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Novelty Matrix

Community
WILLOSCAR
novelty-matrix

Use when `paper-review` needs overlap/delta positioning against provided related work.

Overview

PublisherWILLOSCAR
Repositoryresearch-units-pipeline-skills
Skill namenovelty-matrix
Stars
513
Forks
39
Bundled files
1
Links
Skill sourceRepository
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 1 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by WILLOSCAR on GitHub. Read the source before you install it.

Installation

Install the Novelty Matrix AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/novelty-matrix
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git /tmp/research-units-pipeline-skills
mkdir -p .claude/skills
cp -r /tmp/research-units-pipeline-skills/.codex/skills/novelty-matrix .claude/skills/novelty-matrix
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Novelty Matrix in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Novelty Matrix on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Novelty Matrix is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Novelty Matrix

Triggers & routing

  • Trigger: novelty matrix, prior-work matrix, overlap/delta, 相关工作对比, 新颖性矩阵.
  • Use when: paper-review 中评估 novelty/positioning，需要把贡献与相关工作逐项对齐并写出差异点证据。

Transforms a claim ledger plus related-work surface into a novelty positioning table for paper-review.

Input

Required:

  • output/CLAIMS.md

Optional:

  • manuscript reference list
  • user-provided related work list

Output

  • output/NOVELTY_MATRIX.md
  • output/NOVELTY_MATRIX.tsv (review-novelty-row.v1)

Contract

Each matrix row must expose:

  • claim
  • closest related work
  • overlap
  • delta
  • evidence note

Script boundary

scripts/run.py should:

  • extract candidate related works from available sources
  • generate stable overlap/delta rows
  • write a table-shaped artifact

Keep matching heuristics and markdown rendering in shared tooling.

Acceptance

  • output exists
  • includes at least one row per claim
  • includes at least three unique related works across the matrix
  • if fewer than three related works are available, preserve that limitation in the artifact and block Completion so the user can provide a reference surface
  • TSV rows preserve claim_id, overlap, delta, and evidence as separate fields

Non-goals

  • final novelty judgment prose
  • retrieval of a new literature corpus

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Novelty Matrix AI skill do?

Use when `paper-review` needs overlap/delta positioning against provided related work.

Why use Novelty Matrix on TypingMind?

Because you install it once and use it with any model. Novelty Matrix is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Novelty Matrix in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/novelty-matrix. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Novelty Matrix?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Novelty Matrix?

As many as you like. As long as a model supports skills, you can use Novelty Matrix with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Novelty Matrix AI skill free?

It is published on GitHub by WILLOSCAR. Check the repository for licensing terms. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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