Lightning · AI Visibility Data MCP Server
by lightning-ai-visibilitycom.lightningeo/ai-visibility-datav1.0.0
AI-visibility studies for agents: how ChatGPT, Gemini and Claude answer, any region or industry.
context tax
~1,110 tok/turn6 tools
security
pending
cold start
hosted
freshness
pending
Our reading of Lightning · AI Visibility Data, from the data
Lightning · AI Visibility Data is a ai & llm tools MCP server from lightning-ai-visibility, listed in the official MCP Registry.
Its 6 tools add about 1,110 tokens to every model turn, in line with the ai & llm tools median of 1,210 tokens across 67 measured servers (measured 2026-10-19).
With 0 GitHub stars it ranks #1,305 of 3,169 ai & llm tools servers we index.
It runs as a hosted endpoint, so there is nothing to install.
Install Lightning · AI Visibility Data MCP server
Install in Claude Code
claude mcp add --transport http ai-visibility-data https://api.lightningeo.com/mcpInstall in Cursor
{
"mcpServers": {
"ai-visibility-data": {
"url": "https://api.lightningeo.com/mcp"
}
}
}Install in Claude Desktop
{
"mcpServers": {
"ai-visibility-data": {
"command": "npx",
"args": [
"-y",
"mcp-remote",
"https://api.lightningeo.com/mcp"
]
}
}
}Or add it as a custom connector under Settings → Connectors. The config above bridges via mcp-remote.
Install in VS Code
{
"servers": {
"ai-visibility-data": {
"type": "http",
"url": "https://api.lightningeo.com/mcp"
}
}
}Install in Windsurf
{
"mcpServers": {
"ai-visibility-data": {
"serverUrl": "https://api.lightningeo.com/mcp"
}
}
}Remote endpoints
- streamable-http
https://api.lightningeo.com/mcp
Context tax
Connecting this server adds ~1,110 tokens of tool definitions to every model turn (moderate, 6 tools). Measured 2026-10-19 via its hosted endpoint; o200k tokenizer, worst case for clients that load all tools up front. How we measure
| Model | Per 1,000 turns | With prompt caching |
|---|---|---|
| Claude Opus 5.5 | $4.44 | $0.222 |
| Claude Sonnet 5.5 | $2.22 | $0.222 |
| Claude Haiku 5.5 | $0.111 | — |
Input prices as of 2026-10-06. Excludes your own prompt and output.
Tools (6)
comprar_estudio340 tokPAGO 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 requisit
ver_ficha176 tokFicha 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.
como_comprar145 tokExplica cómo comprar un estudio (precio, redes, wallet de cobro, pasos con x402 por HTTP o por MCP). Gratis. / How to buy.
listar_estudios107 tokLista 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).
buscar_estudios97 tokBusca 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).
ver_metricas67 tokDefiniciones de las métricas Lightning (Protagonismo IA, mención, orden, Top1, citación, HHI, variabilidad, supervivencia, tono). Gratis. / Metric definitions.
Freshness
Not enough public signals yet to judge maintenance.
Last commit (default branch)
2026-10-16 · 2d ago · GitHub
Latest release
no data · GitHub
Package published
no data · npm/PyPI
Registry entry updated
2026-10-16 · 2d ago · official registry · v1.0.0
How it compares in AI & LLM Tools
Against the most-starred ai & llm tools servers we index. Token cost is per model turn, measured from each server's live tool list.
| Server | Stars | Tools | Tokens / turn | Freshness | Runs |
|---|---|---|---|---|---|
| Lightning · AI Visibility Data (this) | 0 | 6 | 1,110 | — | hosted |
| Memory | 91,356 | — | not measured | Active | local |
| Claude Flow | 76,638 | — | not measured | Active | local |
| Next AI Draw.io | 36,318 | — | not measured | — | local |
| Serena Agent | 30,371 | — | not measured | Active | local |
| Trycua | 30,160 | — | not measured | Active | — |
FAQ
›How do I install the Lightning · AI Visibility Data MCP server in Claude Code?
Run: claude mcp add --transport http ai-visibility-data https://api.lightningeo.com/mcp. For Cursor, VS Code, Claude Desktop and Windsurf, use the install tabs above.
›Does Lightning · AI Visibility Data require an API key?
No required environment variables are declared in its published metadata.
›Can I use Lightning · AI Visibility Data as a remote (hosted) MCP server?
Yes. It is a hosted MCP server; connect to its URL with any client that supports remote MCP.
›Is Lightning · AI Visibility Data in the official MCP registry?
Yes, as com.lightningeo/ai-visibility-data.
›How many tokens does Lightning · AI Visibility Data add to my context?
Its tool definitions total about 1,110 tokens, resent on every turn.
Sources and method
- Official MCP Registry entry
- updated 2026-10-16
- GitHub repository
- fetched 2026-10-19
- Tool list (tools/list), measured by us
- 2026-10-19
- Last checked against all sources
- 2026-10-19
The description, packages and links come from the maintainer's own published metadata. Token cost, security signals, freshness and the reading above are MCPSkillHub's own measurements; see the methodology. Spot an error? Request a correction or claim the listing.
Alternatives to Lightning · AI Visibility Data
Other ai & llm tools MCP servers.