MCP server · AI / LLM tooling

Lightning · AI Visibility Data

By lightningeo.com

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

Website Source code AI models & agents

Connect to Lightning · AI Visibility Data

Checks passed: 14 / 22

1 failed · 7 not measured

Median response: 104 ms

Median of successful probes over 7 days

30-day uptime: Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools: 8

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked 18 hr ago

Check summary by test group
Test area	Passed	Failed	Unmeasured
ConnectionCan a client connect and discover tools?	5	0	0
Reliability & speedDoes it respond consistently and quickly?	1	0	3
Access & authenticationWhat is required to use this server?	1	0	2
Tool qualityAre the tool definitions usable by an agent?	4	0	0
Publisher identityCan the publisher be traced to its source?	3	1	2

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

Pass
Reachable
Latest probe returned HTTP 200 in 108 ms.
18 hr ago
Pass
Valid handshake
protocolVersion 2025-11-25, serverInfo.name lightning-data.
18 hr ago
Pass
Lists tools
tools/list returned 8 tools.
18 hr ago
Pass
Current protocol
Negotiated 2025-11-25. The bar is 2025-06-18 or newer.
18 hr ago
Pass
HTTPS
The endpoint URL is https.

Performance

Not measured
Fast (p50)
Median latency 104 ms over 2 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.
Not measured
Consistent (p95)
95th percentile 108 ms over 2 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.
Not measured
Reliable (uptime)
2 of 2 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.
Pass
Stable tool list
No tool was removed and no required parameter was added in the last 30 days.
18 hr ago

Access

Pass
Open access
tools/list succeeded with no credential, and the record declares none.
18 hr ago
Not measured
Standard auth
Auth is not required, so the OAuth metadata check does not apply.
Not measured
Free tier cited
No publisher quote has been checked.

Tools

Pass
Tools described
Every tool description is at least 20 characters.
18 hr ago
Pass
Valid input schemas
Every inputSchema is a JSON Schema object.
18 hr ago
Pass
Parameters documented
5 of 6 parameters have a description (83%). The bar is 80%.
18 hr ago
Pass
Safety hints
Every tool sets readOnlyHint or destructiveHint.
18 hr ago

Publisher

Pass
Verified namespace
Listed in the Official MCP Registry.
Fail
Website matches publisher
The website host does not match the reverse-domain namespace.
Pass
Source repo linked
A repository URL is on file.
Not measured
Repo owner matches
This namespace is not an io.github login, so the owner comparison does not apply.
Pass
Recently updated
Updated 2026-10-16T19:24:57.386667Z, within 180 days.
26 days ago
Not measured
Open-source licence
The GitHub licence lookup has not returned an OSI result yet.

Start using Lightning · AI Visibility Data

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http lightning-ai-visibility-data https://api.lightningeo.com/mcp

Capabilities

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).

Discovered 18 hr ago

como_comprar

Explica cómo comprar un estudio (precio, redes, wallet de cobro, pasos con x402 por HTTP o por MCP). Gratis. / How to buy.

Discovered 18 hr ago

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.

Discovered 18 hr ago

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.

Discovered 18 hr ago

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).

Discovered 18 hr ago

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.

Discovered 18 hr ago

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.

Discovered 18 hr ago

ver_metricas

Definiciones de las métricas Lightning (Protagonismo IA, mención, orden, Top1, citación, HHI, variabilidad, supervivencia, tono). Gratis. / Metric definitions.

Discovered 18 hr ago

Recent measurements

Probe history

View status

Latest stored probes. Raw probe rows are kept for 14 days.
Checked	Result	Response	Tools
18 hr ago	Connected	108 ms	8
1 day ago	Connected	99 ms	8

Published by

lightningeo.com

Publisher of Lightning · AI Visibility Data, listed under com.lightningeo.

Publisher identity has not been verified by the registry. Identity verification does not certify the server’s security.

Publisher website GitHub profile All publisher servers

Server details

Version: 1.0.0
Transport: streamable-http
Authentication: No requirement recorded
Listing source: MCP Registry

com.lightningeo/ai-visibility-data

View registry record

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The image links back to this page. It shows checks passed, or uptime, and the colour follows the latest status. Responses are cached for 5 to 15 minutes.

Markdown

[![MCP Heartbeat](https://mcpheartbeat.com/badge/com.lightningeo/ai-visibility-data.svg)](https://mcpheartbeat.com/s/com.lightningeo/ai-visibility-data)

HTML

<a href="https://mcpheartbeat.com/s/com.lightningeo/ai-visibility-data"><img alt="MCP Heartbeat" src="https://mcpheartbeat.com/badge/com.lightningeo/ai-visibility-data.svg"></a>

Uptime markdown

[![MCP Heartbeat uptime](https://mcpheartbeat.com/badge/com.lightningeo/ai-visibility-data.svg?kind=uptime)](https://mcpheartbeat.com/s/com.lightningeo/ai-visibility-data)

Served from https://mcpheartbeat.com.

Health & checks

Core

Performance

Access

Tools

Publisher

Connect to this server

Tools 8

Probe history

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