mcp-context-forgeMCP Server41/100 via “dynamic tool discovery and schema normalization across heterogeneous servers”
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.
Unique: Normalizes tool schemas from heterogeneous servers into a unified format by mapping server-specific parameter types to a canonical schema, enabling agents to reason about tools without understanding each server's conventions. Caches normalized schemas to avoid repeated discovery queries.
vs others: Provides centralized tool discovery that agents can query once instead of polling each server individually, reducing agent complexity and enabling efficient tool selection through a single discovery API. Schema normalization allows agents to work with tools from different servers using consistent parameter handling.