简单AI框架 是 AI Skill Hub 本期精选Agent工作流之一。综合评分 7.5 分,整体质量较高。我们推荐使用将其纳入你的 AI 工具库,帮助提升工作效率。
简单AI框架 是一套完整的 AI Agent 自动化工作流方案。通过可视化的节点编排,将复杂的多步骤任务拆解为清晰的自动化流程,实现全程无人值守的智能处理。支持与数百种外部服务和 API 无缝集成,适合构建数据处理管线、业务自动化和 AI 辅助决策系统。
简单AI框架 是一套完整的 AI Agent 自动化工作流方案。通过可视化的节点编排,将复杂的多步骤任务拆解为清晰的自动化流程,实现全程无人值守的智能处理。支持与数百种外部服务和 API 无缝集成,适合构建数据处理管线、业务自动化和 AI 辅助决策系统。
# 方式一:pip 安装(推荐)
pip install kiss_ai
# 方式二:虚拟环境安装(推荐生产环境)
python -m venv .venv
source .venv/bin/activate # Windows: .venv\Scripts\activate
pip install kiss_ai
# 方式三:从源码安装(获取最新功能)
git clone https://github.com/ksenxx/kiss_ai
cd kiss_ai
pip install -e .
# 验证安装
python -c "import kiss_ai; print('安装成功')"
# 命令行使用
kiss_ai --help
# 基本用法
kiss_ai input_file -o output_file
# Python 代码中调用
import kiss_ai
# 示例
result = kiss_ai.process("input")
print(result)
# kiss_ai 配置文件示例(config.yml) app: name: "kiss_ai" debug: false log_level: "INFO" # 运行时指定配置文件 kiss_ai --config config.yml # 或通过环境变量配置 export KISS_AI_API_KEY="your-key" export KISS_AI_OUTPUT_DIR="./output"

KISS Sorcar is an open-source AI coding and general-purpose assistant, which is free, open-source, and fully local. You bring your own model API key (Anthropic highly recommended) or LLM endpoint or Claude Code or OpenAI Codex; nothing about your code or prompts is sent through our servers.
It runs as a Visual Studio Code extension, as a CLI tool and as a web/mobile app, and is built on the KISS Agent Framework — a deliberately simple agent runtime that follows the KISS principle ("Keep it Simple, Stupid"). All agents run as daemon thread in the KISS Sorcar web server daemon process. The agent has browser support (Chromium + Playwright), multimodal support, Docker container support, can research topics on the web, and can run for hours across multiple sessions. If you have Claude Code or OpenAI Codex in your PATH, you can also use cc/* or codex/* models for chat.
KISS Sorcar is named after P. C. Sorcar, the Bengali magician. The paper is at papers/kisssorcar/kiss_sorcar.pdf.
Engineering principles are encoded in the agent's system prompt. See Section 5 of the paper for details.
An old video on KISS Sorcar can be found at https://www.youtube.com/watch?v=xnYxWvRqACE. We no longer recommend explicitly creating a plan in KISS Sorcar. See the paper for details.
<scriptsize>Note that Sorcar also means government in Bengali.</scriptsize>
curl -fsSL https://raw.githubusercontent.com/ksenxx/kiss_ai/main/scripts/install.sh | bash
To install KISS Sorcar, open Visual Studio Code, search for "KISS Sorcar" in the extension marketplace, install, and relaunch VS Code. Press ESC if you don't have a specific API key, but you must provide at least one API key.
You can also manually download the extension from src/kiss/agents/vscode/kiss-sorcar.vsix.
| Flag | Description |
|---|---|
-t, --task | Task description |
-f, --file | Path to a file whose contents to use as the task |
-m, --model_name | LLM model name (default: claude-opus-4-6) |
-e, --endpoint | Custom endpoint for a local model |
--header | Custom HTTP header in Key:Value form; may be repeated |
-b, --max_budget | Maximum budget in USD |
-w, --work_dir | Working directory |
-v, --verbose | Print output to console (default: true) |
-n, --new | Start a new chat session |
-c, --chat-id | Resume a chat session by ID |
-l, --list-chat-id | List the last 10 chat sessions with tasks and results |
-p, --parallel | Enable parallel subagents |
--no-web | Disable browser/web tools (terminal-only mode) |
--use-chat | Use chat mode |
--use-worktree | Use chat mode with git worktree isolation (advanced) |
--cleanup | Scan for and clean up orphaned worktree branches |
If you do not want to use the KISS Sorcar IDE, you can open a terminal and use sorcar as a shell command. Some examples:
sorcar -t "What is 2435*234"
sorcar -n -t --use-chat "What is 2435*234?" # start a new chat session
sorcar -m "claude-sonnet-4-6" -t "What is 2435*234?" # use a specific model
echo "Can you find the cheapest non-stop flight from SFO to JFK on June 15?" > prompt
sorcar -f prompt # use contents of a file as the task
sorcar -t 'Can you send the message "Hello from Sorcar!" to ksen via the desktop slack app?'
sorcar -t 'Can you show me the detailed step-by-step workflow of gepa.py?'
该工具使用 NOASSERTION 协议,商用场景请仔细阅读协议条款,必要时咨询法律意见。
AI Skill Hub 为第三方内容聚合平台,本页面信息基于公开数据整理,不对工具功能和质量作任何法律背书。
建议在沙箱或测试环境中充分验证后,再部署至生产环境,并做好必要的安全评估。
📄 NOASSERTION — 请查阅原始协议条款了解具体使用限制。
经综合评估,简单AI框架 在Agent工作流赛道中表现稳健,质量良好。如果你已有明确的使用需求,可以直接上手体验;如果还在评估阶段,建议对比同类工具后再做决策。
| 原始名称 | kiss_ai |
| Topics | AI工作流Python |
| GitHub | https://github.com/ksenxx/kiss_ai |
| License | NOASSERTION |
| 语言 | Python |
收录时间:2026-06-03 · 更新时间:2026-06-03 · License:NOASSERTION · AI Skill Hub 不对第三方内容的准确性作法律背书。
选择 Agent 类型,复制安装指令后粘贴到对应客户端