Artificial intelligence

AI 相关生态软件

open-webui ---> 自托管AI模型Web界面

如果我们用 ollama 的模型，可以使用此项目来使用界面调用 AI

searXNG ---> 自部署的引擎搜索聚合器

适用于 AI 调用，搜索任何内容，无需借助无头浏览器，对返回的格式也可以一定程度上自定义

Comfy-UI ---> 节点式图像生成工具

可以下载图片模型到本地，通过编排节点的方式，给予正向词和逆向词，最终生成图片，支持 Open Web UI

llama_index ---> LLM 应用程序的数据框架

这是构建一个 Agent 最简单的例子：

from llama_index.llms.ollama import Ollama
from llama_index.core.agent.workflow import FunctionAgent
import asyncio

llm = Ollama(model="qwen3:32b", base_url="http://ollama-ai:40792")

def multiply(a: float, b: float) -> float:
    """Multiply two numbers."""
    return a * b

agent = FunctionAgent(
    tools=[multiply],
    llm=llm,
    system_prompt="You are a helpful asistant that can mutiply to numbers",
)

async def main():
    response = await agent.run("what's the result of 500 * 5")
    print(response)

if __name__ == "__main__":
    asyncio.run(main())

这里查看更多例子：run-llama/python-agents-tutorial

gemini-cli ---> 终端中的 Ai agent

gemini-cli 是一个开源的 AI 代理，可让您直接从终端使用 Gemini 的功能。

你可以用它来完成各种任务，包括：

• 编码：使用自然语言编写代码、调试问题并简化工作流程。
• 大型代码库：使用大于 Gemini 100 万个令牌上下文窗口的代码库。
• 应用程序原型设计：从 PDF 甚至草图生成新应用程序。
• 自动化：自动化操作任务，例如处理拉取请求。

例如当前这段文本的描述就是由 gemini-cli 生成的：

类似的竞品：openai/codex、anthropics/claude-code

cognee ---> 组织数据并从AI中获得更好的响应

cognee 的定位：

• 您的数据就像大海捞针。你拥有的越多，有效利用它就越困难。
• 向 AI 代理发送大量数据可能会导致腹胀和幻觉。
• Cognee 连接数据点并建立地面实况，以提高 AI 代理和 LLM 的准确性。
• 使用 Cognee 提高 AI 代理的准确性。连接点，找到针。

测试的 py 代码，传入的数据是截取了 vite 文档中的原始 markdown 内容：

main.py

import cognee
import asyncio

async def main():
    # Add text to cognee
    await cognee.add("""
# Project Philosophy

## Lean Extendable Core

Vite doesn't intend to cover every use case for every user. Vite aims to support the most common patterns to build Web apps out-of-the-box, but [Vite core](https://github.com/vitejs/vite) must remain lean with a small API surface to keep the project maintainable long-term. This goal is possible thanks to [Vite's rollup-based plugin system](./api-plugin.md). Features that can be implemented as external plugins will generally not be added to Vite core. [vite-plugin-pwa](https://vite-pwa-org.netlify.app/) is a great example of what can be achieved out of Vite core, and there are a lot of [well maintained plugins](https://github.com/vitejs/awesome-vite#plugins) to cover your needs. Vite works closely with the Rollup project to ensure that plugins can be used in both plain-rollup and Vite projects as much as possible, trying to push needed extensions to the Plugin API upstream when possible.

## Pushing the Modern Web

Vite provides opinionated features that push writing modern code. For example:

- The source code can only be written in ESM, where non-ESM dependencies need to be [pre-bundled as ESM](./dep-pre-bundling) in order to work.
- Web workers are encouraged to be written with the [`new Worker` syntax](./features#web-workers) to follow modern standards.
- Node.js modules cannot be used in the browser.

When adding new features, these patterns are followed to create a future-proof API, which may not always be compatible with other build tools.

## A Pragmatic Approach to Performance

Vite has been focused on performance since its [origins](./why.md). Its dev server architecture allows HMR that stays fast as projects scale. Vite uses native tools like [esbuild](https://esbuild.github.io/) and [SWC](https://github.com/vitejs/vite-plugin-react-swc) to implement intensive tasks but keeps the rest of the code in JS to balance speed with flexibility. When needed, framework plugins will tap into [Babel](https://babeljs.io/) to compile user code. And during build time Vite currently uses [Rollup](https://rollupjs.org/) where bundling size and having access to a wide ecosystem of plugins are more important than raw speed. Vite will continue to evolve internally, using new libraries as they appear to improve DX while keeping its API stable.

## Building Frameworks on Top of Vite

Although Vite can be used by users directly, it shines as a tool to create frameworks. Vite core is framework agnostic, but there are polished plugins for each UI framework. Its [JS API](./api-javascript.md) allows App Framework authors to use Vite features to create tailored experiences for their users. Vite includes support for [SSR primitives](./ssr.md), usually present in higher-level tools but fundamental to building modern web frameworks. And Vite plugins complete the picture by offering a way to share between frameworks. Vite is also a great fit when paired with [Backend frameworks](./backend-integration.md) like [Ruby](https://vite-ruby.netlify.app/) and [Laravel](https://laravel.com/docs/10.x/vite).

## An Active Ecosystem

Vite evolution is a cooperation between framework and plugin maintainers, users, and the Vite team. We encourage active participation in Vite's Core development once a project adopts Vite. We work closely with the main projects in the ecosystem to minimize regressions on each release, aided by tools like [vite-ecosystem-ci](https://github.com/vitejs/vite-ecosystem-ci). It allows us to run the CI of major projects using Vite on selected PRs and gives us a clear status of how the Ecosystem would react to a release. We strive to fix regressions before they hit users and allow projects to update to the next versions as soon as they are released. If you are working with Vite, we invite you to join [Vite's Discord](https://chat.vite.dev) and get involved in the project too.
                     """)

    # Generate the knowledge graph
    await cognee.cognify()

    # Query the knowledge graph
    results = await cognee.search("告诉我关于 vite 的设计哲学是什么")

    # Display the results
    for result in results:
        print(result)


if __name__ == '__main__':
    asyncio.run(main())

输出的内容：

Vite的设计哲学主要体现在其"精简可扩展核心"中，即不旨在覆盖所有用户的用例，而是支持大多数常见的Web应用模式，同时保持核心API的简洁性，以便于长期维护。它鼓励使用外部插件来扩展功能，如vite-plugin-pwa，并与Rollup项目紧密合作以确保插件的互操作性。此外，Vite推动编写现代代码，注重性能，并适合建立框架，形成一个活跃的生态系统

repomix---> 将代码库压缩

可以对远程的代码库或者本地的文件进行转换，转换后的文件是 XML 格式的单文件，结构化地描述了文件夹中所有文件的内容。举个例子：

$ npm i -g repomix # 安装

$ pnpm create vite # 创建一个 vanilla + js ，名为 vite-project 的项目
$ repomix vite-project # 转义文件夹

生成的 repomix-output.xml 文件内容如下：

repomix-output.xml

This file is a merged representation of the entire codebase, combined into a single document by Repomix.

<file_summary>
This section contains a summary of this file.

<purpose>
This file contains a packed representation of the entire repository's contents.
It is designed to be easily consumable by AI systems for analysis, code review,
or other automated processes.
</purpose>

<file_format>
The content is organized as follows:
1. This summary section
2. Repository information
3. Directory structure
4. Repository files (if enabled)
5. Repository files, each consisting of:
  - File path as an attribute
  - Full contents of the file
</file_format>

<usage_guidelines>
- This file should be treated as read-only. Any changes should be made to the
  original repository files, not this packed version.
- When processing this file, use the file path to distinguish
  between different files in the repository.
- Be aware that this file may contain sensitive information. Handle it with
  the same level of security as you would the original repository.
</usage_guidelines>

<notes>
- Some files may have been excluded based on .gitignore rules and Repomix's configuration
- Binary files are not included in this packed representation. Please refer to the Repository Structure section for a complete list of file paths, including binary files
- Files matching patterns in .gitignore are excluded
- Files matching default ignore patterns are excluded
- Files are sorted by Git change count (files with more changes are at the bottom)
</notes>

<additional_info>

</additional_info>

</file_summary>

<directory_structure>
public/
  vite.svg
src/
  counter.js
  javascript.svg
  main.js
  style.css
.gitignore
index.html
package.json
</directory_structure>

<files>
This section contains the contents of the repository's files.

<file path="public/vite.svg">
<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="iconify iconify--logos" width="31.88" height="32" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 257"><defs><linearGradient id="IconifyId1813088fe1fbc01fb466" x1="-.828%" x2="57.636%" y1="7.652%" y2="78.411%"><stop offset="0%" stop-color="#41D1FF"></stop><stop offset="100%" stop-color="#BD34FE"></stop></linearGradient><linearGradient id="IconifyId1813088fe1fbc01fb467" x1="43.376%" x2="50.316%" y1="2.242%" y2="89.03%"><stop offset="0%" stop-color="#FFEA83"></stop><stop offset="8.333%" stop-color="#FFDD35"></stop><stop offset="100%" stop-color="#FFA800"></stop></linearGradient></defs><path fill="url(#IconifyId1813088fe1fbc01fb466)" d="M255.153 37.938L134.897 252.976c-2.483 4.44-8.862 4.466-11.382.048L.875 37.958c-2.746-4.814 1.371-10.646 6.827-9.67l120.385 21.517a6.537 6.537 0 0 0 2.322-.004l117.867-21.483c5.438-.991 9.574 4.796 6.877 9.62Z"></path><path fill="url(#IconifyId1813088fe1fbc01fb467)" d="M185.432.063L96.44 17.501a3.268 3.268 0 0 0-2.634 3.014l-5.474 92.456a3.268 3.268 0 0 0 3.997 3.378l24.777-5.718c2.318-.535 4.413 1.507 3.936 3.838l-7.361 36.047c-.495 2.426 1.782 4.5 4.151 3.78l15.304-4.649c2.372-.72 4.652 1.36 4.15 3.788l-11.698 56.621c-.732 3.542 3.979 5.473 5.943 2.437l1.313-2.028l72.516-144.72c1.215-2.423-.88-5.186-3.54-4.672l-25.505 4.922c-2.396.462-4.435-1.77-3.759-4.114l16.646-57.705c.677-2.35-1.37-4.583-3.769-4.113Z"></path></svg>
</file>

<file path="src/counter.js">
export function setupCounter(element) {
  let counter = 0
  const setCounter = (count) => {
    counter = count
    element.innerHTML = `count is ${counter}`
  }
  element.addEventListener('click', () => setCounter(counter + 1))
  setCounter(0)
}
</file>

<file path="src/javascript.svg">
<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="iconify iconify--logos" width="32" height="32" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path fill="#F7DF1E" d="M0 0h256v256H0V0Z"></path><path d="m67.312 213.932l19.59-11.856c3.78 6.701 7.218 12.371 15.465 12.371c7.905 0 12.89-3.092 12.89-15.12v-81.798h24.057v82.138c0 24.917-14.606 36.259-35.916 36.259c-19.245 0-30.416-9.967-36.087-21.996m85.07-2.576l19.588-11.341c5.157 8.421 11.859 14.607 23.715 14.607c9.969 0 16.325-4.984 16.325-11.858c0-8.248-6.53-11.17-17.528-15.98l-6.013-2.58c-17.357-7.387-28.87-16.667-28.87-36.257c0-18.044 13.747-31.792 35.228-31.792c15.294 0 26.292 5.328 34.196 19.247l-18.732 12.03c-4.125-7.389-8.591-10.31-15.465-10.31c-7.046 0-11.514 4.468-11.514 10.31c0 7.217 4.468 10.14 14.778 14.608l6.014 2.577c20.45 8.765 31.963 17.7 31.963 37.804c0 21.654-17.012 33.51-39.867 33.51c-22.339 0-36.774-10.654-43.819-24.574"></path></svg>
</file>

<file path="src/main.js">
import './style.css'
import javascriptLogo from './javascript.svg'
import viteLogo from '/vite.svg'
import { setupCounter } from './counter.js'

document.querySelector('#app').innerHTML = `
  <div>
    <a href="https://vite.dev" target="_blank">
      <img src="${viteLogo}" class="logo" alt="Vite logo" />
    </a>
    <a href="https://developer.mozilla.org/en-US/docs/Web/JavaScript" target="_blank">
      <img src="${javascriptLogo}" class="logo vanilla" alt="JavaScript logo" />
    </a>
    <h1>Hello Vite!</h1>
    <div class="card">
      <button id="counter" type="button"></button>
    </div>
    <p class="read-the-docs">
      Click on the Vite logo to learn more
    </p>
  </div>
`

setupCounter(document.querySelector('#counter'))
</file>

<file path="src/style.css">
:root {
  font-family: system-ui, Avenir, Helvetica, Arial, sans-serif;
  line-height: 1.5;
  font-weight: 400;

  color-scheme: light dark;
  color: rgba(255, 255, 255, 0.87);
  background-color: #242424;

  font-synthesis: none;
  text-rendering: optimizeLegibility;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}

a {
  font-weight: 500;
  color: #646cff;
  text-decoration: inherit;
}
a:hover {
  color: #535bf2;
}

body {
  margin: 0;
  display: flex;
  place-items: center;
  min-width: 320px;
  min-height: 100vh;
}

h1 {
  font-size: 3.2em;
  line-height: 1.1;
}

#app {
  max-width: 1280px;
  margin: 0 auto;
  padding: 2rem;
  text-align: center;
}

.logo {
  height: 6em;
  padding: 1.5em;
  will-change: filter;
  transition: filter 300ms;
}
.logo:hover {
  filter: drop-shadow(0 0 2em #646cffaa);
}
.logo.vanilla:hover {
  filter: drop-shadow(0 0 2em #f7df1eaa);
}

.card {
  padding: 2em;
}

.read-the-docs {
  color: #888;
}

button {
  border-radius: 8px;
  border: 1px solid transparent;
  padding: 0.6em 1.2em;
  font-size: 1em;
  font-weight: 500;
  font-family: inherit;
  background-color: #1a1a1a;
  cursor: pointer;
  transition: border-color 0.25s;
}
button:hover {
  border-color: #646cff;
}
button:focus,
button:focus-visible {
  outline: 4px auto -webkit-focus-ring-color;
}

@media (prefers-color-scheme: light) {
  :root {
    color: #213547;
    background-color: #ffffff;
  }
  a:hover {
    color: #747bff;
  }
  button {
    background-color: #f9f9f9;
  }
}
</file>

<file path=".gitignore">
# Logs
logs
*.log
npm-debug.log*
yarn-debug.log*
yarn-error.log*
pnpm-debug.log*
lerna-debug.log*

node_modules
dist
dist-ssr
*.local

# Editor directories and files
.vscode/*
!.vscode/extensions.json
.idea
.DS_Store
*.suo
*.ntvs*
*.njsproj
*.sln
*.sw?
</file>

<file path="index.html">
<!doctype html>
<html lang="en">
  <head>
    <meta charset="UTF-8" />
    <link rel="icon" type="image/svg+xml" href="/vite.svg" />
    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
    <title>Vite App</title>
  </head>
  <body>
    <div id="app"></div>
    <script type="module" src="/src/main.js"></script>
  </body>
</html>
</file>

<file path="package.json">
{
  "name": "vite-project",
  "private": true,
  "version": "0.0.0",
  "type": "module",
  "scripts": {
    "dev": "vite",
    "build": "vite build",
    "preview": "vite preview"
  },
  "devDependencies": {
    "vite": "^6.3.5"
  }
}
</file>

</files>

除此之外，还内置了 secretlint/secretlint 的自动安全检查等功能