[
  {
    "id": "typesense-docs-1",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/overview/what-is-typesense.html",
    "excerpt": "optimized for instant (typically sub-50ms) search-as-you-type experiences and developer productivity",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-2",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/overview/what-is-typesense.html",
    "excerpt": "An open source alternative to Algolia, with some key quirks solved",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-3",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/overview/what-is-typesense.html",
    "excerpt": "An easier-to-use batteries-included alternative to ElasticSearch",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-4",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/overview/what-is-typesense.html",
    "excerpt": "you'd push data that you already have - in your primary database (or CSV/JSON file) or you've crawled using a scraper - into Typesense",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-5",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/install-typesense.html",
    "excerpt": "Docker, Docker Compose, Kubernetes, Mac via Homebrew, Mac Binary, DEB package on Ubuntu/Debian, RPM package on CentOS/RHEL, Linux Binary",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-6",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/install-typesense.html",
    "excerpt": "Terraform Module",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-7",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/install-typesense.html",
    "excerpt": "Using a GPU (optional)",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-8",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/building-a-search-application.html",
    "excerpt": "Creating a \"books\" collection ... Adding books to the collection ... Searching for books ... Filtering results ... Faceting",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-9",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/building-a-search-application.html",
    "excerpt": "Semantic Search",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-10",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/ranking-and-relevance.html",
    "excerpt": "Boosting / Burying sets of records ... Promoting or Hiding Results (Merchandising) ... Tuning Typo Tolerance",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-11",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/ranking-and-relevance.html",
    "excerpt": "Ranking based on Relevance and Popularity ... Ranking based on Relevance and Recency",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-12",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/running-in-production.html",
    "excerpt": "Production Best Practices ... Configuration ... Monitoring ... Search Relevance ... Security ... Schema Management",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-13",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/running-in-production.html",
    "excerpt": "Migrating from Postgres for Full-Text Search",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-14",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/running-in-production.html",
    "excerpt": "Migrating from Algolia",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-15",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/running-in-production.html",
    "excerpt": "Personalized Search with JOINs",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-16",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/running-in-production.html",
    "excerpt": "Running Tests with Testcontainers ... Running Tests in Github Actions",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-17",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/running-in-production.html",
    "excerpt": "Natural Language Search ... Typesense for AI Agents",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-18",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/running-in-production.html",
    "excerpt": "Running on Docker Swarm",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-19",
    "tier": "claimed-docs",
    "url": "https://cloud.typesense.org",
    "excerpt": "Typesense **Cloud** is the hosted SaaS version of our **Open Source** product.",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-20",
    "tier": "claimed-docs",
    "url": "https://cloud.typesense.org/pricing/calculator",
    "excerpt": "You get a dedicated cluster, with no limits on records or operations.",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-21",
    "tier": "claimed-docs",
    "url": "https://cloud.typesense.org/pricing/calculator",
    "excerpt": "Search Delivery Network Like a CDN, but for search",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-22",
    "tier": "claimed-docs",
    "url": "https://cloud.typesense.org/pricing/calculator",
    "excerpt": "High Availability Recommended for Production Envs",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-23",
    "tier": "claimed-docs",
    "url": "https://cloud.typesense.org/pricing/calculator",
    "excerpt": "GPU Acceleration Use GPUs for embedding generation",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-24",
    "tier": "claimed-docs",
    "url": "https://typesense.org",
    "excerpt": "Found 63 recipes out of 2,231,142 in ...ms",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-gh-1",
    "tier": "github",
    "url": "https://github.com/typesense/typesense",
    "excerpt": "Search a 32M songs dataset from MusicBrainz: songs-search.typesense.org",
    "fetchedAt": "2026-09-06T21:58:14.092Z"
  },
  {
    "id": "typesense-docs-25",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/overview/what-is-typesense.html",
    "excerpt": "Typesense is an open-source, typo-tolerant search engine optimized for instant (typically sub-50ms) search-as-you-type experiences and developer productivity.",
    "fetchedAt": "2026-09-06T22:00:31.329Z"
  },
  {
    "id": "typesense-gh-2",
    "tier": "github",
    "url": "https://github.com/typesense/typesense",
    "excerpt": "An Open Source Algolia Alternative & An Easier-to-Use ElasticSearch Alternative",
    "fetchedAt": "2026-09-06T22:00:31.329Z"
  },
  {
    "id": "typesense-docs-26",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/install-typesense.html",
    "excerpt": "Docker Docker Compose Kubernetes Mac via Homebrew Mac Binary DEB package on Ubuntu/Debian RPM package on CentOS/RHEL Linux Binary Windows (WSL)",
    "fetchedAt": "2026-09-06T22:00:31.329Z"
  },
  {
    "id": "typesense-docs-27",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/ranking-and-relevance.html",
    "excerpt": "Promoting or Hiding Results (Merchandising)",
    "fetchedAt": "2026-09-06T22:00:31.329Z"
  },
  {
    "id": "typesense-docs-28",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/ranking-and-relevance.html",
    "excerpt": "Boosting / Burying sets of records",
    "fetchedAt": "2026-09-06T22:00:31.329Z"
  },
  {
    "id": "typesense-docs-29",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/building-a-search-application.html",
    "excerpt": "Filtering results",
    "fetchedAt": "2026-09-06T22:00:31.329Z"
  },
  {
    "id": "typesense-docs-30",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/running-in-production.html",
    "excerpt": "Production Best Practices",
    "fetchedAt": "2026-09-06T22:00:31.329Z"
  },
  {
    "id": "typesense-docs-31",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/install-typesense.html",
    "excerpt": "Search UI Components",
    "fetchedAt": "2026-09-06T22:00:31.329Z"
  },
  {
    "id": "typesense-docs-32",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/install-typesense.html",
    "excerpt": "Docker Compose Kubernetes Mac via Homebrew Mac Binary DEB package on Ubuntu/Debian RPM package on CentOS/RHEL Linux Binary Windows (WSL) Terraform Module",
    "fetchedAt": "2026-09-06T22:02:09.911Z"
  },
  {
    "id": "typesense-docs-33",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/running-in-production.html",
    "excerpt": "Production Best Practices ... Monitoring ... Search Relevance ... Security ... Schema Management",
    "fetchedAt": "2026-09-06T22:02:09.911Z"
  },
  {
    "id": "typesense-gh-3",
    "tier": "github",
    "url": "https://github.com/typesense/typesense",
    "excerpt": "Semantic / Hybrid search on 300K HN comments: hn-comments-search.typesense.org",
    "fetchedAt": "2026-09-06T22:02:09.911Z"
  },
  {
    "id": "typesense-gh-4",
    "tier": "github",
    "url": "https://github.com/typesense/typesense",
    "excerpt": "GeoSearch / Browsing experience: airbnb-geosearch.typesense.org",
    "fetchedAt": "2026-09-06T22:02:09.911Z"
  },
  {
    "id": "typesense-docs-34",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/overview/what-is-typesense.html",
    "excerpt": "An open source alternative to Algolia, with some key quirks solved and",
    "fetchedAt": "2026-09-06T22:03:41.271Z"
  },
  {
    "id": "typesense-docs-35",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/overview/what-is-typesense.html",
    "excerpt": "you'd push data that you already have - in your primary database (or CSV/JSON file) or you've crawled using a scraper - into Typesense and then allow your own users to search through this data",
    "fetchedAt": "2026-09-06T22:03:41.271Z"
  },
  {
    "id": "typesense-docs-36",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/install-typesense.html",
    "excerpt": "Docker Compose Kubernetes Mac via Homebrew Mac Binary DEB package on Ubuntu/Debian RPM package on CentOS/RHEL Linux Binary",
    "fetchedAt": "2026-09-06T22:03:41.271Z"
  },
  {
    "id": "typesense-docs-37",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/building-a-search-application.html",
    "excerpt": "Creating a \"books\" collection",
    "fetchedAt": "2026-09-06T22:03:41.271Z"
  },
  {
    "id": "typesense-docs-38",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/ranking-and-relevance.html",
    "excerpt": "Ranking based on Relevance and Popularity",
    "fetchedAt": "2026-09-06T22:03:41.271Z"
  },
  {
    "id": "typesense-docs-39",
    "tier": "claimed-docs",
    "url": "https://typesense.org/downloads/",
    "excerpt": "Typesense is an open source search engine that can be downloaded and run from your computer locally or from any server.",
    "fetchedAt": "2026-09-16T21:00:10.305Z"
  },
  {
    "id": "typesense-docs-40",
    "tier": "claimed-docs",
    "url": "https://typesense.org/typesense-vs-algolia/",
    "excerpt": "Typesense combines typo-tolerant keyword search with direct vector search, hybrid search, semantic search, and geo search.",
    "fetchedAt": "2026-09-16T21:00:10.305Z"
  },
  {
    "id": "typesense-docs-41",
    "tier": "claimed-docs",
    "url": "https://typesense.org/typesense-vs-meilisearch/",
    "excerpt": "Typesense is more battle-tested in high-scale production environments, and includes automatic Raft leader election in its open-source server, along with type validation, stable JOINs and nested filters, Natural Language Search, and RAG.",
    "fetchedAt": "2026-09-16T21:00:10.305Z"
  },
  {
    "id": "typesense-docs-42",
    "tier": "claimed-docs",
    "url": "https://typesense.org/typesense-vs-algolia/",
    "excerpt": "It also offers native integrations with LLMs of your choice to enable Natural Language Search and built-in retrieval-augmented generation (RAG).",
    "fetchedAt": "2026-09-16T21:00:10.305Z"
  },
  {
    "id": "typesense-docs-43",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/typesense-cloud/mcp-server.md",
    "excerpt": "Connect your AI agent to Typesense Cloud and it can create and configure clusters, build collections, index your data, tune search and read metrics, all from the conversation.",
    "fetchedAt": "2026-09-16T21:00:10.305Z"
  },
  {
    "id": "typesense-docs-44",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/guide/ranking-and-relevance.html",
    "excerpt": "Text Match Score & Type",
    "fetchedAt": "2026-09-16T21:00:10.305Z"
  },
  {
    "id": "typesense-docs-45",
    "tier": "claimed-docs",
    "url": "https://typesense.org/docs/latest/api/curation.html",
    "excerpt": "Copy Markdown",
    "fetchedAt": "2026-09-16T21:00:10.305Z"
  },
  {
    "id": "typesense-docs-46",
    "tier": "claimed-docs",
    "url": "https://typesense.org/typesense-vs-algolia/",
    "excerpt": "Typesense includes built-in high availability and the freedom to self-host or use a dedicated Typesense Cloud cluster.",
    "fetchedAt": "2026-09-16T21:00:10.305Z"
  },
  {
    "id": "typesense-docs-47",
    "tier": "claimed-docs",
    "url": "https://typesense.org/typesense-vs-elasticsearch/",
    "excerpt": "Typesense unbundles that platform to zoom in on just site and app search. It ships sane defaults and exposes a deliberately chosen subset of runtime controls for cases that need tuning.",
    "fetchedAt": "2026-09-16T21:00:10.305Z"
  },
  {
    "id": "typesense-docs-48",
    "tier": "claimed-docs",
    "url": "https://typesense.org/typesense-vs-meilisearch/",
    "excerpt": "Typesense is more battle-tested in high-scale production environments, and includes automatic Raft leader election in its open-source server",
    "fetchedAt": "2026-09-16T21:00:10.305Z"
  },
  {
    "id": "typesense-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=22181437",
    "excerpt": "good to know the memory efficiency !! when 1 million Hacker News titles are indexed along with their points, Typesense consumes 165 MB of memory. The same size of that data on disk in JSON format is 88 MB.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=22181437",
    "excerpt": "It's written in C++, and the code is simple enough to skim. I would expect this to be some hefty Java thing.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=22181437",
    "excerpt": "I have played around with lucene a lot and it seems typesense is a very close match to the feature set - apart from the REST interface on top. Glad to see a solution positioning itself a bit leaner than Solr/Elastic though.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=22181437",
    "excerpt": "Storing everything in memory seems fast, but seems like it'd be quite the resource hog on a server -- is that a normal approach to take? ... I worry about how well this scales.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=22181437",
    "excerpt": "There is a bug on the demo search box in your home page, if no search results found it will display 'undefined result. Page 1 of NaN'",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=22181437",
    "excerpt": "Bit of a bad look that I can't search the docs using typesense.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-7",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/22181437",
    "excerpt": "Typesense use a default_sorting_field on each document, meaning before indexing you need to compute a relevancy score for Typesense to sort documents based on your needs — though a constant-value field works too and text-based relevancy still applies.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-8",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/22181437",
    "excerpt": "As of now, my project uses ElasticSearch — it works fine, but it wants lots of RAM which I find slightly annoying... I suggest you use Typesense if it fits your needs (they handle faceted search already) or Tantivy or Toshi, per a MeiliSearch dev's recommendation.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-9",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/45513355",
    "excerpt": "I previously used Opensearch for my Rails project, it was quite heavy piece of service to run in the docker compose environment. I said to myself that on the next project, I will either use Typesense or Meilisearch.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-10",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/45513355",
    "excerpt": "I'm going to give Typesense a try today... went from Meilisearch (which is great) to Elastic for some more complex aggregation queries but this seems like a good option for instant search like behavior too.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-11",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/45513355",
    "excerpt": "I love Jason Bosco (the typesense guy). I love Ruby on Rails. But I've been using Meilisearch more and more over the past year on client projects because they maintain a top of the line Rails integration.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-12",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=16765501",
    "excerpt": "Congrats on shipping! Love the instant search queries and the fuzzy text matching.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-comm-13",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=16765501",
    "excerpt": "We wanted a simple search engine that was fast, handled typographic errors out-of-the-box and was also simple to run and manage... Elasticsearch is far better suited for larger teams which have bandwidth to administer, scale and fine-tune it and when you want to store billions of documents.",
    "fetchedAt": "2026-09-06T22:05:53.879Z"
  },
  {
    "id": "typesense-probe-1",
    "tier": "probe",
    "url": "https://typesense.org/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://typesense.org/llms.txt # Typesense\n\n> Typesense is an open source search engine for developers and AI agents. Use it to add search to websites,",
    "fetchedAt": "2026-09-16T21:00:11.334Z"
  },
  {
    "id": "typesense-probe-2",
    "tier": "probe",
    "url": "https://typesense.org/docs/.md",
    "excerpt": "PROBE docs-md: HTTP 404 at https://typesense.org/docs/.md",
    "fetchedAt": "2026-09-16T21:00:11.334Z"
  },
  {
    "id": "typesense-probe-3",
    "tier": "probe",
    "url": "https://typesense.org/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://typesense.org/openapi.json, https://typesense.org/swagger.json, https://typesense.org/api/openapi.json, https://typesense.org/.well-known/openapi.json)",
    "fetchedAt": "2026-09-16T21:00:11.334Z"
  },
  {
    "id": "typesense-probe-4",
    "tier": "probe",
    "url": "https://typesense.org/docs/guide/install-typesense.html",
    "excerpt": "official CLI documented at https://typesense.org/docs/guide/install-typesense.html",
    "fetchedAt": "2026-09-16T21:00:11.334Z"
  }
]