@memberjunction/ai-agent-manager-core

Core package for the MemberJunction Agent Manager system -- a multi-agent pipeline that designs, validates, and persists new AI agents from natural language descriptions. This package contains three specialized agents and the AgentSpecSync utility for database persistence.

Architecture

graph TD
    A["PlanningDesignerAgent
(Research + Design)"] -->|produces design| B["ArchitectAgent
(Validate + Build Spec)"]
    B -->|produces AgentSpec| C["BuilderAgent
(Persist to DB)"]
    C -->|uses| D["AgentSpecSync
(Database Sync)"]
    D -->|creates/updates| E["AI Agents + Prompts
+ Actions + Steps
+ Relationships"]

    A -->|extends| F["BaseAgent
(@memberjunction/ai-agents)"]
    B -->|extends| F
    C -->|extends| F

    style A fill:#7c5295,stroke:#563a6b,color:#fff
    style B fill:#7c5295,stroke:#563a6b,color:#fff
    style C fill:#7c5295,stroke:#563a6b,color:#fff
    style D fill:#2d8659,stroke:#1a5c3a,color:#fff
    style E fill:#b8762f,stroke:#8a5722,color:#fff
    style F fill:#2d6a9f,stroke:#1a4971,color:#fff
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Agent Pipeline

sequenceDiagram
    participant User as User Request
    participant PD as PlanningDesigner
    participant AR as Architect
    participant BU as Builder
    participant DB as Database

    User->>PD: "Create an agent that..."
    PD->>PD: Research existing agents
    PD->>PD: Research available actions
    PD->>PD: Research database schema
    PD->>PD: Produce TechnicalDesign
    PD-->>AR: TechnicalDesign payload
    AR->>AR: Transform to AgentSpec JSON
    AR->>AR: Validate fields + references
    AR->>AR: Auto-correct minor issues
    AR-->>BU: Validated AgentSpec
    BU->>BU: Create AgentSpecSync
    BU->>DB: SaveToDatabase()
    DB-->>BU: AgentSpecSyncResult
    BU-->>User: Created agent ID + mutations
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Components

PlanningDesignerAgent

Designs agent architectures by researching existing capabilities before producing a design. Overrides validateSuccessNextStep to enforce that required research actions are called before finalizing designs.

Key responsibilities:

• Force discovery of existing agents before selecting actions
• Force discovery of available actions before designing
• Force database schema research for CRUD operations
• Prevent hallucination of non-existent entities or actions
• Ensure designs are research-backed, not assumption-based

ArchitectAgent

Transforms technical designs into validated AgentSpec JSON objects. Validates all references and auto-corrects minor issues before passing to the Builder.

Key responsibilities:

• Validate required fields (Name, TypeID, etc.)
• Verify action IDs exist in the database
• Verify prompt IDs exist if specified
• Validate SubAgent structure
• Auto-correct casing and missing optional fields
• Force retry with detailed errors if validation fails

BuilderAgent

A code-based agent (overrides executeAgentInternal to bypass chat loop) that persists validated AgentSpecs to the database. Runs once and returns success or failure.

Key responsibilities:

• Receive validated AgentSpec from payload
• Create AgentSpecSync instance
• Persist all related records to database
• Track mutations in AI Agent Run Steps
• Return created agent ID or detailed error

AgentSpecSync

Utility class for synchronizing AgentSpec objects with the database. Handles creation, updates, and deletion of all related records with diff-based orphan cleanup.

Key capabilities:

• Creates/updates AI Agent records
• Manages prompts and agent-prompt associations
• Manages action associations
• Manages sub-agent relationships via AI Agent Relationships
• Manages agent steps and step paths
• Performs topological sorting for dependency ordering
• Returns detailed mutation log (AgentSpecSyncMutation[])

Installation

npm install @memberjunction/ai-agent-manager-core
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Usage

Using AgentSpecSync Directly

import { AgentSpecSync } from '@memberjunction/ai-agent-manager-core';
import { AgentSpec } from '@memberjunction/ai-core-plus';

const spec: AgentSpec = {
    Name: 'My Custom Agent',
    TypeID: 'type-uuid-here',
    Description: 'An agent that processes customer feedback',
    Actions: [
        { ActionID: 'action-uuid-1' },
        { ActionID: 'action-uuid-2' }
    ],
    SubAgents: []
};

const sync = new AgentSpecSync(spec, contextUser);
sync.markDirty();

const result = await sync.SaveToDatabase();

if (result.success) {
    console.log('Agent created with ID:', result.agentId);
    for (const mutation of result.mutations) {
        console.log(`${mutation.Operation} ${mutation.Entity}: ${mutation.Description}`);
    }
}
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Key Types

Class Registration

Dependencies

• @memberjunction/ai-agents - BaseAgent, PayloadManager
• @memberjunction/ai-core-plus - AgentSpec, ExecuteAgentParams, extended entity types
• @memberjunction/aiengine - AIEngine for model resolution
• @memberjunction/core - Metadata, RunView, entity operations
• @memberjunction/core-entities - AI Agent, Step, Action, Relationship entities
• @memberjunction/global - Class registration via @RegisterClass
• @memberjunction/templates - TemplateEngineServer for prompt rendering