# neovertex1/superprompt

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6,422 stars · 573 forks

## Links

- GitHub: https://github.com/NeoVertex1/SuperPrompt
- awesome-repositories: https://awesome-repositories.com/repository/neovertex1-superprompt.md

## Topics

`ai` `ml` `prompt-engineering` `prompts` `prompts-template`

## Description

SuperPrompt is an AI agent prompting tool and meta-prompting system designed to engineer complex prompts that enable autonomous behaviors and advanced reasoning in large language models. It functions as a framework for creating structured instructions and notations that guide models through multi-step tasks and autonomous workflows.

The system utilizes a structured prompt library featuring XML notations and holographic metadata to force models into deeper thought patterns and novel perspectives. It employs dynamic meta-prompting to automatically rewrite operational constraints and objectives to align a model with the specific requirements of different user requests.

The framework covers a broad range of capabilities including advanced reasoning guidance, LLM agent orchestration, and the application of curated syntactic patterns to guide model reasoning.

## Tags

### Part of an Awesome List

- [AI Prompt Engineering](https://awesome-repositories.com/f/awesome-lists/ai/ai-prompt-engineering.md) — Provides a framework for designing structured instructions and notations to guide complex reasoning and autonomous behaviors.
- [Agent Prompting Tools](https://awesome-repositories.com/f/awesome-lists/ai/prompt-engineering-tools/agent-prompting-tools.md) — Provides a specialized tool for engineering complex prompts that enable autonomous behaviors and advanced reasoning.
- [Cognitive Reasoning Patterns](https://awesome-repositories.com/f/awesome-lists/ai/reasoning-frameworks/cognitive-reasoning-patterns.md) — Applies curated syntactic patterns to force models into deeper thought processes and autonomous behaviors.

### Artificial Intelligence & ML

- [Dynamic Meta-Prompting](https://awesome-repositories.com/f/artificial-intelligence-ml/ai-prompt-configurations/prompt-evaluation-tools/prompt-refinement-utilities/dynamic-meta-prompting.md) — Automatically rewrites core prompt constraints to align the model with specific user request requirements.
- [Automatic Prompt Engineering](https://awesome-repositories.com/f/artificial-intelligence-ml/automatic-prompt-engineering.md) — Automatically rewrites operational constraints and objectives to match user requests. ([source](https://github.com/neovertex1/superprompt#readme))
- [Autonomous Agent Orchestration](https://awesome-repositories.com/f/artificial-intelligence-ml/autonomous-agent-orchestration.md) — Creates operational constraints and objectives that enable agents to execute multi-step autonomous workflows.
- [Constraint-Based Prompting](https://awesome-repositories.com/f/artificial-intelligence-ml/constraint-based-prompting.md) — Implements a system that translates user goals into operational constraints for AI models to follow during execution.
- [Meta-Prompting Systems](https://awesome-repositories.com/f/artificial-intelligence-ml/meta-prompting-systems.md) — Implements a framework for automatically rewriting operational constraints and objectives for AI agents.
- [Dynamic Adaptation](https://awesome-repositories.com/f/artificial-intelligence-ml/prompt-adapters/dynamic-adaptation.md) — Automatically rewrites core system instructions to align general agent objectives with specific user requests.
- [Prompt Engineering](https://awesome-repositories.com/f/artificial-intelligence-ml/prompt-engineering.md) — Applies curated notations and structured patterns to guide advanced reasoning and autonomous agent behaviors. ([source](https://github.com/neovertex1/superprompt#readme))
- [Prompt Engineering Frameworks](https://awesome-repositories.com/f/artificial-intelligence-ml/prompt-engineering-frameworks.md) — Provides a set of structured notations and meta-prompts to guide complex reasoning and agent behaviors.
- [Notation-Based Engineering](https://awesome-repositories.com/f/artificial-intelligence-ml/structured-prompting-tools/prompt-based-schema-enforcement/notation-based-engineering.md) — Employs XML notations and holographic metadata to enforce operational constraints and guide reasoning.
- [Prompt Refinement Utilities](https://awesome-repositories.com/f/artificial-intelligence-ml/ai-prompt-configurations/prompt-evaluation-tools/prompt-refinement-utilities.md) — Provides utilities for iteratively updating complex instructions to optimize cognitive output.
- [Structured Notation Libraries](https://awesome-repositories.com/f/artificial-intelligence-ml/prompt-libraries/structured-notation-libraries.md) — Offers a library of XML notations and holographic metadata used to induce deeper thought patterns in models.

### Data & Databases

- [Hierarchical Tags](https://awesome-repositories.com/f/data-databases/tagging-systems/hierarchical-tags.md) — Uses a nested tagging system to organize prompt components and maintain context.