Citability Scoring Ability for AI Agent Skill

Citability scoring and optimization for AI.

Context cost
4.5k tokensestimated from the bundle, loaded when it triggers
Bundle
1 file · 17.8 kBtext throughout, nothing executable
Licence
MITthe author’s own terms
Last change
—no release on file
Servers it uses
Noneruns standalone

What it does

Puntuación y optimización de citabilidad para IA. Analiza el contenido de páginas web para determinar qué tan probable es que los sistemas de IA (ChatGPT, Claude, Perplexity, Gemini) citen o extraigan pasajes de la página. Proporciona una puntuación de citabilidad (0-100) con sugerencias de reescritura específicas.

What this skill changes about the agent has not been set out here as a list. Its SKILL.md, shown below, says it in the author’s own words.

marketing
Filed under

Sales & CRM

The skill itself

A skill is instructions the model reads, so you can see what you are getting: below is the start of its SKILL.md. The front matter loads with every session, the body loads when the skill triggers, and the whole file comes with the install.

SKILL.md17.8 kB · preview
--- name: geo-citability allowed-tools: - Read - Grep - Glob - Bash - WebFetch - Write ---
13# Habilidad de Puntuación de Citabilidad para IA
14
15## Idea Central
16
17Los modelos de lenguaje de IA citan pasajes que cumplen criterios estructurales específicos. Investigaciones de Princeton, Georgia Tech y IIT Delhi (2024) encontraron que el contenido optimizado para GEO logra un 30-115% más de visibilidad en respuestas generadas por IA. El hallazgo clave: Los sistemas de IA extraen y citan preferentemente pasajes que tienen entre **134-167 palabras de largo**, son **autocontenidos** (comprensibles sin el contexto circundante), **ricos en datos** (que contienen estadísticas específicas, fechas o entidades nombradas), y **responden directamente a una pregunta** en las primeras 1-2 oraciones.
18
19Esto es fundamentalmente diferente a la redacción SEO tradicional, la cual optimiza para densidad de palabras clave y métricas de compromiso de usuario (engagement). La citabilidad en GEO optimiza para la **extractabilidad** -- la facilidad con la que un sistema de IA puede extraer un pasaje de tu contenido y presentarlo como una respuesta directa.
20
21---
22
23## Rúbrica de Puntuación de Citabilidad (0-100)
24
25### Categoría 1: Calidad del Bloque de Respuesta (30% de la puntuación total)
26
27Esto mide si el contenido contiene pasajes de respuesta claros y citables que los sistemas de IA puedan extraer palabra por palabra (verbatim).
28
29**Criterios de Puntuación:**
30
31| Puntuación | Criterios |
This is a preview of SKILL.md. Download or install the skill to get the whole thing.
In the file
SKILL.md2,618 words
Files1
LicenceMIT
Why you can read it

Nothing in a skill executes. The client loads the text and the model follows it, so a skill can be audited the way a runbook is — by reading it.

What it costs in context

Skills are not billed by the call. They are paid for in context: every token the instructions occupy is a token your code, your diff and your conversation cannot use. Here is what this one takes and when it takes it.

≈110
always loaded
The name and description, so the model knows the skill exists and when to reach for it.
4,340
on trigger
The instruction body, read only when the skill fires.
2.2%
of a 200k window
Ten skills this size would take about 22% of the window before you open a file.
050k100k150k200k context window

4.5k tokens, estimated from the bundle at four bytes to the token, held for the rest of the session once it triggers. Heavy. Teams tend to install this one per project rather than globally, and load it only when the job comes up.

Servers bill, skills cost

A server charges by the month. A skill charges once per session, in context, and then keeps charging it for as long as the session lives.

Before and after

The same question, put to the same model twice: once as it comes, and once with these instructions loaded.

No worked example has been published for this skill yet.

The procedure it runs

The procedure has not been set out here step by step. It is in the body of its SKILL.md: the start of it is shown above, and the whole file comes with the install.

Prose, not code

These steps are written for a model to follow, not executed by a runtime. It can still be told to skip one, and it will say so when it does.

Servers it uses

None. This skill calls no MCP servers at all.

Everything it needs is in the instructions, so it works in a project with nothing connected — the model reads the file and changes how it works with what it can already reach.

It does ask the agent to write files and to fetch pages, using the file and network access your client already has.

What it asks for
Writes filesyes
Network accessyes

Read from the allowed-tools line of this skill’s own SKILL.md. It also asks for Bash, which could do either, so what is not named there is not ruled out. A skill grants no permissions of its own — it can only ask for tools your client already has.

What it will not do

Every skill is narrow, and the useful ones say where they stop. These are the jobs this one is the wrong tool for.

What this skill is not for has not been published here. Nothing is implied by that: it is a section the author has not filled in.

What is in the bundle

1 file, 17.8 kB on disk. A bundle is text throughout: the instructions the model reads, plus the templates it fills in.

  • SKILL.md17.8 kB
What is not in it

No dependencies and nothing executable: a skill is text the agent reads, so the bundle is 1 file you can review in full before installing. The MIT licence covers the templates and examples as well as the instructions.

Install

Installing copies the bundle into your project. Nothing runs at install time — the files sit on disk until the model reads them.

# Citability Scoring Ability for AI · 4.5k tokens when loaded · macOS, Linux mkdir -p .claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/citability-scoring-ability-for-ai/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/citability-scoring-ability-for-ai" ] && { [ ! -e .claude/skills/citability-scoring-ability-for-ai ] || { mv .claude/skills/citability-scoring-ability-for-ai "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/citability-scoring-ability-for-ai" .claude/skills/ && echo "Installed .claude/skills/citability-scoring-ability-for-ai"
On Windows, or any OS with Node 20+
npx mcprush@latest skill add laskmit/citability-scoring-ability-for-ai

Windows PowerShell says 'running scripts is disabled on this system'? Run Set-ExecutionPolicy -Scope CurrentUser RemoteSigned once, or type npx.cmd instead of npx (codex.cmd, gemini.cmd, grok.cmd likewise). PowerShell 7 needs neither. Writes to .claude/skills/citability-scoring-ability-for-ai/ in the current project. For every project instead, run mkdir -p ~/.claude/skills && t=$(mktemp -d) && curl -fsSL -o "$t/bundle.tar.gz" https://mcprush.com/api/skills/citability-scoring-ability-for-ai/bundle.tar.gz && tar -xzf "$t/bundle.tar.gz" -C "$t" && [ -d "$t/citability-scoring-ability-for-ai" ] && { [ ! -e ~/.claude/skills/citability-scoring-ability-for-ai ] || { mv ~/.claude/skills/citability-scoring-ability-for-ai "$t/.previous" && echo "Previous copy moved to $t/.previous"; }; } && mv "$t/citability-scoring-ability-for-ai" ~/.claude/skills/ && echo "Installed ~/.claude/skills/citability-scoring-ability-for-ai" (macOS, Linux) — or add --global to the npx line. The curl line replaces .claude/skills/citability-scoring-ability-for-ai/ only after the download succeeds, so files left there by another skill of the same name, or by an older release, do not mix in. A copy already there is moved aside, not deleted, and the line prints where. It appears as geo-citability in Gemini CLI, Codex, Copilot and Grok (its own name); Claude Code lists it by the folder name, citability-scoring-ability-for-ai.

Which clients pick it up on their own

A skill is a folder of text. Most of these read a skills folder and pick it up without being told; the rest take the same folder another way — an upload in the app, a parameter on an API call — and then choose it by its description just the same.

Claude Code.claude/skills/
Claude DesktopCustomize › Skills
ChatGPTSkills › Create › Upload
Cursor.cursor/skills/
VS Code.github/skills/
Codex CLI.agents/skills/
Gemini CLI.gemini/skills/
Grok Build.grok/skills/
Microsoft CopilotSkills › Upload a skill
PerplexityComputer › Skills › Upload a skill
DeepSeek Harness.dsh/skills/
Zed.agents/skills/
Devin Desktop.devin/skills/
Windsurf (legacy).windsurf/skills/
OpenAI Agents SDKInstructions or sandbox Skills
HTTP / APIa request parameter
This release
Versionnot versioned
Publishedno release date on file
PriceFree
Referencelaskmit/citability-scoring-ability-for-ai

Versions

Its author publishes no version number, so there is nothing here to pin to: what you install is the folder as it stands today. Instructions change more often than APIs do — a skill can be rewritten entirely without anything it depends on moving.

Pinning

Nothing to pin to: this skill carries no version number of its own. What you install is what the folder holds on the day you install it.

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