https://www.youngju.dev/blog 천천히 올바르게. AI Researcher & DevOps Engineer Youngju's tech blog. GPU/CUDA, LLM, MLOps, Kubernetes AI workloads, distributed training, and data engineering. ko fjvbn2003@gmail.com (Youngju Kim) fjvbn2003@gmail.com (Youngju Kim) Sat, 16 May 2026 00:00:00 GMT https://www.youngju.dev/blog/culture/2026-05-16-self-hosted-search-engines-2026-meilisearch-typesense-manticore-opensearch-vespa-paradedb-orama-deep-dive.en https://www.youngju.dev/blog/culture/2026-05-16-self-hosted-search-engines-2026-meilisearch-typesense-manticore-opensearch-vespa-paradedb-orama-deep-dive.en The 2026 search engine landscape was redrawn as self-hosted alternatives like Meilisearch, Typesense, Manticore, OpenSearch, Vespa, ParadeDB, and Orama exploded in popularity on top of the managed market that Algolia built. This article walks through each engine, strengths, weaknesses, pricing, performance, language tokenizers, and RAG affinity in one sweep. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) englishsearch-enginesmeilisearchtypesensemanticoreopensearchvespaparadedboramaelasticsearchself-hosted https://www.youngju.dev/blog/culture/2026-05-16-self-hosted-search-engines-2026-meilisearch-typesense-manticore-opensearch-vespa-paradedb-orama-deep-dive.ja https://www.youngju.dev/blog/culture/2026-05-16-self-hosted-search-engines-2026-meilisearch-typesense-manticore-opensearch-vespa-paradedb-orama-deep-dive.ja 2026年の検索エンジン地形は、Algoliaが築いたマネージド市場の上に、Meilisearch・Typesense・Manticore・OpenSearch・Vespa・ParadeDB・Oramaといったセルフホスト型の選択肢が爆発的に増えた結果、再び塗り替えられた。本稿では各エンジンの強み・弱み・料金・性能・言語トークナイザ・RAG適合性まで一気に整理する。 Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) 日本語search-enginesmeilisearchtypesensemanticoreopensearchvespaparadedboramaelasticsearchself-hosted https://www.youngju.dev/blog/culture/2026-05-16-self-hosted-search-engines-2026-meilisearch-typesense-manticore-opensearch-vespa-paradedb-orama-deep-dive https://www.youngju.dev/blog/culture/2026-05-16-self-hosted-search-engines-2026-meilisearch-typesense-manticore-opensearch-vespa-paradedb-orama-deep-dive 2026년의 검색 엔진 지형은 Algolia가 만든 관리형 시장 위에, Meilisearch·Typesense·Manticore·OpenSearch·Vespa·ParadeDB·Orama 같은 셀프 호스트 대안이 폭발적으로 성장하면서 다시 그려졌다. 이 글은 각 엔진의 강점·약점·요금·성능·언어 토크나이저·RAG 친화도까지 한 호흡으로 정리한다. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) search-enginesmeilisearchtypesensemanticoreopensearchvespaparadedboramaelasticsearchself-hosted https://www.youngju.dev/blog/culture/2026-05-16-site-search-docs-2026-algolia-meilisearch-typesense-pagefind-orama-markprompt-kapa-ai-deep-dive.en https://www.youngju.dev/blog/culture/2026-05-16-site-search-docs-2026-algolia-meilisearch-typesense-pagefind-orama-markprompt-kapa-ai-deep-dive.en Site search in 2026 is still not "just a box". There are four distinct camps — managed SaaS (Algolia), self-hosted (Meilisearch, Typesense, Elastic, OpenSearch), static / client-side (Pagefind, Orama, Lunr, Fuse, MiniSearch, FlexSearch), and AI docs search (Markprompt, kapa.ai, Inkeep, Cody). This is a single map: where each tool sits, embeddings vs keyword vs hybrid retrieval, plus Korean and Japanese search SDKs. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) searchsite-searchdocs-searchalgoliadocsearchmeilisearchtypesensepagefindoramaelasticopensearchlunrfuse-jsminisearchflexsearchmarkpromptkapa-aiinkeep2026deep-diveenglish https://www.youngju.dev/blog/culture/2026-05-16-site-search-docs-2026-algolia-meilisearch-typesense-pagefind-orama-markprompt-kapa-ai-deep-dive.ja https://www.youngju.dev/blog/culture/2026-05-16-site-search-docs-2026-algolia-meilisearch-typesense-pagefind-orama-markprompt-kapa-ai-deep-dive.ja サイト検索は 2026 年になっても「ただの箱」ではない。マネージド（Algolia）、セルフホスト（Meilisearch / Typesense / Elastic / OpenSearch）、静的 / クライアント（Pagefind / Orama / Lunr / Fuse / MiniSearch / FlexSearch）、AI ドキュメント検索（Markprompt / kapa.ai / Inkeep / Cody）の 4 つの陣営を切り分け、埋め込み vs キーワード vs ハイブリッド検索を比較し、日韓の検索 SDK までカバーする 1 本の地図。 Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) searchsite-searchdocs-searchalgoliadocsearchmeilisearchtypesensepagefindoramaelasticopensearchlunrfuse-jsminisearchflexsearchmarkpromptkapa-aiinkeep2026deep-dive日本語 https://www.youngju.dev/blog/culture/2026-05-16-site-search-docs-2026-algolia-meilisearch-typesense-pagefind-orama-markprompt-kapa-ai-deep-dive https://www.youngju.dev/blog/culture/2026-05-16-site-search-docs-2026-algolia-meilisearch-typesense-pagefind-orama-markprompt-kapa-ai-deep-dive 사이트 검색은 2026년이 되도록 여전히 "그냥 박스 하나"가 아니다. 매니지드(Algolia), 셀프호스팅(Meilisearch / Typesense / Elastic / OpenSearch), 정적 / 클라이언트(Pagefind / Orama / Lunr / Fuse / MiniSearch / FlexSearch), 그리고 AI 문서 검색(Markprompt / kapa.ai / Inkeep / Cody) — 4개 진영을 가르고, 임베딩 vs 키워드 vs 하이브리드 리트리벌을 비교하고, 한국·일본 검색 SDK까지 다루는 한 편짜리 지도다. Sat, 16 May 2026 00:00:00 GMT fjvbn2003@gmail.com (Youngju Kim) searchsite-searchdocs-searchalgoliadocsearchmeilisearchtypesensepagefindoramaelasticopensearchlunrfuse-jsminisearchflexsearchmarkpromptkapa-aiinkeep2026deep-dive