{"id":13838419,"url":"https://github.com/qdrant/page-search","last_synced_at":"2025-07-10T21:32:57.467Z","repository":{"id":64463560,"uuid":"527605148","full_name":"qdrant/page-search","owner":"qdrant","description":"Neural search for web-sites, docs, articles - online!","archived":false,"fork":false,"pushed_at":"2024-10-22T08:58:23.000Z","size":1789,"stargazers_count":126,"open_issues_count":2,"forks_count":7,"subscribers_count":4,"default_branch":"master","last_synced_at":"2024-10-23T12:13:28.125Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Rust","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/qdrant.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2022-08-22T14:40:56.000Z","updated_at":"2024-10-22T08:58:26.000Z","dependencies_parsed_at":"2024-03-09T12:32:02.813Z","dependency_job_id":"973e264e-d5bb-4611-9359-60fe8014b9ce","html_url":"https://github.com/qdrant/page-search","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/qdrant%2Fpage-search","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/qdrant%2Fpage-search/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/qdrant%2Fpage-search/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/qdrant%2Fpage-search/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/qdrant","download_url":"https://codeload.github.com/qdrant/page-search/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":225657462,"owners_count":17503557,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","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":[],"created_at":"2024-08-04T15:01:56.346Z","updated_at":"2024-11-21T01:31:03.174Z","avatar_url":"https://github.com/qdrant.png","language":"Rust","funding_links":[],"categories":["Rust"],"sub_categories":[],"readme":"# Speedy Semantic Search\n\nThis project has two implementations, one in Python and one in Rust. See [dev-docs.md](./dev-docs.md) for an overview over the Python version and tools, and the [rust_search README](./rust_search) for one on the Rust version and helpers.\n\nBoth the python and Rust version contain a service that is able to use a Qdrant vector search engine to do a semantic search in the matter of milliseconds. The python version does a text search below 4 characters, while the Rust version always does a full semantic search.\n\nBoth versions use the [all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2) model made available by Hugging Face for embedding, and [Qdrant](https://qdrant.tech) for searching.\n\nThe services both have the same `GET /api/search` endpoint with the following arguments:\n\n* `q` contains the term that is going to be searched.\n* `section` contains a section that is added by the python version's crawler that can be used to additionally filter the search to a particular section of the page. This argument is optional.\n\nThe code in this project powers the [Qdrant documentation](https://qdrant.tech/documentation)'s search box.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fqdrant%2Fpage-search","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fqdrant%2Fpage-search","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fqdrant%2Fpage-search/lists"}