geo-platform-optimizer

Name: geo-platform-optimizer
Author: zubair-trabzada

9.1kstars1.4kforks

How to install geo-platform-optimizer?

zubair-trabzada/geo-seo-claude/geo-platform-optimizer

$npx -y skills add zubair-trabzada/geo-seo-claude --skill geo-platform-optimizer

Installs into the current project.

Summary

Platform-specific AI search optimization — audit and optimize for Google AI Overviews, ChatGPT, Perplexity, Gemini, and Bing Copilot individually

Files · 1

View on GitHub

SKILL.md

1	# GEO Platform Optimizer
2
3	## Core Insight
4
5	Only 11% of domains are cited by BOTH ChatGPT and Google AI Overviews for the same query. Each AI search platform uses different indexes, ranking logic, and source preferences. A page optimized for Google AI Overviews may be invisible to ChatGPT, and vice versa. Platform-specific optimization is not optional — it is the foundation of any serious GEO strategy.
6
7	## How to Use This Skill
8
9	1. Collect the target URL and the site's primary topic/industry
10	2. Run each platform checklist below against the site
11	3. Score each platform on the 0-100 rubric
12	4. Generate GEO-PLATFORM-OPTIMIZATION.md with per-platform scores, gaps, and action items
13
14	---
15
16	## Platform 1: Google AI Overviews (AIO)
17
18	### How AIO Selects Sources
19	- 92% of AIO citations come from pages already ranking in the top 10 organic results — traditional SEO is the gateway
20	- However, 47% of citations come from pages ranking below position 5 — AIO has its own selection logic favoring clarity and directness over raw rank
21	- AIO strongly favors pages with clean structure, direct answers, and scannable formatting
22	- Featured snippet optimization has ~70% overlap with AIO optimization
23	- AIO prefers concise, factual, unambiguous answers — hedging and filler reduce citation probability
24
25	### Optimization Checklist
26
27	1. Question-Based Headings: Use H2/H3 headings phrased as questions matching real user queries. Check Google's "People Also Ask" for the target topic and mirror those exact phrasings.
28	2. Direct Answer in First Paragraph: After each question heading, provide a clear 1-2 sentence answer immediately. Then expand with supporting detail. The first sentence should be a standalone citation candidate.
29	3. Tables and Structured Comparisons: AIO heavily cites tables. Convert any comparison, pricing, specification, or feature data into HTML tables. Use clear column headers.
30	4. Ordered and Unordered Lists: Step-by-step processes should use ordered lists. Feature lists should use unordered lists. AIO extracts these directly.
31	5. FAQ Sections: Add a dedicated FAQ section with 5-10 real questions. Use proper H3 headings for each question. While FAQPage schema rich results are restricted to govt/health sites since Aug 2023, the content pattern still helps AIO extraction.
32	6. Definitions and Glossary Boxes: For any industry-specific term, provide a clear definition. Format: "[Term] is [concise definition]." AIO frequently cites definitions.
33	7. Statistics with Sources: Include specific numbers with attribution. "According to [Source], [statistic]." AIO prefers citeable, specific claims over vague assertions.
34	8. Publication Date: Include a visible publication date and last-updated date. AIO deprioritizes undated content for time-sensitive queries.
35	9. Author Byline: Display author name with credentials. Link to an author page with bio, credentials, and sameAs links.
36	10. Page Depth: Keep target pages within 3 clicks of homepage. AIO rarely cites deep, orphaned content.
37
38	### Scoring Rubric (0-100)
39
40	\| Criterion \| Points \| How to Score \|
41	\|---\|---\|---\|
42	\| Ranks in top 10 for target queries \| 20 \| 20 if yes, 10 if top 20, 0 if beyond \|
43	\| Question-based headings present \| 10 \| 2 points per question heading, max 10 \|
44	\| Direct answers after headings \| 15 \| 3 points per direct answer, max 15 \|
45	\| Tables present for comparison data \| 10 \| 10 if tables used appropriately, 5 if partial, 0 if absent \|
46	\| Lists for processes/features \| 10 \| 10 if present, 5 if partial \|
47	\| FAQ section with 5+ questions \| 10 \| 10 if 5+, 5 if 1-4, 0 if none \|
48	\| Statistics with citations \| 10 \| 2 points per cited stat, max 10 \|
49	\| Publication/updated date visible \| 5 \| 5 if both dates, 3 if one, 0 if none \|
50	\| Author byline with credentials \| 5 \| 5 if full byline, 3 if name only, 0 if none \|
51	\| Clean URL + heading hierarchy \| 5 \| 5 if H1>H2>H3 clean, 3 if minor issues, 0 if broken \|
52
53	---
54
55	## Platform 2: ChatGPT Web Search
56
57	### How ChatGPT Selects Sources
58	- Uses Bing's search index as its foundation (not Google)
59	- Top citation sources by domain share: Wikipedia (47.9%), Reddit (11.3%), YouTube, major news outlets
60	- ChatGPT heavily weights entity recognition — if your brand exists as a structured entity (Wikipedia, Wikidata, Crunchbase), it is far more likely to be cited
61	- Prefers authoritative, well-established sources over new or niche sites
62	- Longer, more comprehensive articles get cited more often than short pieces
63	- ChatGPT tends to cite the most canonical source for a claim rather than the original
64
65	### Optimization Checklist
66
67	1.

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geo-platform-optimizer

9.1kstars1.4kforks

View on GitHub

How to install geo-platform-optimizer?

zubair-trabzada/geo-seo-claude/geo-platform-optimizer

$npx -y skills add zubair-trabzada/geo-seo-claude --skill geo-platform-optimizer

Installs into the current project.

Summary

Platform-specific AI search optimization — audit and optimize for Google AI Overviews, ChatGPT, Perplexity, Gemini, and Bing Copilot individually

Files · 1

View on GitHub

SKILL.md

1	# GEO Platform Optimizer
2
3	## Core Insight
4
5	Only 11% of domains are cited by BOTH ChatGPT and Google AI Overviews for the same query. Each AI search platform uses different indexes, ranking logic, and source preferences. A page optimized for Google AI Overviews may be invisible to ChatGPT, and vice versa. Platform-specific optimization is not optional — it is the foundation of any serious GEO strategy.
6
7	## How to Use This Skill
8
9	1. Collect the target URL and the site's primary topic/industry
10	2. Run each platform checklist below against the site
11	3. Score each platform on the 0-100 rubric
12	4. Generate GEO-PLATFORM-OPTIMIZATION.md with per-platform scores, gaps, and action items
13
14	---
15
16	## Platform 1: Google AI Overviews (AIO)
17
18	### How AIO Selects Sources
19	- 92% of AIO citations come from pages already ranking in the top 10 organic results — traditional SEO is the gateway
20	- However, 47% of citations come from pages ranking below position 5 — AIO has its own selection logic favoring clarity and directness over raw rank
21	- AIO strongly favors pages with clean structure, direct answers, and scannable formatting
22	- Featured snippet optimization has ~70% overlap with AIO optimization
23	- AIO prefers concise, factual, unambiguous answers — hedging and filler reduce citation probability
24
25	### Optimization Checklist
26
27	1. Question-Based Headings: Use H2/H3 headings phrased as questions matching real user queries. Check Google's "People Also Ask" for the target topic and mirror those exact phrasings.
28	2. Direct Answer in First Paragraph: After each question heading, provide a clear 1-2 sentence answer immediately. Then expand with supporting detail. The first sentence should be a standalone citation candidate.
29	3. Tables and Structured Comparisons: AIO heavily cites tables. Convert any comparison, pricing, specification, or feature data into HTML tables. Use clear column headers.
30	4. Ordered and Unordered Lists: Step-by-step processes should use ordered lists. Feature lists should use unordered lists. AIO extracts these directly.
31	5. FAQ Sections: Add a dedicated FAQ section with 5-10 real questions. Use proper H3 headings for each question. While FAQPage schema rich results are restricted to govt/health sites since Aug 2023, the content pattern still helps AIO extraction.
32	6. Definitions and Glossary Boxes: For any industry-specific term, provide a clear definition. Format: "[Term] is [concise definition]." AIO frequently cites definitions.
33	7. Statistics with Sources: Include specific numbers with attribution. "According to [Source], [statistic]." AIO prefers citeable, specific claims over vague assertions.
34	8. Publication Date: Include a visible publication date and last-updated date. AIO deprioritizes undated content for time-sensitive queries.
35	9. Author Byline: Display author name with credentials. Link to an author page with bio, credentials, and sameAs links.
36	10. Page Depth: Keep target pages within 3 clicks of homepage. AIO rarely cites deep, orphaned content.
37
38	### Scoring Rubric (0-100)
39
40	\| Criterion \| Points \| How to Score \|
41	\|---\|---\|---\|
42	\| Ranks in top 10 for target queries \| 20 \| 20 if yes, 10 if top 20, 0 if beyond \|
43	\| Question-based headings present \| 10 \| 2 points per question heading, max 10 \|
44	\| Direct answers after headings \| 15 \| 3 points per direct answer, max 15 \|
45	\| Tables present for comparison data \| 10 \| 10 if tables used appropriately, 5 if partial, 0 if absent \|
46	\| Lists for processes/features \| 10 \| 10 if present, 5 if partial \|
47	\| FAQ section with 5+ questions \| 10 \| 10 if 5+, 5 if 1-4, 0 if none \|
48	\| Statistics with citations \| 10 \| 2 points per cited stat, max 10 \|
49	\| Publication/updated date visible \| 5 \| 5 if both dates, 3 if one, 0 if none \|
50	\| Author byline with credentials \| 5 \| 5 if full byline, 3 if name only, 0 if none \|
51	\| Clean URL + heading hierarchy \| 5 \| 5 if H1>H2>H3 clean, 3 if minor issues, 0 if broken \|
52
53	---
54
55	## Platform 2: ChatGPT Web Search
56
57	### How ChatGPT Selects Sources
58	- Uses Bing's search index as its foundation (not Google)
59	- Top citation sources by domain share: Wikipedia (47.9%), Reddit (11.3%), YouTube, major news outlets
60	- ChatGPT heavily weights entity recognition — if your brand exists as a structured entity (Wikipedia, Wikidata, Crunchbase), it is far more likely to be cited
61	- Prefers authoritative, well-established sources over new or niche sites
62	- Longer, more comprehensive articles get cited more often than short pieces
63	- ChatGPT tends to cite the most canonical source for a claim rather than the original
64
65	### Optimization Checklist
66
67	1.

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