https://github.com/qdrant/fastembed
embeddings openai rag retrieval retrieval-augmented-generation vector-search
Score: 27.086182194243495
Last synced: about 18 hours ago
JSON representation
Repository metadata:
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
- Host: GitHub
- URL: https://github.com/qdrant/fastembed
- Owner: qdrant
- License: apache-2.0
- Created: 2023-07-14T04:59:33.000Z (about 3 years ago)
- Default Branch: main
- Last Pushed: 2026-08-12T14:02:33.000Z (13 days ago)
- Last Synced: 2026-08-17T08:35:58.803Z (8 days ago)
- Topics: embeddings, openai, rag, retrieval, retrieval-augmented-generation, vector-search
- Language: Python
- Homepage: https://qdrant.github.io/fastembed/
- Size: 3.97 MB
- Stars: 3,144
- Watchers: 22
- Forks: 228
- Open Issues: 104
-
Metadata Files:
- Readme: README.md
- Contributing: CONTRIBUTING.md
- License: LICENSE
- Notice: NOTICE
Owner metadata:
- Name: Qdrant
- Login: qdrant
- Email: info@qdrant.com
- Kind: organization
- Description: Creating advanced vector search technology
- Website: https://qdrant.tech/
- Location: Germany
- Twitter: qdrant_engine
- Company:
- Icon url: https://avatars.githubusercontent.com/u/73504361?v=4
- Repositories: 132
- Last Synced at: 2026-08-21T06:36:49.890Z
- Profile URL: https://github.com/qdrant
GitHub Events
Total
- Create event: 85
- Delete event: 77
- Fork event: 65
- Issue comment event: 264
- Issues event: 115
- Pull request event: 151
- Pull request review comment event: 206
- Pull request review event: 244
- Push event: 398
- Release event: 8
- Watch event: 939
- Total: 2552
Last Year
- Create event: 15
- Delete event: 14
- Fork event: 15
- Issue comment event: 40
- Issues event: 12
- Pull request event: 18
- Pull request review comment event: 38
- Pull request review event: 32
- Push event: 57
- Release event: 1
- Watch event: 190
- Total: 432
Committers metadata
Last synced: 6 days ago
Total Commits: 573
Total Committers: 31
Avg Commits per committer: 18.484
Development Distribution Score (DDS): 0.44
Commits in past year: 44
Committers in past year: 8
Avg Commits per committer in past year: 5.5
Development Distribution Score (DDS) in past year: 0.432
| Name | Commits | |
|---|---|---|
| NirantK | n****s@g****m | 321 |
| George | g****k@q****h | 97 |
| Hossam Hagag | 9****r | 40 |
| generall | a****y@v****m | 27 |
| Dmitrii Ogn | d****o@m****u | 22 |
| Anush | a****0@g****m | 20 |
| dependabot[bot] | 4****] | 13 |
| Kumar Shivendu | k****1@g****m | 5 |
| Esteban Yusunguaira | e****a@q****m | 4 |
| Jenny | 1****s | 2 |
| Kacper Łukawski | k****i | 2 |
| Alexey Masolov | a****v@g****m | 1 |
| Andrew Green | a****1@g****m | 1 |
| Armaghan | r****0@g****m | 1 |
| Artem Daineko | d****b@g****m | 1 |
| Arun | a****9@g****m | 1 |
| Bastian Hofmann | m****l@b****e | 1 |
| David Janes | d****s@g****m | 1 |
| Dominik Weckmüller | 4****e | 1 |
| Dylan Couzon | d****n@g****m | 1 |
| Joan Fontanals | j****z@g****m | 1 |
| Klaus Hueck | k****k@g****e | 1 |
| Nathan LeRoy | 4****7 | 1 |
| Rishav Dash | 5****b | 1 |
| Thiru | t****m@t****g | 1 |
| Yuvraj Wale | 9****e | 1 |
| Zihong Lin | 5****0 | 1 |
| amietn | a****n | 1 |
| andres-qd | a****e@q****m | 1 |
| n0x29a | 1****a | 1 |
| and 1 more... | ||
Issue and Pull Request metadata
Last synced: 2 days ago
Total issues: 207
Total pull requests: 324
Average time to close issues: 7 months
Average time to close pull requests: 11 days
Total issue authors: 152
Total pull request authors: 56
Average comments per issue: 1.81
Average comments per pull request: 0.77
Merged pull request: 178
Bot issues: 0
Bot pull requests: 19
Past year issues: 23
Past year pull requests: 47
Past year average time to close issues: 6 months
Past year average time to close pull requests: 18 days
Past year issue authors: 21
Past year pull request authors: 25
Past year average comments per issue: 2.22
Past year average comments per pull request: 1.13
Past year merged pull request: 11
Past year bot issues: 0
Past year bot pull requests: 13
Top Issue Authors
- joein (22)
- NirantK (13)
- michaelfeil (4)
- generall (4)
- nickprock (3)
- electroglyph (3)
- bm777 (2)
- nauyan (2)
- InshaManowar (2)
- KaifAhmad1 (2)
- stephantul (2)
- FaisalAliShah (2)
- racinmat (2)
- atarora (2)
- NeevrajKB (2)
Top Pull Request Authors
- joein (107)
- NirantK (33)
- hh-space-invader (33)
- I8dNLo (27)
- Anush008 (19)
- dependabot[bot] (18)
- generall (13)
- Ya-shh (8)
- kacperlukawski (5)
- michaelfeil (5)
- serhiizghama (3)
- n0x29a (3)
- KShivendu (3)
- mrscoopers (2)
- celinehoang177 (2)
Top Issue Labels
- enhancement (12)
- bug (11)
- model request (9)
- good first issue (4)
- documentation (3)
- llama index (1)
- To be released (1)
Top Pull Request Labels
- dependencies (18)
- python (13)
- github_actions (4)
- enhancement (2)
Package metadata
- Total packages: 12
-
Total downloads:
- pypi: 5,759,693 last-month
- Total dependent packages: 25 (may contain duplicates)
- Total dependent repositories: 4 (may contain duplicates)
- Total versions: 128
- Total maintainers: 3
proxy.golang.org: github.com/qdrant/fastembed
- Homepage:
- Documentation: https://pkg.go.dev/github.com/qdrant/fastembed#section-documentation
- Licenses: apache-2.0
- Latest release: v0.8.0 (published 5 months ago)
- Last Synced: 2026-08-23T11:34:51.819Z (2 days ago)
- Versions: 53
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 6.528%
- Average: 6.747%
- Dependent repos count: 6.966%
pypi.org: fastembed
Fast, light, accurate library built for retrieval embedding generation
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://fastembed.readthedocs.io/
- Licenses: Apache License
- Latest release: 0.8.0 (published 5 months ago)
- Last Synced: 2026-08-23T11:40:09.015Z (2 days ago)
- Versions: 44
- Dependent Packages: 25
- Dependent Repositories: 4
- Downloads: 5,740,352 Last month
-
Rankings:
- Dependent packages count: 1.572%
- Downloads: 2.355%
- Dependent repos count: 7.538%
- Average: 7.717%
- Stargazers count: 7.993%
- Forks count: 19.127%
- Maintainers (2)
pypi.org: fastembed-gpu
Fast, light, accurate library built for retrieval embedding generation
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://fastembed-gpu.readthedocs.io/
- Licenses: Apache License
- Latest release: 0.8.0 (published 5 months ago)
- Last Synced: 2026-08-23T11:36:31.926Z (2 days ago)
- Versions: 21
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 19,341 Last month
-
Rankings:
- Dependent packages count: 9.454%
- Average: 35.913%
- Dependent repos count: 62.372%
- Maintainers (1)
anaconda.org: fastembed
fastembed is a lightweight, fast, Python library built for embedding generation. It supports popular text models and is designed for ease of use with minimal dependencies. The library uses ONNX Runtime for inference, providing efficient performance on CPU without GPU requirements.
- Homepage: https://github.com/qdrant/fastembed
- Licenses: Apache-2.0
- Latest release: 0.8.0 (published 4 months ago)
- Last Synced: 2026-05-06T20:06:04.856Z (4 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 0 Total
-
Rankings:
- Dependent packages count: 35.783%
- Dependent repos count: 39.016%
- Average: 48.595%
- Downloads: 70.985%
nixpkgs-unstable: python314Packages.fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-unstable/pkgs/development/python-modules/fastembed/default.nix#L65
- Licenses: Apache-2.0
- Latest release: 0.7.4 (published 7 months ago)
- Last Synced: 2026-03-08T02:42:33.014Z (6 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-24.05: python311Packages.fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.05/pkgs/development/python-modules/fastembed/default.nix#L55
- Licenses: Apache-2.0
- Latest release: 0.2.2 (published 7 months ago)
- Last Synced: 2026-08-03T07:06:19.370Z (22 days ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-23.11: python311Packages.fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.11/pkgs/development/python-modules/fastembed/default.nix#L48
- Licenses: Apache-2.0
- Latest release: 0.1.1 (published 7 months ago)
- Last Synced: 2026-03-07T09:44:43.360Z (6 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Maintainers (1)
nixpkgs-24.05: python312Packages.fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.05/pkgs/development/python-modules/fastembed/default.nix#L55
- Licenses: Apache-2.0
- Latest release: 0.2.2 (published 7 months ago)
- Last Synced: 2026-05-13T03:02:35.998Z (3 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-24.11: python312Packages.fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.11/pkgs/development/python-modules/fastembed/default.nix#L67
- Licenses: Apache-2.0
- Latest release: 0.3.5 (published 7 months ago)
- Last Synced: 2026-03-07T15:19:24.256Z (6 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-24.11: python311Packages.fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-24.11/pkgs/development/python-modules/fastembed/default.nix#L67
- Licenses: Apache-2.0
- Latest release: 0.3.5 (published 7 months ago)
- Last Synced: 2026-03-08T04:27:05.785Z (6 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-unstable: python313Packages.fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-unstable/pkgs/development/python-modules/fastembed/default.nix#L65
- Licenses: Apache-2.0
- Latest release: 0.8.0 (published 5 months ago)
- Last Synced: 2026-04-03T10:07:45.732Z (5 months ago)
- Versions: 2
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
nixpkgs-23.11: python310Packages.fastembed
Fast, Accurate, Lightweight Python library to make State of the Art Embedding
- Homepage: https://github.com/qdrant/fastembed
- Documentation: https://github.com/NixOS/nixpkgs/blob/nixos-23.11/pkgs/development/python-modules/fastembed/default.nix#L48
- Licenses: Apache-2.0
- Latest release: 0.1.1 (published 7 months ago)
- Last Synced: 2026-03-08T20:29:44.261Z (6 months ago)
- Versions: 1
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent repos count: 0.0%
- Dependent packages count: 0.0%
- Average: 100%
- Maintainers (1)
Dependencies
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- onnxruntime ^1.15.1
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- actions/checkout 3d3c42e5aac5ba805825da76410c181273ba90b1 composite
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