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MrTsepa/autoevolve

Open source
General-Purpose Descendants Updated Sep 16, 2026
Compared with 21 other General-Purpose Descendants agents Open source Self-hostable Updated Sep 2026
Open Source Updated Sep 2026 Self-hostable

Pricing

Open Source

Pricing not publicly listed.

Use cases

Automated refinement of algorithmic trading strategies Optimizing game-playing AI through self-play Evolving code solutions for competitive programming Benchmarking and improving heuristic-based systems

Pros & cons

Pros

  • Open-source and self-hostable for full control
  • Uses competitive evaluation to guide optimization
  • Integrates with Claude Code for AI-assisted development

Cons

  • Requires technical expertise to deploy and configure
  • Performance dependent on quality of initial strategies
  • Limited documentation or community support

Overview

MrTsepa/autoevolve is an AI agent designed for automated code evolution through self-play, where it mutates code strategies, evaluates them head-to-head, and rates performance using Elo or Bradley-Terry models. It branches from the Pareto front to optimize strategies and reads match traces to guide targeted mutations. It functions as a Claude Code skill for AI-assisted development.

Problem it solves

It automates the iterative improvement of code strategies by simulating competition and selecting high-performing variants, reducing manual trial-and-error in optimization tasks.

Target audience: Developers and teams working with general-purpose descendants automation.

Inputs

  • User configuration
  • API credentials (if required)
  • Task parameters

Outputs

  • Automated task results
  • Status reports
  • Generated content or actions

Example workflow

  1. 1 User configures the agent with required parameters
  2. 2 Agent receives input data or trigger
  3. 3 Agent processes the request using its core logic
  4. 4 Agent interacts with external services if needed
  5. 5 Results are returned to the user

Sample system prompt


              You are MrTsepa/autoevolve, an AI assistant. Help the user accomplish their task efficiently.

            

Tools & technologies

LLM APIs Python

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FAQs

What is MrTsepa/autoevolve?
MrTsepa/autoevolve is an AI agent designed for automated code evolution through self-play, where it mutates code strategies, evaluates them head-to-head, and rates performance using Elo or Bradley-Terry models. It branches from the Pareto front to optimize strategies and reads match traces to guide targeted mutations. It functions as a Claude Code skill for AI-assisted development.
How much does MrTsepa/autoevolve cost?
MrTsepa/autoevolve's pricing model is Open Source. Pricing not publicly listed.
What is MrTsepa/autoevolve used for?
MrTsepa/autoevolve is used for: Automated refinement of algorithmic trading strategies; Optimizing game-playing AI through self-play; Evolving code solutions for competitive programming; Benchmarking and improving heuristic-based systems.
What are the best alternatives to MrTsepa/autoevolve?
MrTsepa/autoevolve is a General-Purpose Descendants AI agent. Compare it with the best alternatives — ranked by features, pricing, and use case — on our MrTsepa/autoevolve alternatives page.
Is MrTsepa/autoevolve open source?
Yes, MrTsepa/autoevolve is open source.
Can MrTsepa/autoevolve be self-hosted?
Yes, MrTsepa/autoevolve can be self-hosted.
What skill level is required to use MrTsepa/autoevolve?
MrTsepa/autoevolve is designed for intermediate users.

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MrTsepa/autoevolve