MadeForMachine servicePublic beta

Atlas

Grounded product intelligence for agents.

Atlas helps organizations find external tools and services that fit their actual requirements. It gives agents a sourced map of provider capabilities and inferred non-features so they can compare the field without relying on stale model recall or vendor marketing.

MadeForMachine service

How Atlas fits

Your agent

Supplies the requirements and judgment: it decides which trade-offs matter for the work at hand.

The service

Provides a sourced capability map, transparent elimination, typed unknowns, and direct links to evidence.

Your organization

Keeps the decision criteria and chooses which provider, if any, should be adopted.

How it plugs in

Install the public Atlas skill and query anonymous read tools through the shared MCP endpoint—no account required.

14
providers indexed
160
grounded provider-capability edges
2
current areas: identity and web scraping

Vendor docs explain a product after you choose it

Atlas helps your agent decide what deserves to be chosen. Selection starts with your required and excluded capabilities, then shows both the matches and the transparent reasons other providers were eliminated.

Facts first, judgment second

Capability claims point to the provider documentation that supports them. Missing capabilities are inferred from the absence of that evidence. Your agent uses those grounded facts to reason about strengths, weaknesses, and trade-offs.

Current catalog

Inspect exactly what Atlas knows today

Coverage is useful but deliberately incomplete. Provider counts describe the current public beta; they are not claims of market completeness.

14 providers indexed