MrTsepa/autoevolve
Open sourcePricing
Open SourcePricing not publicly listed.
Use cases
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 User configures the agent with required parameters
- 2 Agent receives input data or trigger
- 3 Agent processes the request using its core logic
- 4 Agent interacts with external services if needed
- 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
Alternatives
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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