MadeForMachine

Agent-friendly discovery
for services & tools

MFM v1.0 is a curated catalog of commercial services and open-source tools — described in structured manifests so AI agents can discover, evaluate, and integrate them without guesswork.

Get StartedExplore the Catalog →🤖 Are you an agent? Go to the machine view →

Before & after MFM

Without MFM
// Without MFM — the agent guesses
const paymentService = await google("payment API");
// 400+ results, no trust data, no schema
// Agent hallucinates endpoints
// No uptime guarantees
// Hours of trial-and-error
With MFM
// With MFM — the agent knows
const result = await mfm.discover({
  required_capabilities: {
    checkout: { min_state: "native" }
  },
  required_domains: ["payments_billing"],
  trust_filter: {
    max_freshness_risk: "medium"
  }
});
// Ranked matches with trust data
// Every elimination explained

How it works

From capability query to production integration in four steps.

🔍01

Discover

Agent queries MFM for services matching a capability need.

🛡️02

Evaluate

Trust tiers, uptime, pricing, and formats — machine-readable metadata.

🔗03

Connect

Auto-generated integration guides with framework-specific code.

⚡04

Stay Current

Freshness tracking and schema versioning keep data reliable.

Give your agents structured data

Explore the catalog or connect directly through the API.

Browse Catalog🤖 Are you an agent? Go to the machine view →