Plugin

thl-open

Name: thl-open
Author: techhorizonlabs

Run comprehensive GEO (Generative Engine Optimization) audits to assess and improve a website's visibility in AI search platforms like ChatGPT, Perplexity, and Gemini. Generates client-ready reports, brand mention analysis, llms.txt validation, schema markup auditing, and AI crawler access checks.

What's Inside

Skills16

agent-readiness-scan

/agent-readiness-scan

Use when a client audit, GEO/AI-visibility snapshot, or remediation re-scan needs the Cloudflare agent-readiness score from isitagentready.com — e.g. Theo client audits, "is the site agent-ready", markdown negotiation / MCP / llms.txt / Content-Signal checks, or tracking score deltas after Tier 0/1 fixes.

geo-audit

/geo-audit

Full website GEO+SEO audit with parallel subagent delegation. Orchestrates a comprehensive Generative Engine Optimization audit across AI citability, platform analysis, technical infrastructure, content quality, and schema markup. Produces a composite GEO Score (0-100) with prioritized action plan.

geo-brand-mentions

/geo-brand-mentions

Brand mention and authority scanner for AI visibility. Analyzes brand presence across platforms that AI models rely on for entity recognition and citation decisions. Produces a Brand Authority Score (0-100) with platform-specific recommendations.

geo-citability

/geo-citability

AI citability scoring and optimization. Analyzes web page content to determine how likely AI systems (ChatGPT, Claude, Perplexity, Gemini) are to cite or quote passages from the page. Provides a citability score (0-100) with specific rewrite suggestions.

geo-compare

/geo-compare

Monthly delta tracking and progress reporting for GEO clients. Compares two GEO audits (baseline vs. current), calculates score improvements across all categories, tracks action item completion, and generates a "here's your progress" client report. Use when user says "compare", "delta", "monthly report", "progress", "confronta", "progressi", "report mensile", or when running a monthly client check-in.

Stats

Version0.1.0

LanguagePython

Stars13

Forks2

MaintenanceExcellent

LicenseMIT

Last CommitJul 23, 2026

AddedJul 17, 2026

Actions

View on GitHub View README Plugin Marketplace JSON

Available In

thl-open13

Tags

THL Open

AI-visibility engineering, the open way

The open layer of how Tech Horizon Labs runs GEO / AI-visibility audits — a Claude Code skill suite, two original tools, and the method that ties them together.

_{The live measurement: it asks all seven answer engines — ChatGPT · Claude · Gemini · Perplexity · Grok · DeepSeek · Google AI — whether they actually name you, and who they name instead. Up to 228 live answers per full measure, every one recorded verbatim, 2,100+ businesses on the public index. This repo is the readiness diagnosis behind that score.}

A client-ready audit — composite score, evidence-backed findings, ranked fixes — produced by audit-report-kit in this repo. (Sample data is fictional.)

⚡ Measure visibility

areyoufoundbyai.com

Enter your URL → the live check of whether all seven answer engines (ChatGPT, Claude, Gemini, Perplexity, Grok, DeepSeek and Google's AI actually name you, in ~60 seconds. Free, hosted, nothing to install. The outcome.

🛠 Diagnose readiness

this repo

Run the full six-dimension readiness audit in Claude Code — why you're visible or not, all the evidence, none of the black box. The inputs you control.

🤝 Done for you

Tech Horizon Labs

We deploy it on your stack, with the calibration data and client playbooks that stay proprietary.

flowchart TB A["1 · Dimensional audit — geo-audit<br/>six GEO dimensions → a 0–100 composite + action plan"] B["2 · External benchmark ★ — agent-readiness-scan<br/>Cloudflare's 0–100, tracked as a delta across re-audits"] C["3 · Deliverable ★ — audit-report-kit<br/>a branded PDF + compile-checked JSON-LD to paste"] A --> B --> C A -.-> C classDef thl fill:#6993ff,stroke:#1a1a2e,color:#ffffff; class B,C thl;

Component

What it does

skills/agent-readiness-scan

Turns Cloudflare's public isitagentready.com check into audit-grade artifacts — a fixed-schema CSV, the 0–100 score, and the evidence behind it. The independent benchmark the dimensional audit can't give itself.

tools/audit-report-kit

Turns an audit's JSON into a polished, branded client PDF (react-pdf) plus compile-checked JSON-LD (schema-dts) — the schema the audit recommends, ready to paste. (That's the report pictured above.)

docs/THL-GEO-METHOD.md

The orchestration + scoring discipline above.

THL Open

AI-visibility engineering, the open way

The open layer of how Tech Horizon Labs runs GEO / AI-visibility audits — a Claude Code skill suite, two original tools, and the method that ties them together.

⚡ Are you found by AI? — run the free 60-second scan →

A client-ready AI-visibility audit — composite score, evidence-backed findings, and a ranked fix sequence — generated by the audit-report-kit in this repo

A client-ready audit — composite score, evidence-backed findings, ranked fixes — produced by audit-report-kit in this repo. (Sample data is fictional.)

Search is splitting in two. A growing share of your future customers will never click a blue link — they'll get an answer straight from ChatGPT, Claude, Perplexity, or Google's AI Overview. GEO — Generative Engine Optimization — is how you stay inside that answer. This repo is how we measure it, engineer it, and prove the movement.

We're an Australian AI-visibility agency. This is the open layer of our practice: the method we actually use on client work, the tools we built ourselves, and our improvements to the open-source GEO suite we build on. The calibration data, client playbooks, and full engagement pack stay proprietary — but the method and the utilities are here, for free.

Three ways to get found by AI

Same method, three depths — start wherever you are:


⚡ Measure visibility	areyoufoundbyai.com	Enter your URL → the live check of whether all seven answer engines (ChatGPT, Claude, Gemini, Perplexity, Grok, DeepSeek and Google's AI actually name you, in ~60 seconds. Free, hosted, nothing to install. The outcome.
🛠 Diagnose readiness	this repo	Run the full six-dimension readiness audit in Claude Code — why you're visible or not, all the evidence, none of the black box. The inputs you control.
🤝 Done for you	Tech Horizon Labs	We deploy it on your stack, with the calibration data and client playbooks that stay proprietary.

The method (start here)

Everything in this repo is organised around one opinionated workflow — the THL GEO Method. Three layers, each answering a different question:

flowchart TB
    A["1 · Dimensional audit — geo-audit<br/>six GEO dimensions → a 0–100 composite + action plan"]
    B["2 · External benchmark ★ — agent-readiness-scan<br/>Cloudflare's 0–100, tracked as a delta across re-audits"]
    C["3 · Deliverable ★ — audit-report-kit<br/>a branded PDF + compile-checked JSON-LD to paste"]
    A --> B --> C
    A -.-> C
    classDef thl fill:#6993ff,stroke:#1a1a2e,color:#ffffff;
    class B,C thl;

_{★ = built by THL, end to end}

The discipline that makes it repeatable: every score traces to evidence, the composite is a fixed formula, and you verify the artifacts — not that "a run happened." Full write-up in docs/THL-GEO-METHOD.md; the run-time QA lives in the audit checklist.

What's inside

★ Built by THL, end to end

Component	What it does
`skills/agent-readiness-scan`	Turns Cloudflare's public `isitagentready.com` check into audit-grade artifacts — a fixed-schema CSV, the 0–100 score, and the evidence behind it. The independent benchmark the dimensional audit can't give itself.
`tools/audit-report-kit`	Turns an audit's JSON into a polished, branded client PDF (`react-pdf`) plus compile-checked JSON-LD (`schema-dts`) — the schema the audit recommends, ready to paste. (That's the report pictured above.)
`docs/THL-GEO-METHOD.md`	The orchestration + scoring discipline above.

thl-open

What's Inside

thl-open

Popularity

What's Inside

Confidence

README

THL Open

AI-visibility engineering, the open way

⚡ Are you found by AI? — run the free 60-second scan →

Three ways to get found by AI

The method (start here)

What's inside

★ Built by THL, end to end

Similar Plugins

akii-seo-ai-search-optimizer

ultimate-seo-geo

claude-rank

gemini-seo

Crawlie

seo-aeo-pro

THL Open

AI-visibility engineering, the open way

⚡ Are you found by AI? — run the free 60-second scan →

Three ways to get found by AI

The method (start here)

What's inside

★ Built by THL, end to end

Popularity

Health & Quality

Similar Plugins

akii-seo-ai-search-optimizer

ultimate-seo-geo

claude-rank

gemini-seo

Crawlie

seo-aeo-pro