seo-geo-factdensity

Name: seo-geo-factdensity
Author: Hainrixz

68installs2forks

How to install seo-geo-factdensity?

hainrixz/claude-seo-ai/seo-geo-factdensity

$npx -y skills add Hainrixz/claude-seo-ai --skill seo-geo-factdensity

Installs into the current project.

Summary

Audit fact density and sourcing on a page — measure statistic/number density per passage, detect proprietary/original data, count outbound citations to authoritative sources, and flag claims made without a supporting stat or source. Module M12. Feeds the AI Visibility score. Advi

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SKILL.md

1	# seo-geo-factdensity (M12)
2
3	Generative engines preferentially cite passages that are concrete, quantified, and attributable. This module measures how "citable" the page's prose is — facts, numbers, original data, and authoritative outbound links — not vocabulary. AI retrieval/citation context: `references/ai-crawlers.md`.
4
5	## Audits
6	Working from the PageSnapshot (`rendered_dom` if present, else `raw_html`):
7	1. Statistic/number density per passage: tokenize the main content into passages (paragraph / `<li>` / heading-bounded block) and count numeric tokens — figures, percentages, dates, quantities, ranges. Flag long passages of pure assertion with zero numeric support.
8	2. Proprietary/original data: detect first-party-data signals — patterns like "our study", "our survey", "our data", "we analyzed", "we surveyed", "in our test", "internal data" — and note whether such claims are backed by a method/sample, a table, or a chart.
9	3. Outbound citations: count outbound links from the main content to authoritative sources (standards bodies, primary research, official docs, `.gov`/`.edu`, named publications); distinguish them from internal/nav/affiliate links.
10	4. Claim-without-source flags: detect strong factual or comparative claims ("the most", "fastest", "studies show", superlatives, hard numbers) that carry no inline citation or data reference, and mark each as a candidate for sourcing.
11
12	## Fixes (fixable: advisory)
13	ADVISORY only — this module proposes nothing it would write. It produces a list of (a) claims that should carry a statistic or citation, (b) passages where an original-data callout (table, "our data" box, methodology note) would raise citability, and (c) unsupported superlatives to soften or source. The tool will NOT fabricate statistics, sample sizes, study results, or source URLs. Where a value is missing, it emits a clearly-marked `TODO` placeholder for the user to fill — never an invented number. (Findings here are `fixable: advisory` per the finding schema.)
14
15	## Verification
16	- Heuristic: `manual_review` plus deterministic counts — numeric-token density per passage and outbound-authority link count — computed from the snapshot. Report the raw counts so a human can re-derive them.
17	- Judgment calls (is this claim "strong"? is this source "authoritative"?) require `manual_review`; do not auto-`pass` them.
18	- When the content tier or rendered DOM needed to count passages reliably is unavailable, status is `needs_api`, never a false `pass`.
19
20	## Findings
21	Emit findings per `schema/finding.schema.json`. Examples:
22	- `M12.density.low_numeric_passages` — multiple main-content passages with zero numeric support (status `warn`, severity 4, `fixable: advisory`, axis `ai`, confidence `directional`).
23	- `M12.citations.no_outbound_authority` — main content makes factual claims but links to zero authoritative outbound sources (status `warn`, severity 4, `fixable: advisory`, axis `ai`, confidence `directional`).
24	- `M12.claim.unsourced_superlative` — a superlative/comparative claim with no inline citation or data (status `warn`, severity 1, `fixable: advisory`, axis `ai`, confidence `speculative`).
25	Each finding: `evidence.observed` quotes the exact passage/claim from the page; `verification.reproduce` is the runnable count (e.g. `node scripts/factdensity.mjs --url <u>`); `expected_impact` is banded + confidence-tagged (no naked %).
26
27	## Honesty
28	- Refuse "AI-specific keyword" rewrites — there is no magic vocabulary that wins citations. Citability comes from extractable structure, verifiable facts, and demonstrable authority, not phrasing tricks.
29	- Never invent a statistic, sample size, or source to "fill" a flagged claim. Quantification only helps if it is true and attributable; a fabricated number is a liability, not a win.
30	- Density is a means, not an end — flag stuffing numbers into prose that doesn't warrant them as its own anti-pattern.

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seo-geo-factdensity

68installs2forks

View on GitHub

How to install seo-geo-factdensity?

hainrixz/claude-seo-ai/seo-geo-factdensity

$npx -y skills add Hainrixz/claude-seo-ai --skill seo-geo-factdensity

Installs into the current project.

Summary

Files · 1

View on GitHub

SKILL.md

1	# seo-geo-factdensity (M12)
2
3	Generative engines preferentially cite passages that are concrete, quantified, and attributable. This module measures how "citable" the page's prose is — facts, numbers, original data, and authoritative outbound links — not vocabulary. AI retrieval/citation context: `references/ai-crawlers.md`.
4
5	## Audits
6	Working from the PageSnapshot (`rendered_dom` if present, else `raw_html`):
7	1. Statistic/number density per passage: tokenize the main content into passages (paragraph / `<li>` / heading-bounded block) and count numeric tokens — figures, percentages, dates, quantities, ranges. Flag long passages of pure assertion with zero numeric support.
8	2. Proprietary/original data: detect first-party-data signals — patterns like "our study", "our survey", "our data", "we analyzed", "we surveyed", "in our test", "internal data" — and note whether such claims are backed by a method/sample, a table, or a chart.
9	3. Outbound citations: count outbound links from the main content to authoritative sources (standards bodies, primary research, official docs, `.gov`/`.edu`, named publications); distinguish them from internal/nav/affiliate links.
10	4. Claim-without-source flags: detect strong factual or comparative claims ("the most", "fastest", "studies show", superlatives, hard numbers) that carry no inline citation or data reference, and mark each as a candidate for sourcing.
11
12	## Fixes (fixable: advisory)
13	ADVISORY only — this module proposes nothing it would write. It produces a list of (a) claims that should carry a statistic or citation, (b) passages where an original-data callout (table, "our data" box, methodology note) would raise citability, and (c) unsupported superlatives to soften or source. The tool will NOT fabricate statistics, sample sizes, study results, or source URLs. Where a value is missing, it emits a clearly-marked `TODO` placeholder for the user to fill — never an invented number. (Findings here are `fixable: advisory` per the finding schema.)
14
15	## Verification
16	- Heuristic: `manual_review` plus deterministic counts — numeric-token density per passage and outbound-authority link count — computed from the snapshot. Report the raw counts so a human can re-derive them.
17	- Judgment calls (is this claim "strong"? is this source "authoritative"?) require `manual_review`; do not auto-`pass` them.
18	- When the content tier or rendered DOM needed to count passages reliably is unavailable, status is `needs_api`, never a false `pass`.
19
20	## Findings
21	Emit findings per `schema/finding.schema.json`. Examples:
22	- `M12.density.low_numeric_passages` — multiple main-content passages with zero numeric support (status `warn`, severity 4, `fixable: advisory`, axis `ai`, confidence `directional`).
23	- `M12.citations.no_outbound_authority` — main content makes factual claims but links to zero authoritative outbound sources (status `warn`, severity 4, `fixable: advisory`, axis `ai`, confidence `directional`).
24	- `M12.claim.unsourced_superlative` — a superlative/comparative claim with no inline citation or data (status `warn`, severity 1, `fixable: advisory`, axis `ai`, confidence `speculative`).
25	Each finding: `evidence.observed` quotes the exact passage/claim from the page; `verification.reproduce` is the runnable count (e.g. `node scripts/factdensity.mjs --url <u>`); `expected_impact` is banded + confidence-tagged (no naked %).
26
27	## Honesty
28	- Refuse "AI-specific keyword" rewrites — there is no magic vocabulary that wins citations. Citability comes from extractable structure, verifiable facts, and demonstrable authority, not phrasing tricks.
29	- Never invent a statistic, sample size, or source to "fill" a flagged claim. Quantification only helps if it is true and attributable; a fabricated number is a liability, not a win.
30	- Density is a means, not an end — flag stuffing numbers into prose that doesn't warrant them as its own anti-pattern.

People who liked this also viewed

6 picks

Type