Skills DirectorySkills Directory
SkillsLearnSecurityCategoriesDocsCommunityBlog
Sign InSubmit Skill
Skills Directory

Security-tested agent skills for Claude, coding agents, and AI workflows.

Directory

  • Browse Skills
  • All Skills A–Z
  • Claude Skills
  • Claude Code Skills
  • Agent Skills
  • Categories
  • Submit a Skill

Learn

  • Learn Hub
  • Install Claude Skills
  • Write SKILL.md
  • Skills vs MCP
  • Directories Compared

Security

  • Security
  • Methodology
  • Secure Claude Skills
  • Security Badges

Company

  • About
  • Community
  • Blog
  • API Docs
  • Advertise

2026 Skills Directory. All rights reserved.

Back to skills

Hypothesis Formation Novelty Scoring

ASecurity

'SOP: Assess the novelty potential of a research gap, identify differentiation

417 stars
0 votes
0 copies
2 views
Added 9/5/2026
researchgo

Security Analysis

A100/100

Scanned 9/5/2026

Install to Claude Code

$npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill hypothesis-formation-novelty-scoring --agent claude-code

Installs into .claude/skills of the current project.

Are you the author of Hypothesis Formation Novelty Scoring?

Add the live security badge to your README — it updates automatically with every re-scan.

Security grade badge for Hypothesis Formation Novelty Scoring
[![Security: A — Skills Directory](https://www.skillsdirectory.com/api/skills/yogsoth-ai-hypothesis-formation-novelty-scoring/badge)](https://www.skillsdirectory.com/skills/yogsoth-ai-hypothesis-formation-novelty-scoring)

More formats (shields.io, HTML) on the badges page.

Download Zip
Files
SKILL.md
---
name: hypothesis-formation-novelty-scoring
description: 'SOP: Assess the novelty potential of a research gap, identify differentiation
  directions, and output a score'
version: 1.0.0
category: hypothesis-formation
type: sop
campaign: gap-prioritization
input: GapRecord — a single standardized gap record
output: NoveltyScore — includes dimension scores, composite score (1-5), list of differentiation
  directions, and rationale
dependencies:
  sops:
  - hypothesis-formation-paper-research
  - hypothesis-formation-paper-search
  - hypothesis-formation-web-research
  - hypothesis-formation-web-search
---

# Novelty Scoring

Assess the novelty potential of a research gap, identify differentiation directions, and output a score.

## HARD-GATE

<HARD-GATE>
- Input must be a GapRecord with status: "complete"
- The output composite score must be within the interval [1, 5]
- The differentiation_directions list must not be empty (at least 1 entry)
- Each sub-dimension must be accompanied by at least 1 sentence of textual rationale
</HARD-GATE>

## Pipeline

1. **Precondition check**: Verify the completeness of the input GapRecord; extract keywords for literature scanning
2. **Existing-work scan**: Use literature-engine and web-browsing to retrieve recent work (past 3 years) directly related to the gap; record existing solutions and partial solutions
3. **Differentiation-space identification**: Compare existing work against the gap's full requirements to identify angles not yet covered (methods, data, problem setup, evaluation dimensions, etc.)
4. **Innovation-potential assessment**: Judge the likelihood of producing a genuinely novel contribution within the differentiation space (1-5); consider: size of the white space, competition density
5. **Frontier assessment**: Judge whether the gap is at the frontier of the field rather than already well-studied (1-5)
6. **Composite scoring**: Equal-weight average of the two dimensions, keeping one decimal place; list specific differentiation directions
7. **Output**: Return the NoveltyScore object

## Output Format

```json
{
  "gap_id": "gap_001",
  "existing_work_summary": "Brief summary of existing work (2-3 sentences)",
  "dimension_scores": {
    "innovation_potential": { "score": 4, "rationale": "..." },
    "frontier_position": { "score": 4, "rationale": "..." }
  },
  "composite_score": 4.0,
  "differentiation_directions": [
    "Direction 1: ...",
    "Direction 2: ..."
  ],
  "overall_rationale": "Overall basis (2-4 sentences)"
}
```

<!-- BEGIN available-tables (generated) -->

## Available SOPs

Optional, no fixed order; the final leaf is always a sop.

| SOP | When to use |
| --- | --- |
| hypothesis-formation-paper-research | Import SOP: Deep literature research, raw full text + PDF Q&A (from literature-engine) |
| hypothesis-formation-paper-search | Import SOP: Medium-depth literature search, AI summary report (from literature-engine) |
| hypothesis-formation-web-research | Import SOP: deep web research, full-text fetching and analysis (from web-browsing) |
| hypothesis-formation-web-search | Import SOP: quick web scan, discover URLs and snippets (from web-browsing) |

<!-- END available-tables (generated) -->

Attribution

yogsoth-aiyogsoth-ai
View sourceMore from yogsoth-ai →
SSkills DirectorySkills Directory

Your tool, in front of Claude Code builders.

3 founder slots · $299/mo · GSC-verified traffic · sponsors can never buy grades.

See placements

Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.

Comments (0)

No comments yet. Be the first to comment!

SSkills DirectorySkills Directory

Your tool, in front of Claude Code builders.

3 founder slots · $299/mo · GSC-verified traffic · sponsors can never buy grades.

See placements

Related Skills

Competitor Analysis

This skill provides comprehensive analysis of competitor SEO and GEO strategies, revealing what's working in your market and identifying opportunities to outperform the competition.

1823 votes

Deep Research

Universal deep research agent team. 13-agent pipeline for rigorous academic research on any topic. 7 modes: full research, quick brief, paper review, lit-review, fact-check, Socratic guided research dialogue, and systematic review with optional meta-analysis. Covers research question formulation, Socratic mentoring, methodology design, systematic literature search, source verification, cross-source synthesis, risk of bias assessment, meta-analysis, APA 7.0 report compilation, editorial review...

452202 votes

Paperclip Distill

Use when an operation issue is a Paperclip cursor-window, distill, or backfill — `operationType: "distill"` or `"backfill"` and the body references a Paperclip source bundle for a project or root issue. Turn raw Paperclip activity into a wiki-insightful project page, decisions log, and history note. This skill exists specifically to replace the stiff, datestamp-heavy templated output that the deterministic distiller produces.

798221 votes

Academic Pipeline

Orchestrator for the full academic research pipeline: research -> write -> integrity check -> review -> revise -> re-review -> re-revise -> final integrity check -> finalize. Coordinates deep-research, academic-paper, and academic-paper-reviewer into a seamless 10-stage workflow with mandatory integrity verification, two-stage peer review, and reproducible quality gates. Triggers on: academic pipeline, research to paper, full paper workflow, paper pipeline, end-to-end paper, research-to-publi...

452201 votes

Exa Search

Semantic search, similar content discovery, and structured research using Exa API

304951 votes
View all in research →