Lean Agent Protocol
Repetitive MCP tool calls waste 73% of their tokens. API spec prose and duplications waste 70% of theirs.
LAP compresses both leading to 1.5x faster MCP, 2.4x faster API tasks, and a fraction of the cost.
Drop a proxy in front of any MCP server. Tool descriptions, results, and updates get compressed at runtime.
npx ultra-lean-mcp-proxy install
Compile OpenAPI, Postman, or GraphQL into typed .lap contracts. 70% fewer tokens, zero guesswork for your agent.
Full support for Claude and Cursor
Every API call starts with a wall of prose. Descriptions, examples, markdown formatting -- all designed for human eyes. Your agent pays for every token.
# Create a Payment Intent # # A PaymentIntent guides you through the process # of collecting a payment from your customer. # We recommend that you create exactly one # PaymentIntent for each order or customer session # in your system... POST /v1/payment_intents # Parameters: # amount (required) - Amount intended to be # collected. A positive integer representing # how much to charge in the smallest currency # unit (e.g., 100 cents to charge $1.00)... # currency (required) - Three-letter ISO code # payment_method_types (optional) - The list of # payment method types that this PI is allowed # to use. If not provided, defaults to...
@endpoint POST /v1/payment_intents @desc Create a payment intent @required {amount: int, currency: iso4217} @optional {payment_method_types: [str]} @returns(200) {id: str, amount: int, status: str} @errors {400, 401, 402}
Transparent MCP proxy for runtime optimization. Wrap any server, save 73% tokens, 32% faster, zero code changes.
Discover and publish token efficient API specs. Browse 1000+ APIs with 70% average size reduction.