{"id":13359474,"url":"https://github.com/meilisearch/meilisearch","last_synced_at":"2026-03-11T12:26:13.317Z","repository":{"id":37276179,"uuid":"130688011","full_name":"meilisearch/meilisearch","owner":"meilisearch","description":"A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.","archived":false,"fork":false,"pushed_at":"2026-01-26T17:00:43.000Z","size":86724,"stargazers_count":55585,"open_issues_count":292,"forks_count":2351,"subscribers_count":294,"default_branch":"main","last_synced_at":"2026-01-27T03:10:25.647Z","etag":null,"topics":["ai","api","app-search","database","enterprise-search","faceting","full-text-search","fuzzy-search","geosearch","hybrid-search","instantsearch","search","search-as-you-type","search-engine","semantic-search","site-search","typo-tolerance","vector-database","vector-search","vectors"],"latest_commit_sha":null,"homepage":"https://www.meilisearch.com","language":"Rust","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/meilisearch.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2018-04-23T11:45:28.000Z","updated_at":"2026-01-27T01:29:48.000Z","dependencies_parsed_at":"2023-09-21T19:55:54.811Z","dependency_job_id":"e301d477-3f61-46b5-b565-6adddb61ac19","html_url":"https://github.com/meilisearch/meilisearch","commit_stats":{"total_commits":8411,"total_committers":206,"mean_commits":40.83009708737864,"dds":0.7057424800856023,"last_synced_commit":"42854c0bca045ee06be546e340034f1755a1becf"},"previous_names":[],"tags_count":603,"template":false,"template_full_name":null,"purl":"pkg:github/meilisearch/meilisearch","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/meilisearch%2Fmeilisearch","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/meilisearch%2Fmeilisearch/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/meilisearch%2Fmeilisearch/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/meilisearch%2Fmeilisearch/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/meilisearch","download_url":"https://codeload.github.com/meilisearch/meilisearch/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/meilisearch%2Fmeilisearch/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28812367,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-27T07:41:26.337Z","status":"ssl_error","status_checked_at":"2026-01-27T07:41:08.776Z","response_time":168,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["ai","api","app-search","database","enterprise-search","faceting","full-text-search","fuzzy-search","geosearch","hybrid-search","instantsearch","search","search-as-you-type","search-engine","semantic-search","site-search","typo-tolerance","vector-database","vector-search","vectors"],"created_at":"2024-07-29T21:04:50.841Z","updated_at":"2026-03-11T12:26:13.308Z","avatar_url":"https://github.com/meilisearch.png","language":"Rust","funding_links":[],"categories":["Rust","Search \u0026 Data","Open Sources","Install from Source","Android","Search and Retrieval","其他","Apps","Repos","Search Engine","database","Search-Engine","ai","vector-database","武器库","search engine","🚀 MLOps","🛠 Part I: The Open SaaS Stack","\u003ca name=\"Rust\"\u003e\u003c/a\u003eRust","⚙️ Backend \u0026 APIs","Coding \u0026 Development","5. Retrieval-Augmented Generation (RAG) \u0026 Knowledge","Search","Applications"],"sub_categories":["Search","open source search engine","网络服务_其他","Development","后端","collection","Tools","E-Commerce \u0026 Search"],"readme":"\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://www.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=logo#gh-light-mode-only\" target=\"_blank\"\u003e\n    \u003cimg src=\"assets/meilisearch-logo-light.svg?sanitize=true#gh-light-mode-only\"\u003e\n  \u003c/a\u003e\n  \u003ca href=\"https://www.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=logo#gh-dark-mode-only\" target=\"_blank\"\u003e\n    \u003cimg src=\"assets/meilisearch-logo-dark.svg?sanitize=true#gh-dark-mode-only\"\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n\u003ch4 align=\"center\"\u003e\n  \u003ca href=\"https://www.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=nav\"\u003eWebsite\u003c/a\u003e |\n  \u003ca href=\"https://roadmap.meilisearch.com/tabs/1-under-consideration\"\u003eRoadmap\u003c/a\u003e |\n  \u003ca href=\"https://www.meilisearch.com/pricing?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=nav\"\u003eMeilisearch Cloud\u003c/a\u003e |\n  \u003ca href=\"https://blog.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=nav\"\u003eBlog\u003c/a\u003e |\n  \u003ca href=\"https://www.meilisearch.com/docs?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=nav\"\u003eDocumentation\u003c/a\u003e |\n  \u003ca href=\"https://www.meilisearch.com/docs/faq?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=nav\"\u003eFAQ\u003c/a\u003e |\n  \u003ca href=\"https://discord.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=nav\"\u003eDiscord\u003c/a\u003e\n\u003c/h4\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://deps.rs/repo/github/meilisearch/meilisearch\"\u003e\u003cimg src=\"https://deps.rs/repo/github/meilisearch/meilisearch/status.svg\" alt=\"Dependency status\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/meilisearch/meilisearch/blob/main/LICENSE\"\u003e\u003cimg src=\"https://img.shields.io/badge/license-MIT-informational\" alt=\"License\"\u003e\u003c/a\u003e\n  \u003ca href=\"https://github.com/meilisearch/meilisearch/queue\"\u003e\u003cimg alt=\"Merge Queues enabled\" src=\"https://img.shields.io/badge/Merge_Queues-enabled-%2357cf60?logo=github\"\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e⚡ A lightning-fast search engine that fits effortlessly into your apps, websites, and workflow 🔍\u003c/p\u003e\n\n[Meilisearch](https://www.meilisearch.com?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=intro) helps you shape a delightful search experience in a snap, offering features that work out of the box to speed up your workflow.\n\n\u003cp align=\"center\" name=\"demo\"\u003e\n  \u003ca href=\"https://where2watch.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=demo-gif#gh-light-mode-only\" target=\"_blank\"\u003e\n    \u003cimg src=\"assets/demo-light.gif#gh-light-mode-only\" alt=\"A bright colored application for finding movies screening near the user\"\u003e\n  \u003c/a\u003e\n  \u003ca href=\"https://where2watch.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=demo-gif#gh-dark-mode-only\" target=\"_blank\"\u003e\n    \u003cimg src=\"assets/demo-dark.gif#gh-dark-mode-only\" alt=\"A dark colored application for finding movies screening near the user\"\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n## 🖥 Examples\n\n- [**Movies**](https://where2watch.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=organization) — An application to help you find streaming platforms to watch movies using [hybrid search](https://www.meilisearch.com/solutions/hybrid-search?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=demos).\n- [**Flickr**](https://flickr.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=organization) — Search and explore one hundred million Flickr images with semantic search.\n- [**Ecommerce**](https://ecommerce.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=demos) — Ecommerce website using disjunctive [facets](https://www.meilisearch.com/docs/learn/fine_tuning_results/faceted_search?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=demos), range and rating filtering, and pagination.\n- [**Songs**](https://music.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=demos) — Search through 47 million of songs.\n- [**SaaS**](https://saas.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=demos) — Search for contacts, deals, and companies in this [multi-tenant](https://www.meilisearch.com/docs/learn/security/multitenancy_tenant_tokens?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=demos) CRM application.\n\nSee the list of all our example apps in our [demos repository](https://github.com/meilisearch/demos).\n\n## ✨ Features\n- **Hybrid search:** Combine the best of both [semantic](https://www.meilisearch.com/docs/learn/experimental/vector_search?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=features) \u0026 full-text search to get the most relevant results\n- **Search-as-you-type:** Find \u0026 display results in less than 50 milliseconds to provide an intuitive experience\n- **[Typo tolerance](https://www.meilisearch.com/docs/learn/relevancy/typo_tolerance_settings?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=features):** get relevant matches even when queries contain typos and misspellings\n- **[Filtering](https://www.meilisearch.com/docs/learn/fine_tuning_results/filtering?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=features) and [faceted search](https://www.meilisearch.com/docs/learn/fine_tuning_results/faceted_search?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=features):** enhance your users' search experience with custom filters and build a faceted search interface in a few lines of code\n- **[Sorting](https://www.meilisearch.com/docs/learn/fine_tuning_results/sorting?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=features):** sort results based on price, date, or pretty much anything else your users need\n- **[Synonym support](https://www.meilisearch.com/docs/learn/relevancy/synonyms?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=features):** configure synonyms to include more relevant content in your search results\n- **[Geosearch](https://www.meilisearch.com/docs/learn/fine_tuning_results/geosearch?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=features):** filter and sort documents based on geographic data\n- **[Extensive language support](https://www.meilisearch.com/docs/learn/what_is_meilisearch/language?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=features):** search datasets in any language, with optimized support for Chinese, Japanese, Hebrew, and languages using the Latin alphabet\n- **[Security management](https://www.meilisearch.com/docs/learn/security/master_api_keys?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=features):** control which users can access what data with API keys that allow fine-grained permissions handling\n- **[Multi-Tenancy](https://www.meilisearch.com/docs/learn/security/multitenancy_tenant_tokens?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=features):** personalize search results for any number of application tenants\n- **Highly Customizable:** customize Meilisearch to your specific needs or use our out-of-the-box and hassle-free presets\n- **[RESTful API](https://www.meilisearch.com/docs/reference/api/overview?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=features):** integrate Meilisearch in your technical stack with our plugins and SDKs\n- **AI-ready:** works out of the box with [LangChain](https://www.meilisearch.com/with/LangChain) and the [Model Context Protocol (MCP)](https://github.com/meilisearch/meilisearch-mcp)\n- **Easy to install, deploy, and maintain**\n\n## 📖 Documentation\n\nYou can consult Meilisearch's documentation at [meilisearch.com/docs](https://www.meilisearch.com/docs/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=docs).\n\n## 🚀 Getting started\n\nFor basic instructions on how to set up Meilisearch, add documents to an index, and search for documents, take a look at our [documentation](https://www.meilisearch.com/docs?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=get-started) guide.\n\n## 🌍 Supercharge your Meilisearch experience\n\nSay goodbye to server deployment and manual updates with [Meilisearch Cloud](https://www.meilisearch.com/cloud?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch). Additional features include analytics \u0026 monitoring in many regions around the world. No credit card is required.\n\n## 🧰 SDKs \u0026 integration tools\n\nInstall one of our SDKs in your project for seamless integration between Meilisearch and your favorite language or framework!\n\nTake a look at the complete [Meilisearch integration list](https://www.meilisearch.com/docs/learn/what_is_meilisearch/sdks?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=sdks-link).\n\n[![Logos belonging to different languages and frameworks supported by Meilisearch, including React, Ruby on Rails, Go, Rust, and PHP](assets/integrations.png)](https://www.meilisearch.com/docs/learn/what_is_meilisearch/sdks?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=sdks-logos)\n\n## ⚙️ Advanced usage\n\nExperienced users will want to keep our [API Reference](https://www.meilisearch.com/docs/reference/api/overview?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=advanced) close at hand.\n\nWe also offer a wide range of dedicated guides to all Meilisearch features, such as [filtering](https://www.meilisearch.com/docs/learn/fine_tuning_results/filtering?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=advanced), [sorting](https://www.meilisearch.com/docs/learn/fine_tuning_results/sorting?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=advanced), [geosearch](https://www.meilisearch.com/docs/learn/fine_tuning_results/geosearch?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=advanced), [API keys](https://www.meilisearch.com/docs/learn/security/master_api_keys?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=advanced), and [tenant tokens](https://www.meilisearch.com/docs/learn/security/tenant_tokens?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=advanced).\n\nFinally, for more in-depth information, refer to our articles explaining fundamental Meilisearch concepts such as [documents](https://www.meilisearch.com/docs/learn/core_concepts/documents?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=advanced) and [indexes](https://www.meilisearch.com/docs/learn/core_concepts/indexes?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=advanced).\n\n## 🧾 Editions \u0026 Licensing\n\nMeilisearch is available in two editions:\n\n### 🧪 Community Edition (CE)\n\n- Fully open source under the [MIT license](./LICENSE)\n- Core search engine with fast and relevant full-text, semantic or hybrid search\n- Free to use for anyone, including commercial usage\n\n### 🏢 Enterprise Edition (EE)\n\n- Includes advanced features such as:\n  - Sharding\n  - S3-streaming snapshots\n- Governed by a [commercial license](./LICENSE-EE) or the [Business Source License 1.1](https://mariadb.com/bsl11)\n- Not allowed in production without a commercial agreement with Meilisearch.\n  - You may use, modify, and distribute the Licensed Work for non-production purposes only, such as testing, development, or evaluation.\n\nWant access to Enterprise features? → Contact us at [sales@meilisearch.com](maito:sales@meilisearch.com).\n\n### 📦 External crates\n\nMeilisearch vendors the following MIT-licensed external crates with code modifications to use the HTTP client located in `crates/http-clients`:\n\n- `external-crates/async-openai` and `external-crates/async-openai-macros` from \u003chttps://github.com/64bit/async-openai\u003e\n- `external-crates/reqwest-eventsource` from \u003chttps://github.com/jpopesculian/reqwest-eventsource\u003e\n\n## 📊 Telemetry\n\nMeilisearch collects **anonymized** user data to help us improve our product. You can [deactivate this](https://www.meilisearch.com/docs/learn/what_is_meilisearch/telemetry?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=telemetry#how-to-disable-data-collection) whenever you want.\n\nTo request deletion of collected data, please write to us at [privacy@meilisearch.com](mailto:privacy@meilisearch.com). Remember to include your `Instance UID` in the message, as this helps us quickly find and delete your data.\n\nIf you want to know more about the kind of data we collect and what we use it for, check the [telemetry section](https://www.meilisearch.com/docs/learn/what_is_meilisearch/telemetry?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=telemetry#how-to-disable-data-collection) of our documentation.\n\n## 📫 Get in touch!\n\nMeilisearch is a search engine created by [Meili](https://www.meilisearch.com/careers), a software development company headquartered in France and with team members all over the world. Want to know more about us? [Check out our blog!](https://blog.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=contact)\n\n🗞 [Subscribe to our newsletter](https://share-eu1.hsforms.com/1LN5N0x_GQgq7ss7tXmSykwfg3aq) if you don't want to miss any updates! We promise we won't clutter your mailbox: we only send one edition every two months.\n\n💌 Want to make a suggestion or give feedback? Here are some of the channels where you can reach us:\n\n- For feature requests, please visit our [product repository](https://github.com/meilisearch/product/discussions)\n- Found a bug? Open an [issue](https://github.com/meilisearch/meilisearch/issues)!\n- Want to be part of our Discord community? [Join us!](https://discord.meilisearch.com/?utm_campaign=oss\u0026utm_source=github\u0026utm_medium=meilisearch\u0026utm_content=contact)\n\nThank you for your support!\n\n## 👩‍💻 Contributing\n\nMeilisearch is, and will always be, open-source! If you want to contribute to the project, please look at [our contribution guidelines](CONTRIBUTING.md).\n\n## 📦 Versioning\n\nMeilisearch releases and their associated binaries are available on the project's [releases page](https://github.com/meilisearch/meilisearch/releases).\n\nThe binaries are versioned following [SemVer conventions](https://semver.org/). To know more, read our [versioning policy](./documentation/versioning-policy.md).\n\nDifferently from the binaries, crates in this repository are not currently available on [crates.io](https://crates.io/) and do not follow [SemVer conventions](https://semver.org).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmeilisearch%2Fmeilisearch","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmeilisearch%2Fmeilisearch","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmeilisearch%2Fmeilisearch/lists"}