SuperPrompt and prompt

These are complements: SuperPrompt provides a framework for engineering and testing prompts to understand AI behavior, while the prompt project appears to be a curated library of domain-specific prompts that could be validated and improved using SuperPrompt's calibration methodology.

SuperPrompt

Emerging

prompt

Experimental

Maintenance 2/25

Adoption 10/25

Maturity 8/25

Community 20/25

Maintenance 13/25

Adoption 3/25

Maturity 9/25

Community 0/25

Stars: 6,386

Forks: 580

Downloads: —

Commits (30d): 0

Language: —

License: —

Stars: 4

Forks: —

Downloads: —

Commits (30d): 0

Language: —

License: MIT

No License Stale 6m No Package No Dependents

No Package No Dependents

About SuperPrompt

NeoVertex1/SuperPrompt

SuperPrompt is an attempt to engineer prompts that might help us understand AI agents.

# Technical Summary Leverages self-adaptive XML-based metadata structures and symbolic notation (mathematical operators, binary encoding) to guide LLM reasoning through deeper conceptual exploration, with the core `` tag functioning as a dynamic instruction layer that reconfigures itself based on task context. Designed primarily for Claude but compatible with other LLMs, SuperPrompt encodes logical constraints, recursion patterns, and abstract reasoning frameworks that push models toward novel synthesis rather than standard responses. The architecture combines tree-of-thought prompting with metamorphic instruction sets that adapt their own parameters—enabling the model to autonomously optimize its reasoning approach without human intervention.

About prompt

YangXiaoguang/prompt

Building a high-quality prompt universe for analysis, creativity, research, business, and AI agents.

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