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dottxt-ai/outlines

Structured Outputs

Visit GitHub
Python
16k
945
153 contributors
Apache License 2.0
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Momentum

How fast dottxt-ai/outlines is gaining stars, and where it lands on Trendshift and GitHub Trending

Activity and trending

Stars, forks and merged pull requests each day or month, lined up with the repository's rank on Trendshift Trending

Sep 5 – Nov 4, 2026

Stars +261 in 61 days

01020
19

Forks +61 in 61 days

0123
3

Merged PRs 0 in 61 days

01

Trendshift Trendingwhere the repository ranked each day it made the top 25

Not in the Trendshift top 25 in this period

Sep 5Sep 13Sep 21Sep 29Oct 7Oct 15Oct 23Oct 31
The left and right arrow keys step from day to day; Home and End go to the first and the last

Stars, forks, merged pull requests and Trendshift Trending rank, by day
DayStars gainedForks gainedMerged PRs
Sat, Sep 5, 2026+4+10
Sun, Sep 6, 2026+3+10
Mon, Sep 7, 2026+2+10
Tue, Sep 8, 2026+4+00
Wed, Sep 9, 2026+11+20
Thu, Sep 10, 2026+5+10
Fri, Sep 11, 2026+4+00
Sat, Sep 12, 2026+6+10
Sun, Sep 13, 2026+3+20
Mon, Sep 14, 2026+11+10
Tue, Sep 15, 2026+5+20
Wed, Sep 16, 2026+8+10
Thu, Sep 17, 2026+11+20
Fri, Sep 18, 2026+6+10
Sat, Sep 19, 2026+6+10
Sun, Sep 20, 2026+8+00
Mon, Sep 21, 2026+19+00
Tue, Sep 22, 2026+9+00
Wed, Sep 23, 2026+4+10
Thu, Sep 24, 2026+3+10
Fri, Sep 25, 2026+4+20
Sat, Sep 26, 2026+0+00
Sun, Sep 27, 2026+2+20
Mon, Sep 28, 2026+4+20
Tue, Sep 29, 2026+2+20
Wed, Sep 30, 2026+0+00
Thu, Oct 1, 2026+1+00
Fri, Oct 2, 2026+1+00
Sat, Oct 3, 2026+3+30
Sun, Oct 4, 2026+1+10
Mon, Oct 5, 2026+0+20
Tue, Oct 6, 2026+8+10
Wed, Oct 7, 2026+3+20
Thu, Oct 8, 2026+2+10
Fri, Oct 9, 2026+0+20
Sat, Oct 10, 2026+2+10
Sun, Oct 11, 2026+9+20
Mon, Oct 12, 2026+3+20
Tue, Oct 13, 2026+4+10
Wed, Oct 14, 2026+9+10
Thu, Oct 15, 2026+0+00
Fri, Oct 16, 2026+9+10
Sat, Oct 17, 2026+6+10
Sun, Oct 18, 2026+1+10
Mon, Oct 19, 2026+3+00
Tue, Oct 20, 2026+5+10
Wed, Oct 21, 2026+6+00
Thu, Oct 22, 2026+3+10
Fri, Oct 23, 2026+3+00
Sat, Oct 24, 2026+2+00
Sun, Oct 25, 2026+4+10
Mon, Oct 26, 2026+7+10
Tue, Oct 27, 2026+0+00
Wed, Oct 28, 2026+5+20
Thu, Oct 29, 2026+0+00
Fri, Oct 30, 2026+0+10
Sat, Oct 31, 2026+2+20
Sun, Nov 1, 2026+3+10
Mon, Nov 2, 2026+9+20
Tue, Nov 3, 2026+1+00
Wed, Nov 4, 2026+2+00
Total+261+610
  • 1#1 on the list
  • 7Rank that day
  • Not trending
3

    • GitHub trending history

    Where the repository ranked on GitHub Trending, one dot for each day it was on a list

    Jul 21 – Jul 23, 2026Best #19

    #1#5#10#15#20#25
    Top 10
    Dec 2023JunDecJunDecJun
    The left and right arrow keys step from day to day; Home and End go to the first and the last

    Mentions and achievements

    Where people are talking about dottxt-ai/outlines, and every badge it has earned
    1. Oct 311 post

      • Outlines 已有15987颗星，能让模型按指定字段返回 JSON，少写一层格式修补代码。 8月6日的1.3.3修了一个坑：接 SGLang 时，复用请求配置可能把上次的输出约束带进下一次调用。官方当前要求 Python 3.10至3.13，3.14先别直接装。

        Read full on X, posted by @DeaglePc

        @DeaglePc · x.com

    2. 10 days earlier
    3. Oct 211 post

      • 从邮件里提取工单、给商品分类，可以看看开源 Outlines：用 Pydantic 定义字段，或用 Literal 限定选项，让模型按指定结构输出。上手需 Python、模型后端和字段设计。建议给缺失信息留空值或“未知”，避免强迫模型填满；结构合法，内容仍可能有误。

        Read full on X, posted by @wgyyy84641

        @wgyyy84641 · x.com

    4. Oct 161 post

      • Outlines – Structured Outputs for LLMs

        Read full on Hacker News

        Hacker News

    5. 22 days earlier
    6. Sep 242 posts

      • ⚡ Jev Engineering · 15,880 stars. Typed answers, no free-text tax — on an Apache-2.0 stack. 🧪 Agents still burn a full chat call for urgent / owner / escalate. Outlines (dottxt-ai/outlines) locks…

        Read full on X, posted by @EchoGit42

        @EchoGit42 · x.com

      • 15,880 stars. Jev Engineering's job — typed answers, no free-text tax — on an Apache-2.0 stack. Agents still burn a full chat call for urgent / owner / escalate. Outlines (dottxt-ai/outlines) locks…

        Read full on X, posted by @EchoGit42

        @EchoGit42 · x.com

    7. 14 days earlier
    8. Sep 101 post

      • ĐẢM BẢO ĐẦU RA CỦA LLM KHÔNG BAO GIỜ SAI SCHEMA: OUTLINES ỨNG DỤNG CƠ CHẾ GUIDED GENERATION BẰNG FINITE AUTOMATA

        Read full on Reddit

        r/opensourcevietnam

    9. 15 days earlier
    10. Aug 261 post

      • • Works with any model from OpenAI to vLLM without code changes • Uses Python types and Pydantic for output validation • Supports JSON, regex, and custom grammars for complex structures

        Read full on X, posted by @the_osps

        @the_osps · x.com

    11. 1 month earlier
    12. Jul 201 post

      • By integrating Outlines with llama.cpp, the logit processor restricts token generation to only valid paths defined by your Pydantic schema. This drops latency for structured extraction to under 200ms…

        Read full on X, posted by @ba_jakobsen

        @ba_jakobsen · x.com

    13. Jul 181 post

      • Stop fixing malformed LLM output after generation. Outlines is a Python library for builders who need LLM responses in a predictable structure. It helps you directly constrain output during…

        Read full on X, posted by @DanKornas

        @DanKornas · x.com

    14. Jul 131 post

      • I just realized that Finite Language and Automata Theory (FLAT) was used in strucuted decoding for LLM outputs (like JSON output, tool calling format etc..). Here is how: outlines and XGrammar are…

        Read full on X, posted by @stefanbinoj

        @stefanbinoj · x.com

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