flux-verify-paper-plan

Validate JSON research paper plans via schema checks and LLM rubric evaluation.

1|Updated Apr 8, 2026

Search Tags:#quality assurance #research #academic #validation #proposal #paper

Ready to run

npx skills add https://github.com/ExuberantWitness/Flux-Insight --skill flux-verify-paper-plan

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: flux-verify-paper-plan
Source: https://github.com/ExuberantWitness/Flux-Insight/tree/main/skills/flux-verify-paper-plan
Command: npx skills add https://github.com/ExuberantWitness/Flux-Insight --skill flux-verify-paper-plan

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill addresses the inconsistency and lack of rigor in early-stage research planning by providing a standardized, automated verification layer for paper proposals.

Core Features & Use Cases

Structural Integrity Check: Automatically validates that every research plan contains essential components like hypotheses, claims-evidence matrices, and risk analyses.
LLM-Driven Peer Review: Evaluates proposals across five critical academic dimensions including novelty, validity, and narrative coherence.
Use Case: When generating multiple research directions, use this Skill to filter out incomplete or low-impact plans before committing resources to full-scale experimentation.

Quick Start

Use the flux-verify-paper-plan skill to validate all research proposals located in the current workspace directory against the defined product specifications.

Frequently Asked Questions about flux-verify-paper-plan

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I validate the structural completeness of a research paper plan?▼

Validating the structural completeness of a research paper plan requires automated schema checking to ensure essential components like hypotheses, claims-evidence matrices, and risk analyses are present before resource commitment.

Can I automate peer review for academic proposals across multiple dimensions?▼

Automating peer review for academic proposals is possible using LLM-driven rubric evaluation, which assesses narrative coherence, novelty, and validity across five critical academic dimensions.

What file format is required for validating research paper proposals?▼

Validating research paper proposals requires JSON-formatted plan files organized within structured input directories, alongside predefined product specification parameters to execute the verification pipeline.

Does automated research plan validation check for narrative consistency?▼

Automated research plan validation checks for narrative consistency by applying LLM-based rubric evaluation, ensuring the proposal maintains coherence alongside structural integrity and methodological validity.

When do I need automated quality assurance for research proposals?▼

Automated quality assurance for research proposals is needed when generating multiple research directions, allowing you to filter out incomplete or low-impact plans before committing to full-scale experimentation.