
Connect Flat Light Visibility Analyzer to ChatGPT and Claude
Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Navigate low-contrast terrain with better visual clarity.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Your AI does the work. We keep it safe and sound.
No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.
Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

Each Connector runs inside its own sealed environment.
Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.
One switch stops every agent. Instantly.
One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.
Spending limits that pause instead of surprise.
Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.
Three controls, built into the layer your AI connects through.
Curated set · 4 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 4 available through Flat Light Visibility.
- 01
Get optimal lighting window
This capability recommends the best time of day for visibility. It looks at your environmental settings to find the clearest window.
- 02
Get polarization benefit
This capability calculates how much your visual clarity might improve with polarized lenses. It estimates the specific benefit for your current conditions.
- 03
Get terrain risk profile
Use this to identify specific hazards like hidden obstacles. It evaluates the dangers tied to your current slope and light conditions.
- 04
Get visibility assessment
This capability provides a full breakdown of current visibility difficulty and safety advice. It gives you a clear look at how hard it will be to read the terrain.
Real work
What teams actually run
Pre-Trip Planning
Check the potential benefits of polarized lenses before you head to the mountain.
Mid-Day Safety Checks
Ask your agent if the current fog levels make a specific slope too dangerous to navigate.
Gear Selection
Determine if high contrast goggles are necessary based on current cloud cover.
Timing the Day
Find the specific hour when visibility is expected to be most stable.
One connector, every AI
Flat Light Visibility works with the most popular AI clients.
These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Flat Light Visibility to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.
Observed, not estimated
931ms average. Fast in production.
Flat Light Visibility is checked daily against the live service.
- Fastest day
- 765ms
- Slowest day
- 1281ms
- 14-day trend
- Slowing+6%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 4 capabilities arrive ready to run.
Preview access · not provider authentication
The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Flat Light Visibility, so you can see the experience inside your AI.
It does not authenticate your account with Flat Light Visibility. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Flat Light Visibility Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_2dN8pJjXF5CeYb4YaLdnhEDjS91ARSTRhHZirI9e/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Flat Light Visibility capabilities are ready to use.
{
"mcpServers": {
"flat-light-visibility-analyzer-mcp": {
"url": "https://edge.vinkius.com/vk_preview_2dN8pJjXF5CeYb4YaLdnhEDjS91ARSTRhHZirI9e/mcp"
}
}
}
Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline
Step-by-step instructions for each client are in the guide. How to connect
Guided setup for Claude? Set up Flat Light Visibility in Claude and other AIs
Who it's for
Built for the work Flat Light Visibility owners hand off.
This is built for anyone who spends time in high-altitude, low-contrast environments where visibility changes rapidly.
- 01
Skiers and Snowboarders
They use the data to decide if conditions are safe for specific runs.
- 02
Mountain Guides
They hand off environmental data to the agent to assess client safety risks.
- 03
Backcountry Explorers
They use the capability to identify hidden terrain hazards before heading out.
FAQ
Questions Flat Light Visibility owners ask.
- 01
How does this MCP help with flat light?
It analyzes environmental factors like fog and cloud cover to give you a visibility score and identify terrain hazards.
- 02
Can I use this with Claude or Cursor?
Yes, you can connect this MCP to any compatible client like Claude, Cursor, or Windsurf through Vinkius.
- 03
What kind of gear advice does it give?
The MCP can suggest specific goggle types or calculate the benefit of using polarized lenses for your current conditions.
- 04
Does it identify specific mountain hazards?
Yes, the terrain risk profile capability identifies hazards like hidden obstacles based on the light and slope data you provide.
- 05
How do I get started?
You subscribe through Vinkius, which hosts the MCP for you, and then connect your preferred AI client with one click.
- 06
How can I assess the danger of current snow conditions?
You can use the get_terrain_risk_profile capability to evaluate specific hazards like hidden obstacles or avalanche risks based on the slope angle and visibility score.
- 07
Can this capability recommend specific eyewear?
Yes, the get_visibility_assessment capability provides a specific goggle recommendation, such as High Contrast or Yellow/Rose Tint, based on the current light conditions.
- 08
Will polarized lenses help in flat light?
You can use get_polarization_benefit to calculate the estimated improvement in perceived contrast and clarity provided by polarized lenses for your specific snow type.
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Connect Flat Light Visibility to Claude, Cursor, ChatGPT & more
