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MCP server URL

EnvironmentURL
Productionhttps://mcp.3ngram.ai/mcp
Connect using any MCP-compatible client. See Connecting Clients for setup instructions.

API stability

3ngram is pre-1.0 software. Tool names, parameters, and response shapes may change during the v0.x series without a deprecation period. A formal stability policy will ship with v1.0.

Authentication

The MCP server uses OAuth 2.0 with device flow support. Your MCP client handles the auth flow automatically during setup.

Response format

All MCP tools return human-readable formatted strings optimized for LLM consumption, not structured JSON. Do not rely on stable parsing of the text format.

Rate limits

Requests are rate-limited per user. When rate-limited, clients should implement exponential backoff.