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Lightning · AI Visibility Data

R0· no sign-in

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

v1.0.0 · active · repository · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality85new
Trust96of 100
Uptime, 30 days100%
Latency p50323 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "ai-visibility-data": {
      "type": "http",
      "url": "https://api.lightningeo.com/mcp"
    }
  }
}
claude mcp add --transport http ai-visibility-data https://api.lightningeo.com/mcp
[mcp_servers.ai-visibility-data]
url = "https://api.lightningeo.com/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "ai-visibility-data": {
      "type": "remote",
      "url": "https://api.lightningeo.com/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "ai-visibility-data": {
      "type": "http",
      "url": "https://api.lightningeo.com/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=ai-visibility-data&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vYXBpLmxpZ2h0bmluZ2VvLmNvbS9tY3AifQ%3D%3D"
}
{
  "servers": {
    "ai-visibility-data": {
      "type": "http",
      "url": "https://api.lightningeo.com/mcp"
    }
  }
}
{
  "mcpServers": {
    "ai-visibility-data": {
      "httpUrl": "https://api.lightningeo.com/mcp"
    }
  }
}
extensions:
  "ai-visibility-data":
    enabled: true
    name: "ai-visibility-data"
    type: streamable_http
    uri: "https://api.lightningeo.com/mcp"
    timeout: 300

Quality 85 / 100new

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-11-25; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene93 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations8 of 8 tools declare readOnlyHint or destructiveHint
  • warn
    tools.directory_hints1 of 8 tools declare all four hints; missing: como_comprar (destructiveHint, idempotentHint); listar_estudios (destructiveHint, idempotentHint); ver_ficha (destructiveHint, idempotentHint); …
  • pass
    tools.token_costabout 1,146 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stabilityn/a · weight 15
  • n/a
    stability.changes, stability.rug_pulltool history recorded for 3 of the 7 days needed
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

8 tools, about 1,146 tokens to load them all · tool set c5889b8d1b02 · tools last changed 2026-10-19 · checked 2026-10-20 14:21 UTC

Tool changes

  • fetchadded

    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.

  • searchadded

    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: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 96 / 100

provenance85
liveness100
freshness100
hygiene100

+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. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://api.lightningeo.com/mcp streamable-httpnoneyes100%323 ms2025-11-252026-10-20

Tools (8)

buscar_estudiosread-onlyBusca 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_comprarread-onlyExplica cómo comprar un estudio (precio, redes, wallet de cobro, pasos con x402 por HTTP o por MCP). Gratis. / How to buy.
comprar_estudioPAGO 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.
fetchread-onlyReturns 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_estudiosread-onlyLista 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).
searchread-onlySearches 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_ficharead-onlyFicha 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_metricasread-onlyDefiniciones de las métricas Lightning (Protagonismo IA, mención, orden, Top1, citación, HHI, variabilidad, supervivencia, tono). Gratis. / Metric definitions.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "com.lightningeo/ai-visibility-data",
  "icons": [
    {
      "src": "https://api.lightningeo.com/icono.png",
      "sizes": [
        "512x512"
      ],
      "mimeType": "image/png"
    }
  ],
  "title": "Lightning · AI Visibility Data",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://api.lightningeo.com/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "repository": {
    "url": "https://github.com/Lightning-AI-Visibility/ai-visibility-data",
    "source": "github"
  },
  "websiteUrl": "https://api.lightningeo.com",
  "description": "AI-visibility studies for agents: how ChatGPT, Gemini and Claude answer, any region or industry."
}