Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token consumption
⚡ Executive Summary & Quick Facts
Authoritative SourceGenericAgent is GenericAgent is an open-source project written in Python: Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token consumption..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), lsdefine/GenericAgent has accumulated 14,374 GitHub stars and 1,665 forks. It is written in Python, licensed under MIT, and ranks #1,094 globally. It is actively maintained with the latest commit recorded on Oct 31, 2026.”
| Repository | lsdefine/GenericAgent ↗ |
|---|---|
| Primary Category | ai agent |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 14.4K stars · ⑂ 1.7K forks · #1,094 globally |
| Maintenance | ● Active (Last commit: Oct 31, 2026) · 202 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 100/100 · Grade A+Yes, GenericAgent is actively maintained. Continuous telemetry recorded the last code commit on Oct 31, 2026 (1 days ago). Supported by 14,374 stars and 1,665 community forks, this repository holds a calculated health index of 100/100, reflecting very active (commits within last 14 days) and healthy issue cadence.
Star History
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+359
STARS · LAST 30 DAYS
12
PER DAY
#179
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +84 | +359 | +1.1K |
| Per day | 12 | 12 | 12 |
| Forks gained | +8 | +33 | +83 |
GenericAgent gained 359 stars in the last 30 days, about 12 a day, and now has 14.4K. It is about 1 year old and has averaged roughly 14.4K stars a year. It ranks #179 among Python repositories and #1,094 across all languages on GitHubRepo.
Trending Record
1
DAYS ON TRENDING
#6739
BEST RANK
Oct 31, 2026
FIRST APPEARANCE
Active
STATUS TODAY
GenericAgent has maintained a continuous presence across global trending indexes, peaking at #6739. Below is the 30-day activity profile:
💡 Overview
GenericAgent is an open-source project written in Python: Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token consumption.
Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-agent, automation, autonomous-agent. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install GenericAgent⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
GenericAgent coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with GenericAgent.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install GenericAgent using your package manager: `pip install GenericAgent`
Initialize your project workspace or configuration file for GenericAgent.
Import GenericAgent into your codebase or invoke it directly from your terminal.
Execute your test suite or run `GenericAgent --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
lsdefine/GenericAgent is currently ranked #1,094 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #1,089 | carla-simulator/carla | C++ | ★ 14.5K | Compare ↗ |
| #1,090 | libretro/RetroArch | C | ★ 14.5K | Compare ↗ |
| #1,091 | marko-js/marko | JavaScript | ★ 14.4K | Compare ↗ |
| #1,092 | kopia/kopia | Go | ★ 14.4K | Compare ↗ |
| #1,093 | Intervention/image | PHP | ★ 14.4K | Compare ↗ |
| #1,094 | lsdefine/GenericAgent This Project | Python | ★ 14.4K | |
| #1,095 | coredns/coredns | Go | ★ 14.4K | Compare ↗ |
| #1,096 | winsw/winsw | C# | ★ 14.3K | Compare ↗ |
| #1,097 | gollum/gollum | Ruby | ★ 14.3K | Compare ↗ |
| #1,098 | semaphoreui/semaphore | Go | ★ 14.3K | Compare ↗ |
| #1,099 | Vendicated/Vencord | TypeScript | ★ 14.3K | Compare ↗ |
Frequently Asked Questions
What does GenericAgent do? +
Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token consumption
Is GenericAgent actively maintained in 2026? +
Yes, GenericAgent is actively maintained. The latest code push was recorded on Oct 31, 2026 (1 days ago). It holds a calculated Maintenance Health Score of 100/100 (A+ rating) with 14,374 stars and 202 open issues.
What language is GenericAgent written in? +
The primary language is Python. Topics include: ai-agent, automation, autonomous-agent, browser-automation, claude.
How many stars does GenericAgent have? +
GenericAgent has 14,374 stars and 1,665 forks on GitHub.
How does GenericAgent rank among GitHub repositories? +
With 14,374 stars, lsdefine/GenericAgent is ranked #1,094 globally across all repositories tracked on GitHubRepo and #179 among Python projects.
What license is GenericAgent distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
