Ross ROSS = Recommend OSS · open-source software intelligence for agents

NeoVertex1/SuperPrompt resource

SuperPrompt is an attempt to engineer prompts that might help us understand AI agents. observed · 2026-08-28

github.com/NeoVertex1/SuperPrompt observed · 2026-08-28

Health v2 · maintenance only

58/100

  • Activity 79
  • Release rhythm 35
  • Longevity 52

Flags: no_releases no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 732
  • days_rel: n/a
  • days_push: 129
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

6427 stars · 573 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

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

learning-resource · maturity experimental

prompt-engineering agent-framework artificial-intelligence large-language-models tutorials cross-platform prompts prompt-templates claude xml-prompting tree-of-thought llm-agents ai-agents

1 source

Member repositories

RepositoryRoleHealth v2
NeoVertex1/SuperPromptmain58

For agents

markdown · JSON · MCP: product_card(name="NeoVertex1/SuperPrompt")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem