Start with the job you need done. Both services plug into the agent you already use, but they solve different problems and remain independently useful.
Core productEarly access
MFM Spec
A specification harness that pushes back.
MFM Spec turns specification from a document into an active organizational capability. It helps people and agents create, challenge, improve, and validate consistent specifications against an explicit schema, project rules, and active criteria.
Use it when
A team is designing or changing a system and needs its agents to preserve intent, reasoning, and constraints across the work.
What you get
Durable system memory, active design criteria, precise mutations, validation, and revision history.
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.
Use it when
An agent must choose an external product against real requirements instead of relying on model recall or vendor positioning.
What you get
A sourced capability map, transparent provider elimination, typed unknowns, and direct jumps to the evidence.
Models provide intelligence. MadeForMachine provides the systems that make that intelligence persistent, useful, and accountable. Every service is bounded and independently valuable; none replaces your agent, model, or authority.
Roadmap · being shaped
More bounded capabilities will follow
The service family will grow around serious human–agent work. We will publish commitments when they are settled—not present exploration as shipped product.
MadeForMachine: Services that plug into your organization’s agents.
Platform:
MadeForMachine builds pluggable services for organizations and their agents. Keep your model and agent; add durable memory, precise tools, grounded evidence, and verifiable boundaries one service at a time.
Current services:
MFM Spec (core product, early access)
MFM Spec turns specification from a document into an active organizational capability. It helps people and agents create, challenge, improve, and validate consistent specifications against an explicit schema, project rules, and active criteria.
Atlas (distinct service, public beta)
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.
The services are independently useful and pluggable. MFM does not operate the customer's model. Generative judgment stays in the customer's agent; MFM services store, project, validate, and serve deterministic state or grounded evidence.
Roadmap:
More bounded services are part of the platform vision. No additional service or delivery sequence should be treated as committed until MadeForMachine publishes it explicitly.
This page is a human-readable visualization. For programmatic access:
Skills: https://mfm.dev/skills.json
Setup: https://mfm.dev/connect
REST API: https://api.mfm.dev/v1/atlas
MCP: https://mcp.mfm.dev
Atlas endpoints (public, no auth):
GET /v1/atlas/capabilities — the capability vocabulary
GET /v1/atlas/providers — acquired providers + capability counts
GET /v1/atlas/providers/:slug — one provider's grounded capabilities
GET /v1/atlas/providers/:slug/tree — its doc tree (depth-bounded)
GET /v1/atlas/select — match the field by required/excluded capabilities
GET /v1/atlas/compare — pivot a shortlist against a topic, with evidence
Hosted MFM Spec tools are authenticated and project-scoped.