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AI Developer Tool · Python

snap-cite-livive-net

A grounding report generator for Roblox/Luau under agentic authorship. Pins a frozen API snapshot and issues reproducible citations against a versioned touchstone, marking code green, yellow, or red — valid, caution, or stopped — before it merges. Claims only about the snapshot it carries.

What it is

Snap Cite is a tool for generating offline, verifiable grounding reports that assert the explicit presence of specific API members in a given snapshot. It provides a CLI, validation, and reporting functionality to support evidence-based claims about API definitions.

Scored from the code at its last scan, 23 Oct 2026. How merit is scored

Where it counts

  • NLP & LLMs80%
  • MLOps30%
  • Machine Learning10%

How much of the project is about each field, as scoring counts it. It ranks in the field it is most about.

Around it on the NLP & LLMs board

Whole board
  1. 22, shared rankatlas-builder-review-and-upgradesAI Developer Tool · Python58.4/100AdvancedRick
  2. 24atlas-inferenceOther AI Project · Python58.1/100ImplementationRick
  3. 25snap-cite-livive-netAI Developer Tool · Python57.4/100ImplementationJarad Peckenpaugh
  4. 26orionOther AI Project · TypeScript57.0/100ImplementationNepherius
  5. 27ollama-webui-personalML Application · Svelte56.4/100ImplementationPetr Sovadina

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