Use LLMap as a data source

Add the endpoint to any MCP client (Claude Desktop, Cursor, or your own agent):

{
  "mcpServers": {
    "llmap": {
      "url": "https://llmap.ai/mcp"
    }
  }
}

Anonymous use is limited per IP — grab a free API key for 5 req/s & 20k requests/day (send it as Authorization: Bearer).

The server exposes 14 tools, resources (model://, hardware://, provider://, license://) and prompt templates (will_it_run, pick_a_model).

GET /api/v1/tools lists every tool with its JSON Schema; POST /api/v1/tools/:name runs one:

curl -X POST https://llmap.ai/api/v1/tools/check_fit \
  -H 'content-type: application/json' \
  -d '{
    "modelSlug": "qwen-qwen3-coder-next",
    "hardware": { "hardwareSlug": "rtx-4090" }
  }'

Plain read endpoints also exist:

• /api/v1/models
• /api/v1/hardware
• /api/v1/providers
• /api/v1/benchmarks/:slug/leaderboard
• /api/v1/search?q=
• /api/v1/models/:slug/omc.json

The omc.json endpoint exports each model as anOpen Model Cardwith pricing, capabilities and model relationships.