Lightning · AI Visibility Data
mcp remote · streamable-http · v1.0.0 · source: crawl
https://api.lightningeo.com/mcp
https://github.com/Lightning-AI-Visibility/ai-visibility-data
AI-visibility studies for agents: how ChatGPT, Gemini and Claude answer, any region or industry.
Works
100
Verified Oct 31, 2026 · p50 740 ms · p95 844 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'lightning-data' |
| tools_listed | 15 | pass | 8 tools |
| schema_complete | 15 | pass | 8 of 8 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 740 ms |
| latency_p95 | 5 | pass | p95 844 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (8)
| Name | Description | Schema |
|---|---|---|
ver_metricas | Definiciones de las métricas Lightning (Protagonismo IA, mención, orden, Top1, citación, HHI, variabilidad, supervivencia, tono). Gratis. / Metric definitions. | typed |
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, cosméti | typed |
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 ( | typed |
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 | typed |
como_comprar | Explica cómo comprar un estudio (precio, redes, wallet de cobro, pasos con x402 por HTTP o por MCP). Gratis. / How to buy. | typed |
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 | typed |
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 on | typed |
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 compl | typed |
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[](https://app.agent-xm.com/a/com-lightningeo-ai-visibility-data)
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