need very fast full-text search in a Rust application or a lightweight search server.

    ★ 1.9k Apache-2.0 Rust Active, pushed 2 days ago
  17. 17
    Walrus coleifer

    Lightweight Python utilities for working with Redis

    Building block Usable Your Python app uses Redis and you want ready-made higher-level structures.

    ★ 1.2k MIT Python Active, pushed 19 days ago
  18. 18
    Fess codelibs

    Open-source, self-hosted enterprise & site search server built on OpenSearch. Crawls web / file / DB / cloud sources, 20+ languages, REST API, and AI/RAG & semantic search. Apache-2.0.

    Complete system Production-ready Your organisation wants one internal search across intranet sites and file shares without building on Elasticsearch directly.

    ★ 1.1k Apache-2.0 Java Active, pushed today
  19. 19
    KiviDB kividbio

    A fast, multi-threaded Redis® and Valkey alternative written in Rust: drop-in compatible, with full-text and vector search built in

    Building block Experimental You want to experiment with a faster drop-in for Redis on many-core servers.

    ★ 1.1k AGPL-3.0 Rust Active, pushed today
  20. 20
    Groonga groonga

    An embeddable fulltext search engine. Groonga is the successor project to Senna.

    Building block Production-ready You need fast full-text search over Japanese or other CJK text, especially inside MySQL or Postgres.

    ★ 859 LGPL-2.1 C Active, pushed 5 days ago
  21. 21
    WinShun LingCore

    Win顺:免费开源的 Windows 快速搜索启动器。双击 Ctrl,拼音秒搜文件、全文搜索 Word/Excel/PDF、剪贴板历史(代替 Win+V)、对话框搜索、任务栏搜索、插件、AI 助手 MCP。Free Windows search launcher: pinyin file search, full-text search, clipboard history, MCP server. Everything/Listary alternative.

    Complete system Experimental You use Windows, often search in Chinese, and want an Everything or Listary alternative.

    ★ 826 MIT C++ Active, pushed today
  22. 22
    Wiki-Go leomoon-studios

    A modern, feature-rich, databaseless flat-file wiki platform built with Go.

    Complete system Usable You want a simple self-hosted wiki that stores pages as files.

    ★ 624 GPL-3.0 Go Active, pushed 22 days ago
  23. 23
    Kensaku yjid

    Search inside documents, code, and even screenshots - instantly and locally. A free, open-source file launcher with OCR, semantic search, and MCP agent access.

    Complete system Experimental You want fast local search inside files and images on your computer without sending data anywhere.

    ★ 589 MIT Rust Active, pushed today
  24. 24
    Yt-fts NotJoeMartinez

    YouTube Full Text Search - Search all of YouTube from the command line

    Developer tool Experimental You want to find where a topic was discussed across a channel's videos.

    ★ 1.8k Unlicense Python Slowing, pushed 10 months ago
  25. 25
    CortexDB liliang-cn

    Local-first AI agent memory with a knowledge graph, ontology constraints, and traceable reasoning—all in one SQLite file.

    Building block Experimental A Go-based agent needs embedded long-term memory with no external services.

    ★ 476 MIT Go Active, pushed today
  26. 26
    Rootprint rootprint

    Open-source, self-hosted logs and traces with full-text search directly on S3-compatible object storage.

    Complete system Experimental You want cheap log and trace retention on object storage with a simple UI.

    ★ 441 Apache-2.0 Svelte Active, pushed today
  27. 27
    Ataru lovstudio

    High-performance AI memory retrieval for local agent history — a Rust search core (SDK / API / JSON CLI) plus a desktop GUI. Tantivy + Jieba keyword search, optional semantic recall, stable Turn/Run/Session/Project IDs.

    Developer tool Experimental You use several coding agents and keep losing useful answers buried in old sessions.

    ★ 361 Apache-2.0 Rust Active, pushed 2 months ago
  28. 28
    FlashRank PrithivirajDamodaran

    Lite & Super-fast re-ranking for your search & retrieval pipelines. Supports SoTA Listwise and Pairwise reranking based on LLMs and cross-encoders and more. Created by Prithivi Da, open for PRs & Collaborations.

    Building block Usable You want to improve RAG retrieval quality with reranking at low cost and latency.

    ★ 1k Apache-2.0 Python Slowing, pushed 4 months ago
  29. 29
    FoJin xr843

    Buddhist Digital Text Platform — 10,500+ texts, 613 sources, trilingual cross-canon, AI Q&A (RAG), knowledge graph, full-text search

    Complete system Usable You study Buddhist texts and want cross-canon search and cited answers.

    ★ 355 Apache-2.0 Python Active, pushed today
  30. 30
    Redd-Archiver 19-84

    A PostgreSQL-backed archive generator that creates browsable HTML archives from link aggregator platforms including Reddit, Voat, and Ruqqus.

    Developer tool Usable You want to preserve and browse subreddit history offline from existing data dumps.

    ★ 350 Unlicense Python Active, pushed yesterday

Commercial

  1. 1
    Algolia Algolia

    18,000+ organizations trust Algolia to build intuitive, adaptive, high-performing experiences with a unified AI search & retrieval platform spanning agentic, generative, and search.

    Building block Production-ready An ecommerce or content site needs fast, polished search quickly and can pay for it.

    194 readers a month Commercial
  2. 2
    Elastic Cloud Elastic NV

    Elastic Cloud is a family of Elasticsearch SaaS offerings — including hosted Elasticsearch, hosted app search, and hosted site search — that make it easy to deploy, operate, and scale Elastic products...

    Building block Production-ready You need Elasticsearch for search or logs and would rather pay Elastic than run clusters yourself.

    Commercial

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