For machines
API & MCP endpoint
This site is built to be read and used by AI, not just people. Below are the machine-readable endpoints: a content index, the live LLM data, and an MCP-compatible endpoint so an agent can run the calculators and cite the results.
Plain endpoints
- /llms.txt — a prose map of the site for LLMs.
- /api/content.json — every insight, big idea, and tool as JSON.
- /api/models.json — the LLM pricing & capability index as JSON.
- /api/search?q=… — search insights, big ideas, and tools.
MCP endpoint
A pragmatic MCP-compatible endpoint over HTTP JSON-RPC lives at https://anshadameenza.com/api/mcp. It speaks initialize, tools/list, and tools/call, exposing:
- llm_index — the model index (price, context, params, open vs closed).
- vram_estimate — VRAM needed for a model size and quantization.
- token_cost — cost of N tokens across models.
- list_site_content — the tools, with descriptions and URLs.
A GET on the endpoint returns its descriptor. Example call:
curl -s https://anshadameenza.com/api/mcp \
-H 'content-type: application/json' \
-d '{"jsonrpc":"2.0","id":1,"method":"tools/call",
"params":{"name":"vram_estimate",
"arguments":{"params_billions":744,"bits":4}}}'Usage is open and rate-reasonable. If you build on it, a link back is appreciated.