Get your work done at top GEAR.

Get your work done at top GEAR. is an open-source framework that evaluates and refines artificial intelligence agent capabilities using task feedback.

Get your work done at top GEAR. This open-source framework evaluates and refines your artificial intelligence agent skills, tools, and workflows against real-world tasks. It brings recursive self-improvement to your system using task feedback to continually refine performance for important work. You can bring the artificial intelligence agent you already use. The system inspects failed runs, proposes configuration changes, evaluates candidates, and retains the versions that perform better. Results from public tasks and benchmarks show increased pass rates and lower costs compared to general-purpose setups.

Get your work done at top GEAR. at a glance

Best for: Software engineer
Pricing: Free
Released: October 2026
Category: AI agent tool
Website: yehuitang0316.github.io

Key features

Evaluates artificial intelligence agent skills and tools
Refines workflows against real-world tasks
Uses recursive self-improvement based on feedback
Inspects failed execution runs
Proposes system configuration changes
Evaluates candidate versions
Retains better performing versions

Use it for

Refining artificial intelligence agent skills
Optimizing agent workflows for real tasks
Running marketing and benchmark evaluations
Reducing execution costs

Alternatives to Get your work done at top GEAR.

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OmniAgent — It evolves skills in real-time and dynamically hardens security during task execution.
Kungfu — Maintains work state and context when switching between different AI agents.
Skill-Up — Measures behavior across cases and compares runs with and without skills.
Rakazo — Complete ownership of data, models, and execution environment.
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Overmind — Fine-tunes open models on your production traces and lets you own the model weights.
MS-Agent — It supports multimodal inputs, autonomous scheduling, and modular tool integration.
OpenBot — Runs entirely on your own infrastructure with strict document permissions and custom.
Agent Squad — Runs multi-agent orchestration in Python, TypeScript, and locally on Apple devices.
Beeuni — Agents retain context and improve skills over time through a controlled review process.

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