# NeoVertex1/SuperPrompt

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

Repository: https://github.com/NeoVertex1/SuperPrompt
Canonical: https://ross.abutalabs.com/products/superprompt
License Family: other
Topics: ai, ml, prompt-engineering, prompts, prompts-template
Last push: 2026-04-26T23:57:34+00:00

## Health v2 (maintenance only)
Score: 58/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 79, release rhythm 35, longevity 52
- inputs: {"age_days": 732, "days_push": 129, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: no_releases, no_license
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 6427, forks 573 (observed 2026-08-28T04:09:43.352625+00:00)

## What it is
SuperPrompt is an open-source engineered prompt designed to make LLMs (primarily Claude) reason more deeply and explore novel perspectives using XML-structured 'holographic metadata' and thinking tags. It is a single prompt artifact with documentation, not software.

## Use cases
- get novel perspectives from an llm
- improve claude reasoning with custom instructions
- learn advanced prompt engineering techniques
- make an llm think outside the box
- structure prompts with xml tags for agents
- study how prompts shape ai agent behavior

## When to choose
- you want a ready-made prompt to push Claude or other LLMs toward deeper, more creative reasoning
- you are studying experimental prompt engineering patterns like XML metadata and tree-of-thought guidance

## When to avoid
- you need production software, a library, or an API rather than a text prompt
- you require guaranteed factual accuracy - the author warns outputs may include hallucinations
- you need a project with a license or stable maintenance

## Facets
- artifact type: learning-resource
- maturity: experimental
- function: prompt-engineering, agent-framework
- domain: artificial-intelligence, large-language-models, tutorials
- platform: cross-platform
- tags: prompts, prompt-templates, claude, xml-prompting, tree-of-thought, llm-agents, ai-agents

## Member repositories
- NeoVertex1/SuperPrompt (main) score 58

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:09:43.352625+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-29T17:44:53.220377+00:00, confidence not recorded.
  - readme: https://github.com/NeoVertex1/SuperPrompt (fetched 2026-08-28T04:09:43.352625+00:00, sha 61fdfe9749a2)
- Data as of 2026-08-30T08:39:29.467469+00:00.