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GenericAgent
Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x les
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English | 中文
🌟 Overview
GenericAgent is a minimal, self-evolving autonomous agent framework. Its core is just ~3K lines of code. Through 9 atomic tools + a ~100-line Agent Loop, it grants any LLM system-level control over a local computer — covering browser, terminal, filesystem, keyboard/mouse input, screen vision, and mobile devices (ADB).
Its design philosophy: don't preload skills — evolve them.
Every time GenericAgent solves a new task, it automatically crystallizes the execution path into an skill for direct reuse later. The longer you use it, the more skills accumulate — forming a skill tree that belongs entirely to you, grown from 3K lines of seed code.
🤖 Self-Bootstrap Proof — Everything in this repository, from installing Git and running git init to every commit message, was completed autonomously by GenericAgent. The author never opened a terminal once.📋 Core Features
- Self-Evolving: Automatically crystallizes each task into an skill. Capabilities grow with every use, forming your personal skill tree.
- Minimal Architecture: ~3K lines of core code. Agent Loop is ~100 lines. No complex dependencies, zero deployment overhead.
- Strong Execution: Injects into a real browser (preserving login sessions). 9 atomic tools take direct control of the system.
- High Compatibility: Supports Claude / Gemini / Kimi / MiniMax and other major models. Cross-platform.
🧬 Self-Evolution Mechanism
This is what fundamentally distinguishes GenericAgent from every other agent framework.
[New Task] --> [Autonomous Exploration] (install deps, write scripts, debug & verify) -->
[Crystallize Execution Path into skill] --> [Write to Memory Layer] --> [Direct Recall on Next Similar Task]| What you say | What the agent does the first time | Every time after |
|---|---|---|
| "Read my WeChat messages" | Install deps → reverse DB → write read script → save skill | one-line invoke |
| "Monitor stocks and alert me" | Install mootdx → build selection flow → configure cron → save skill | one-line start |
| "Send this file via Gmail" | Configure OAuth → write send script → save skill | ready to use |
After a few weeks, your agent instance will have a skill tree no one else in the world has — all grown from 3K lines of seed code.
##### 🎯 Demo Showcase
| 🧋 Food Delivery Order | 📈 Quantitative Stock Screening | |
|---|---|---|
| "Order me a milk tea" — Navigates the delivery app, selects items, and completes checkout automatically. | "Find GEM stocks with EXPMA golden cross, turnover > 5%" — Screens stocks with quantitative conditions. | |
| 🌐 Autonomous Web Exploration | 💰 Expense Tracking | 💬 Batch Messaging |
| Autonomously browses and periodically summarizes web content. | "Find expenses over ¥2K in the last 3 months" — Drives Alipay via ADB. | Sends bulk WeChat messages, fully driving the WeChat client. |
📅 Latest News
Don't lose this
Three weeks from now, you'll want GenericAgent again. Will you remember where to find it?
Save it to your library and the next time you need GenericAgent, it’s one tap away — from any AI app you use. Group it into a bench with the rest of the team for that kind of task and you can pull the whole stack at once.
⚡ Pro tip for geeks: add a-gnt 🤵🏻♂️ as a custom connector in Claude or a custom GPT in ChatGPT — one click and your library is right there in the chat. Or, if you’re in an editor, install the a-gnt MCP server and say “use my [bench name]” in Claude Code, Cursor, VS Code, or Windsurf.
a-gnt's Take
Our honest review
Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x les. Best for anyone looking to make their AI assistant more capable in search & web. It's completely free and works across most major AI apps. This one just landed in the catalog — worth trying while it's fresh.
Tips for getting started
Tap "Get" above, pick your AI app, and follow the steps. Most installs take under 30 seconds.
Heads up: this needs an API key to work. You'll get one from the service's website (usually free). The setup guide tells you exactly where.
What's New
Imported from GitHub
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