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Q00/ouroboros

Agent OS: the agent gets smarter on its own. We just hold the line: Interview-gated, staged evaluation, budgeted evolution loop. MCP server, 14 runtimes: Claude Code, Codex CLI, Gemini CLI, OpenCode, Copilot, Kiro and more.

#AI agent#AI coding assistant
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Python
6.3k
696
65 contributors
MIT License
website
AchievementsView all →
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Momentum

How fast Q00/ouroboros 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 10 – Nov 9, 2026

Stars +539 in 61 days

0204060
52

Forks +72 in 61 days

0246
5

Merged PRs 288 in 61 days

02040
31

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

Not in the Trendshift top 25 in this period

Sep 10Sep 18Sep 26Oct 4Oct 12Oct 20Oct 28Nov 5
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
Thu, Sep 10, 2026+2+23
Fri, Sep 11, 2026+5+10
Sat, Sep 12, 2026+8+14
Sun, Sep 13, 2026+14+22
Mon, Sep 14, 2026+38+11
Tue, Sep 15, 2026+52+51
Wed, Sep 16, 2026+39+20
Thu, Sep 17, 2026+47+20
Fri, Sep 18, 2026+22+10
Sat, Sep 19, 2026+6+01
Sun, Sep 20, 2026+13+22
Mon, Sep 21, 2026+10+11
Tue, Sep 22, 2026+15+20
Wed, Sep 23, 2026+7+11
Thu, Sep 24, 2026+9+10
Fri, Sep 25, 2026+11+13
Sat, Sep 26, 2026+8+14
Sun, Sep 27, 2026+8+17
Mon, Sep 28, 2026+9+421
Tue, Sep 29, 2026+15+216
Wed, Sep 30, 2026+18+16
Thu, Oct 1, 2026+5+15
Fri, Oct 2, 2026+7+45
Sat, Oct 3, 2026+6+01
Sun, Oct 4, 2026+3+02
Mon, Oct 5, 2026+3+12
Tue, Oct 6, 2026+3+25
Wed, Oct 7, 2026+7+12
Thu, Oct 8, 2026+2+00
Fri, Oct 9, 2026+0+20
Sat, Oct 10, 2026+5+10
Sun, Oct 11, 2026+6+21
Mon, Oct 12, 2026+7+12
Tue, Oct 13, 2026+4+05
Wed, Oct 14, 2026+9+08
Thu, Oct 15, 2026+6+03
Fri, Oct 16, 2026+7+131
Sat, Oct 17, 2026+4+023
Sun, Oct 18, 2026+4+04
Mon, Oct 19, 2026+7+14
Tue, Oct 20, 2026+3+210
Wed, Oct 21, 2026+2+12
Thu, Oct 22, 2026+2+38
Fri, Oct 23, 2026+8+021
Sat, Oct 24, 2026+5+223
Sun, Oct 25, 2026+4+04
Mon, Oct 26, 2026+4+42
Tue, Oct 27, 2026+7+01
Wed, Oct 28, 2026+3+05
Thu, Oct 29, 2026+3+019
Fri, Oct 30, 2026+0+08
Sat, Oct 31, 2026+2+10
Sun, Nov 1, 2026+11+30
Mon, Nov 2, 2026+5+00
Tue, Nov 3, 2026+3+30
Wed, Nov 4, 2026+4+10
Thu, Nov 5, 2026+11+09
Fri, Nov 6, 2026+2+00
Sat, Nov 7, 2026+3+10
Sun, Nov 8, 2026+5+00
Mon, Nov 9, 2026+1+00
Total+539+72288
  • 1#1 on the list
  • 7Rank that day
  • Not trending
4

    • GitHub trending history

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

    Python

    May 2 – Sep 29, 2026Best #4

    #1#5#10#15#20#25
    Top 10
    Jun 2026JulAugSep
    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 Q00/ouroboros, and every badge it has earned
    1. Aug 251 post

      • LLMs predict the next token probabilistically. If you don’t know the word or lack domain knowledge, it’s extremely hard for them to generate anything useful. A lot of people think they can just dump…

        Read full on X, posted by @JqOnly

        @JqOnly · x.com

    2. 7 days earlier
    3. Aug 181 post

      • hey kiro users!! There is a great interview skill and agent verification layer "ouroboros" You can use Ouroboros in Kiro with several perspective sub agents!! give it a try!!

        Read full on X, posted by @JqOnly

        @JqOnly · x.com

    4. Aug 171 post

      • I really love this dsh view. @deepseek_ai this trajectory is what ouroboros want we can verify agent claim based on this trajectory.

        Read full on X, posted by @JqOnly

        @JqOnly · x.com

    5. Aug 151 post

      • I just adopted ouroboros interview into DeepSeek harness. and it works well! also it understand how to call ouroboros mcp tool and fan-out sub agent to extract answer from questions. I ran some demos…

        Read full on X, posted by @JqOnly

        @JqOnly · x.com

    6. Aug 121 post3 posts

      • Ouroboros is agnostic loop engineering You can use claude code or Codex, hermes and other 14 tools. Give it a try. You can feel what loop is

        Read full on X, posted by @JqOnly

        @JqOnly · x.com

      • Ouroboros 刚合并一条验证规则：源码扫描不能把 agent 自报的 FAIL 翻成 PASS。 旧方案做了 64 轮 review、写到 16,555 行仍没收敛。新方案删掉“猜目标”的分类器，用 49 行生产代码封死这条越权路径。

        Read full on X, posted by @JqOnly

        @JqOnly · x.com

      • Ouroboros 判分有三关，第一关不花钱，但要看走哪条路。 evaluate：三关都开，退出码加覆盖率门槛 0.7，先挡一批不问模型。 evolve 不一样：第一关默认关，第三关写死关掉，每代实际是一个模型吐一个布尔值。这是短板，已开成 issue。 跑多代循环时，每代判分是几个人在看？

        Read full on X, posted by @JqOnly

        @JqOnly · x.com

    7. Aug 93 posts

      • 我给它一句话需求，它反问了四轮，然后不肯开工。 模糊度 0.31，阈值 0.2。 别的 AI 编程工具抢着写第一行代码，返工成本你自己吃。这个把成本前置。 得承认，同屏还有「强制生成」，所以是减速带，不是墙。 利益相关，我在给它做推广。但这一屏是我这周唯一让人停下的。 你会想要一个会拦你的工具吗？

        Read full on X, posted by @JqOnly

        @JqOnly · x.com

      • 失败也不该是终点：被拒绝的评估自动进入有预算上限的演化循环，只有没通过的验收标准进下一代，已通过的冻结不重做。 循环带震荡检测和等级回退检测，专门识破「分数在两代之间来回跳」的假收敛。 设计全文（RFC）：

        Read full on X, posted by @JqOnly

        @JqOnly · x.com

      • 只堵一条路没用。第二条泄露路径更隐蔽：失败原因里的断言 repr() 顺着重试 prompt 又流回去了。 而且这个屏障不能做成配置项——一旦可配置，它就会在某个赶进度的下午被关掉，然后没人会发现，因为分数看起来更好了。

        Read full on X, posted by @JqOnly

        @JqOnly · x.com

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