# Lightning · AI Visibility Data

> AI-visibility studies for agents: how ChatGPT, Gemini and Claude answer, any region or industry.

- name: com.lightningeo/ai-visibility-data
- version: 1.0.0
- connection class: R0 (autonomous)
- trust: 96/100
- quality: 85/100 (new)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/com.lightningeo%2Fai-visibility-data
- tools: https://api.protogrid.dev/v1/servers/com.lightningeo%2Fai-visibility-data/tools

**An agent can connect right now, no human step.** Remote endpoint, no authentication, reachable on the last probe.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "ai-visibility-data": {
      "type": "http",
      "url": "https://api.lightningeo.com/mcp"
    }
  }
}
```


## Trust

- hygiene: 100
- liveness: 100
- freshness: 100
- provenance: 85
- drivers: +repository +dns-namespace +website +reachable +uptime-100% +updated-4d-ago
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 85/100 (new)

### protocol: 75 (weight 25)

- warn `protocol.modern`: newest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
- n/a `protocol.stateless`: only applies to 2026-07-28 servers
- pass `protocol.transport`: streamable HTTP
- n/a `protocol.list_ttl`: only applies to 2026-07-28 servers

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 93 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- pass `tools.annotations`: 8 of 8 tools declare readOnlyHint or destructiveHint
- warn `tools.directory_hints`: 1 of 8 tools declare all four hints; missing: como_comprar (destructiveHint, idempotentHint); listar_estudios (destructiveHint, idempotentHint); ver_ficha (destructiveHint, idempotentHint); …
- pass `tools.token_cost`: about 1,146 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: n/a (weight 15)

- n/a `stability.changes`, `stability.rug_pull`: tool history recorded for 3 of the 7 days needed

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 8, about 1,146 tokens to load them all
- tool set hash: c5889b8d1b02e1c1970d30f5e1f8b3b2
- tools last changed: 2026-10-19T19:59:54.566Z
- badge: [![protogrid quality](https://protogrid.dev/badge/com.lightningeo/ai-visibility-data.svg)](https://protogrid.dev/servers/com.lightningeo/ai-visibility-data)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-10-19 `fetch` added
  - Returns the free sheet of a study by id (from search): methodology, sample, models, question-universe design, index of analyses and findings, price and how to buy. Analysis numbers and findings are only in the paid study. Free and read-only. / Devuelve la ficha gratis de un estudio.
- 2026-10-19 `search` added
  - Searches Lightning's AI-visibility studies (how ChatGPT, Gemini and Claude answer people and agents: brands recommended, order, arguments, sources) by industry, topic, brand or country. Returns ids to use with fetch. Free and read-only. Also finds 'metricas' (metric definitions) and 'como-comprar' (how to buy). / Busca estudios por industria, tema, marca o país.

Full history: https://api.protogrid.dev/v1/servers/com.lightningeo%2Fai-visibility-data/changes

## Remotes

- https://api.lightningeo.com/mcp (streamable-http, auth none, reachable true, uptime30d 1)

## Packages

_none_

## Tools (8)

- `buscar_estudios`: Busca estudios por industria, tema, producto, marca o país (gratis). Ej.: 'seguros de auto', 'protector solar', 'hoteles Córdoba', 'dermatitis'. / Search studies by industry, topic, brand or country (free).
- `como_comprar`: Explica cómo comprar un estudio (precio, redes, wallet de cobro, pasos con x402 por HTTP o por MCP). Gratis. / How to buy.
- `comprar_estudio`: PAGO por llamada en USDC (x402). Entrega el estudio: diseño del universo, hallazgos con su respaldo numérico y evidencia, métricas e índice de análisis, más links de descarga (7 días) al paquete completo con todas las tablas de análisis y las respuestas crudas de los modelos. Precios: banca-2026 USD 0.99, cadenas-hoteleras-cono-sur-2026 USD 0.99, cosmetica-2026 USD 0.99, dermatitis-atopica-2026 USD 0.99, farma-2026 USD 0.99, journey-gemelos-running-2026 USD 0.99, reumatologia-2026 USD 0.99, seguros-automotores-2026 USD 0.99, turismo-sierras-cordoba-2026 USD 0.99. Sin pago devuelve los requisitos x402; un cliente MCP con wallet x402 paga y reintenta solo. / Paid tool (x402): buy a full study.
- `fetch`: Returns the free sheet of a study by id (from search): methodology, sample, models, question-universe design, index of analyses and findings, price and how to buy. Analysis numbers and findings are only in the paid study. Free and read-only. / Devuelve la ficha gratis de un estudio.
- `listar_estudios`: Lista los estudios disponibles (gratis): industria, país, fecha, cantidad de respuestas y hallazgos, y precio. Usala para ver qué datos de visibilidad IA de Argentina y el Cono Sur hay (banca, cosmética, seguros, farma y laboratorios, dermatología, reumatología, turismo, hotelería, running). / Lists available AI-visibility studies (free).
- `search`: Searches Lightning's AI-visibility studies (how ChatGPT, Gemini and Claude answer people and agents: brands recommended, order, arguments, sources) by industry, topic, brand or country. Returns ids to use with fetch. Free and read-only. Also finds 'metricas' (metric definitions) and 'como-comprar' (how to buy). / Busca estudios por industria, tema, marca o país.
- `ver_ficha`: Ficha gratis de un estudio: metodología, muestra, modelos usados, dimensiones del universo de preguntas, índice de análisis y de hallazgos, y ejemplos de preguntas y respuestas. No incluye los números de los análisis ni los hallazgos. / Free study sheet.
- `ver_metricas`: Definiciones de las métricas Lightning (Protagonismo IA, mención, orden, Top1, citación, HHI, variabilidad, supervivencia, tono). Gratis. / Metric definitions.