Composite Skills - ezForge AI

Overview

A composite skill aggregates capabilities from multiple MCP servers into a single discoverable unit. Instead of querying dozens of individual servers, an AI agent queries one composite that routes to the right businesses based on vertical, location, capabilities, and trust requirements.

Composite skills are computed in real-time — they reflect current health and verification status on every request.

Types of composite skills

Per-business composition

A single business with multiple capabilities exposes them as one unified skill. The listing’s SKILL.md references sub-skills via composed_of:

# SKILL.md — Maria's Italian Restaurant
name: marias-italian
description: Full-service Italian restaurant in downtown Ann Arbor
version: 1.0.0
verification_tier: 3
capabilities:
  - menu_search
  - reservation_booking
  - dietary_filtering
  - hours_inquiry
composed_of:
  - uri: mcp://marias-italian.ready.ezforge.ai/menu
    capability: menu_search
  - uri: mcp://marias-italian.ready.ezforge.ai/booking
    capability: reservation_booking

Cross-business composition (Hub-native)

Hub dynamically generates composites from registry queries — not static files, but computed at query time based on vertical, location, verification level, and capabilities:

# Dynamically generated composite
name: ann-arbor-restaurant-booking
description: Book a table at verified restaurants in Ann Arbor, MI
version: dynamic
generated_by: hub
query:
  vertical: restaurant
  location: { city: "Ann Arbor", state: "MI" }
  capabilities: [reservation_booking]
  verification_tier_min: 2
composed_of:
  - uri: mcp://marias-italian.ready.ezforge.ai
    name: "Maria's Italian"
    verification_tier: 3
    health_score: 98
  - uri: mcp://sakura-sushi.ready.ezforge.ai
    name: "Sakura Sushi"
    verification_tier: 2
    health_score: 95

Trust rules

A composite skill’s trust level equals the minimum verification tier of its participants (Decision #6). This prevents a single unverified server from hiding inside a trusted composite.

Composite trust	Meaning
1 — Unverified	At least one participant is unverified
2 — Phone Verified	All participants are phone-verified or higher
3 — Business Verified	All participants are business-verified or higher
4 — Premium Verified	All participants are premium-verified

Consequences:

If a participant’s verification lapses, the composite is automatically recomputed excluding that participant
Unhealthy servers (health score < 50) are excluded from composite membership entirely
A composite’s avgHealthScore is the average of its current members

Filter composites by minimum trust with ?verification_tier_min=3 — returns only composites where every participant is business-verified or higher.

`created_by` discriminator

Every composite has a created_by field that indicates its origin and governs its lifecycle:

Value	Source	Visibility	Expires
`system`	Auto-generated featured composites	Always public	Never
`user`	Account holder created or promoted	Public or private	Never
`agent`	Agent-created at runtime	Always private	30 days

Agent composites

When an agent creates a composite with created_by=agent:

Visibility is always private — the visibility parameter is rejected with HTTP 400
expiresAt is set to now() + 30 days
Maximum 50 agent composites per account (HTTP 429 with Retry-After: 86400 if exceeded)
A daily background job purges expired agent composites

Promotion flow

Account holders can promote an agent-created composite to persistent, public ownership: Auth: Builder+ Hub API key (owning account)

PATCH /v1/hub/composites/{id}
Authorization: Bearer <hub-api-key>
Content-Type: application/json

{
  "visibility": "public",
  "created_by": "user"
}

Promotion clears expiresAt (the composite persists indefinitely) and makes it eligible for browse discovery. Response:

{
  "id": "01JQXYZ...",
  "name": "Ann Arbor Lunch Options",
  "description": "Quick lunch options near downtown Ann Arbor",
  "visibility": "public",
  "createdBy": "user",
  "expiresAt": null,
  "compositeTrust": 2,
  "memberCount": 8,
  "avgHealthScore": 95,
  "createdAt": "2026-05-06T11:00:00Z",
  "updatedAt": "2026-05-06T12:00:00Z"
}

Featured composites (`created_by: system`)

Hub auto-generates system composites every 6 hours:

For each vertical with ≥ 3 eligible listings in a given city/state
Eligibility: verification_tier ≥ 2 and health_score ≥ 50
Maximum 500 system composites system-wide
Named "{City} {Vertical Title-Case}" (e.g., “Ann Arbor Restaurants”)
Stable deterministic IDs — safe to bookmark
Always visibility: public

API reference

Dynamic composite query

Query composites in real time without saving a composite definition:

GET /v1/hub/composites

Auth: Explorer+ Hub API key Query parameters:

Parameter	Type	Description
`vertical`	string	Business vertical (e.g., `restaurant`, `salon`)
`city`	string	City name
`state`	string	State abbreviation (e.g., `MI`)
`zip`	string	ZIP code
`capabilities`	string	Comma-separated capability list (e.g., `reservation_booking,menu_search`)
`verification_tier_min`	integer	Minimum participant verification tier (1–4)
`health_score_min`	integer	Minimum participant health score (0–100)

Example request:

GET /v1/hub/composites?vertical=restaurant&city=ann-arbor&state=mi&capabilities=reservation_booking&verification_tier_min=2
Authorization: Bearer hub_key_...

Response: A dynamically generated composite document listing all matching businesses, sorted by trust_score × health_score × listing_tier.

{
  "name": "Ann Arbor Restaurant Booking",
  "description": "Verified restaurants in Ann Arbor, MI offering reservation booking",
  "version": "dynamic",
  "composite_trust": 2,
  "avg_health_score": 94,
  "generated_at": "2026-05-06T12:00:00Z",
  "composed_of": [
    {
      "listing_id": "01JQXYZ...",
      "name": "Maria's Italian",
      "verification_tier": 3,
      "health_score": 98,
      "listing_tier": "premium",
      "capabilities": ["menu_search", "reservation_booking"],
      "mcp_url": "mcp://marias-italian.ready.ezforge.ai"
    },
    {
      "listing_id": "01JQABC...",
      "name": "Sakura Sushi",
      "verification_tier": 2,
      "health_score": 91,
      "listing_tier": "featured",
      "capabilities": ["reservation_booking"],
      "mcp_url": "mcp://sakura-sushi.ready.ezforge.ai"
    }
  ]
}

Composites are computed fresh on every request — not cached — to reflect real-time health and verification status. Query performance target: <200ms p95.

List your composites

Return all saved composites owned by the authenticated account:

GET /v1/hub/composites?mine=true

Auth: Explorer+ Hub API key Query parameters:

Parameter	Type	Description
`mine`	boolean	Must be `true` or `1` to enter owner-list mode
`created_by`	string	Optional filter: `agent`, `user`, or `system`

Page limit: The response returns up to 200 composites per call. When the result set is capped at 200, the response includes the X-Truncated: true header indicating that more records exist beyond the returned page. X-Truncated response header:

Header	Value	Meaning
`X-Truncated`	`true`	Result set was capped at 200; additional composites exist. Re-query with narrower `created_by` filter or use paginated browse instead.
(absent)	—	Fewer than 200 composites were returned; result is complete.

Example request:

GET /v1/hub/composites?mine=true&created_by=agent
Authorization: Bearer hub_key_...

Response:

{
  "data": {
    "composites": [
      {
        "id": "01JQXYZ...",
        "name": "Ann Arbor Lunch Options",
        "createdBy": "agent",
        "visibility": "private",
        "expiresAt": "2026-06-05T12:00:00Z",
        "compositeTrust": 2,
        "memberCount": 5,
        "avgHealthScore": 91
      }
    ]
  }
}

If the response includes X-Truncated: true, your result is incomplete. Use created_by to narrow the filter, or use the browse endpoint with pagination for full traversal of public composites.

Create custom composite

Save a composite definition for reuse:

POST /v1/hub/composites/custom

Auth: Builder+ Hub API key Request body:

Field	Type	Required	Description
`name`	string	Yes	Human-readable name
`description`	string	Yes	What this composite does
`query_definition`	object	Yes	Filter criteria (see below)
`visibility`	string	No	`"public"` or `"private"` (default: `"private"`)
`created_by`	string	No	`"user"` (default) or `"agent"`

query_definition fields:

Field	Type	Description
`vertical`	string	Business vertical
`city`	string	City name
`state`	string	State abbreviation
`zip`	string	ZIP code
`capabilities`	string[]	Required capability list
`verification_tier_min`	integer	Minimum participant tier (1–4)
`health_score_min`	integer	Minimum participant health score (0–100)

Example — user-owned public composite:

POST /v1/hub/composites/custom
Authorization: Bearer hub_key_...
Content-Type: application/json

{
  "name": "Detroit Date Night",
  "description": "Restaurants and entertainment venues in downtown Detroit",
  "query_definition": {
    "vertical": "restaurant",
    "city": "Detroit",
    "state": "MI",
    "capabilities": ["reservation_booking"],
    "verification_tier_min": 2
  },
  "visibility": "public"
}

Example — agent-created ephemeral composite:

POST /v1/hub/composites/custom
Authorization: Bearer hub_key_...
Content-Type: application/json

{
  "name": "Ann Arbor Lunch Options",
  "description": "Quick lunch options near downtown Ann Arbor",
  "created_by": "agent",
  "query_definition": {
    "vertical": "restaurant",
    "city": "Ann Arbor",
    "state": "MI"
  }
}

Response:

{
  "id": "01JQXYZ...",
  "name": "Detroit Date Night",
  "description": "Restaurants and entertainment venues in downtown Detroit",
  "visibility": "public",
  "createdBy": "user",
  "expiresAt": null,
  "compositeTrust": 2,
  "memberCount": 12,
  "avgHealthScore": 93,
  "createdAt": "2026-05-06T12:00:00Z"
}

Browse public composites

List the public composite catalog — system-generated and user-promoted composites:

GET /v1/hub/composites/browse

Auth: Explorer+ Hub API key Query parameters:

Parameter	Type	Default	Description
`created_by`	string	(both)	Filter by `system` or `user`
`page`	integer	1	Page number (1-indexed)
`limit`	integer	20	Results per page (max: 100)

Agent-created composites (created_by: agent) are never included in browse results. Only public composites are returned.

Results are ranked: compositeTrust DESC → memberCount DESC → avgHealthScore DESC Example request:

GET /v1/hub/composites/browse?created_by=system&page=1&limit=20
Authorization: Bearer hub_key_...

Response:

{
  "composites": [
    {
      "id": "01JQXYZ...",
      "name": "Ann Arbor Restaurants",
      "description": "Auto-generated featured composite for restaurant businesses in Ann Arbor, MI.",
      "visibility": "public",
      "createdBy": "system",
      "expiresAt": null,
      "compositeTrust": 2,
      "memberCount": 15,
      "avgHealthScore": 92,
      "queryDefinition": {
        "vertical": "restaurant",
        "city": "Ann Arbor",
        "state": "MI",
        "verification_tier_min": 2,
        "health_score_min": 50
      },
      "createdAt": "2026-03-28T10:00:00Z",
      "updatedAt": "2026-05-06T06:00:00Z"
    }
  ],
  "total": 47,
  "page": 1,
  "limit": 20
}

Composite SKILL.md

Every public composite exposes a SKILL.md document for agent discovery:

GET /v1/hub/composites/{id}/skill.md

Auth:

Public composites: any Explorer+ key
Private composites (including agent-created): owning account only

Response: A generated SKILL.md document with composite-specific hub fields:

name: Ann Arbor Restaurants
description: Auto-generated featured composite for restaurant businesses in Ann Arbor, MI.
version: dynamic

hub:
  composite_id: "01JQXYZ..."
  created_by: system
  composite_trust: 2
  member_count: 15
  avg_health_score: 92
  hub_url: "https://hub.ezforge.ai/composites/01JQXYZ..."
  generated_at: "2026-05-06T12:00:00Z"

composed_of:
  - name: "Maria's Italian"
    uri: mcp://marias-italian.ready.ezforge.ai
    verification_tier: 3
    health_score: 98
  - name: "Sakura Sushi"
    uri: mcp://sakura-sushi.ready.ezforge.ai
    verification_tier: 2
    health_score: 91
  # ... additional members

This document is regenerated on each request (consistent with Decision #7 — no caching).

Hub MCP server tools

The ezForge Hub MCP server exposes two composite tools for agents that consume Hub natively.

`hub_composites`

Query composites in real time using the dynamic composite API. Equivalent to GET /v1/hub/composites. Arguments:

Argument	Type	Required	Description
`api_key`	string	No	Hub API key (Explorer+); falls back to `HUB_API_KEY` env var
`vertical`	string	No	Business vertical
`city`	string	No	City name
`state`	string	No	State abbreviation
`zip`	string	No	ZIP code
`capabilities`	string	No	Comma-separated capability list
`verification_tier_min`	string	No	Minimum participant verification tier
`health_score_min`	string	No	Minimum participant health score

Auth: Explorer+

`hub_browse_composites`

Browse the public composite catalog. Equivalent to GET /v1/hub/composites/browse. Agent-created composites are never included. Arguments:

Argument	Type	Required	Description
`api_key`	string	No	Hub API key (Explorer+); falls back to `HUB_API_KEY` env var
`created_by`	string	No	Filter: `system` or `user` (default: both)
`page`	string	No	Page number (default: `1`)
`limit`	string	No	Results per page (default: `20`, max: `100`)

Auth: Explorer+ Example response:

{
  "composites": [
    {
      "id": "01JQXYZ...",
      "name": "Detroit Restaurants",
      "createdBy": "system",
      "compositeTrust": 3,
      "memberCount": 22,
      "avgHealthScore": 94
    }
  ],
  "total": 47,
  "page": 1,
  "limit": 20
}

Auth requirements summary

Endpoint	Required tier
`GET /v1/hub/composites`	Explorer+
`GET /v1/hub/composites?mine=true`	Explorer+
`GET /v1/hub/composites/browse`	Explorer+
`GET /v1/hub/composites/{id}/skill.md` (public)	Explorer+
`GET /v1/hub/composites/{id}/skill.md` (private)	Owning account
`POST /v1/hub/composites/custom`	Builder+
`PATCH /v1/hub/composites/{id}` (promote)	Builder+ (owning account)
Hub MCP tools (`hub_composites`, `hub_browse_composites`)	Explorer+

Hub

Documentation Index

​Overview

​Types of composite skills

​Per-business composition

​Cross-business composition (Hub-native)

​Trust rules

​created_by discriminator

​Agent composites

​Promotion flow

​Featured composites (created_by: system)

​API reference

​Dynamic composite query

​List your composites

​Create custom composite

​Browse public composites

​Composite SKILL.md

​Hub MCP server tools

​hub_composites

​hub_browse_composites

​Auth requirements summary

Overview

Types of composite skills

Per-business composition

Cross-business composition (Hub-native)

Trust rules

`created_by` discriminator

Agent composites

Promotion flow

Featured composites (`created_by: system`)

API reference

Dynamic composite query

List your composites

Create custom composite

Browse public composites

Composite SKILL.md

Hub MCP server tools

`hub_composites`

`hub_browse_composites`

Auth requirements summary