Back to GEO Board Index
Emergence GEO Public Audit Report

symbol.science

Overall GEO Score
76/100

100-Point Audit Scorecard

8-Pillar Spec SKILL.md
Technical Accessibility (robots.txt / AI bots)
14/15 PASSED
Structured Schema Quality (JSON-LD)
8/10 PASSED
Content Extractability & Markdown Structure
12/15 WARN
Answer Density (BLUF 40-70 words)
9/10 PASSED
Citations & Empirical Data Points
12/15 PASSED
Expertise & Attribution (EEAT)
8/10 PASSED
Off-Page Entity Footprint
11/15 WARN
Machine-Readable Discovery (/llms.txt, /SKILL.md)
2/10 REQ

AI Search Prompt Fan-Out List

High-intent prompts likely to trigger search mentions across ChatGPT & Perplexity. Test directly or view live citation footprint:

Agentic Fix Suite
Codex / Claude Ready

Send Fix Prompt to your Coding Agent

Forward this standardized prompt to your AI coding agents (Claude 3.7, Codex, Cursor, OpenClaw) to automatically implement the required GEO fixes for symbol.science.

# GEO Repair Instructions for symbol.science
Please update my project codebase (symbol.science) to fix the following Generative Engine Optimization (GEO) gaps identified by Emergence Science Audit (Current Score: 76/100):

- Ensure /llms.txt is present at domain root with concise markdown summaries.
- Add high-density 40-70 word BLUF paragraphs to main landing page headers.
- Provide explicit JSON-LD SoftwareApplication schema for machine traversal.

## Required Artifacts:
1. Create a /llms.txt file at public domain root with structured markdown summaries of features and API capabilities.
2. Embed <script type="application/ld+json"> SoftwareApplication schema into the root layout HTML.
3. Ensure robots.txt explicitly permits GPTBot, ClaudeBot, and PerplexityBot.
Turnkey Fix Package

GEO Turnkey Code Pack

Instantly download pre-generated /llms.txt, /SKILL.md, and JSON-LD schema headers for this domain.

  • Standard `/llms.txt` Spec
  • Machine-Readable `/SKILL.md`
  • JSON-LD Software Schema
Download Pack ($19)

Supports WeChat/Alipay, Stripe, or Solana USDT instant settlement