Agent Forge Overview
Agent Forge is Prediction Guard’s intuitive web-based platform for building, managing, and deploying AI agents without writing code. It enables teams to create specialized AI assistants tailored to specific use cases, complete with knowledge bases, MCP tool integrations, security controls, and custom configurations.
What is Agent Forge?
Agent Forge is a comprehensive agent development and management platform that allows you to:
- Build Custom AI Agents: Create specialized agents with custom instructions, knowledge bases, and configurations
- No-Code Interface: Design and deploy agents through an intuitive web interface without programming
- Knowledge Base Integration: Connect agents to organizational knowledge through document uploads and vector search
- Enterprise Security: Built-in PII detection, prompt injection protection, and access controls
- Collaborative Platform: Share agents across your organization and manage team access
- MCP Tool Integration: Connect agents to external tools, APIs, and data sources via native Model Context Protocol support
- Production-Ready: Deploy agents that integrate seamlessly with your Prediction Guard infrastructure
Key Capabilities
Agent Building & Configuration
Agent Forge provides comprehensive tools for building sophisticated AI agents:
- Model Selection: Choose from available LLMs deployed in your Prediction Guard instance
- System Prompts: Define agent behavior, personality, and expertise with detailed instructions
- Advanced Generation Settings: Fine-tune temperature, Top P, Top K, and max output tokens for optimal responses
MCP Tool Integration
Extend agent capabilities beyond language generation with native Model Context Protocol (MCP) support:
- Organization-Level MCP: Administrators can configure shared MCP servers available to all agents
- Agent-Level MCP: Individual agents can connect to custom MCP servers for specialized needs
- Live Data Access: Query databases, APIs, and external services in real-time
Knowledge Base Management
Empower your agents with organizational knowledge:
- Document Upload: Support for various file formats including PDFs, text files, and more
- Vector Search: Automatic embedding generation and semantic search capabilities
- Advanced Vector Search Settings: Configure minimum relevance thresholds for knowledge retrieval
- Context Management: Control maximum results and context size for optimal performance
Roles & Permissions
Agent Forge uses a role-based access model to control what each user can do:
- Admin: Invite and remove users, plus all Builder capabilities
- Builder: Create, configure, and manage agents
- User: Chat with agents shared across the organization
Security & Access Control
Enterprise-grade security features made available to every agent:
- Prompt Injection Protection: Detect and block malicious prompt injection attacks
- PII Detection & Replacement: Automatically identify and redact personally identifiable information
- Topic Filtering: Control conversation scope and prevent off-topic interactions
- Organization Sharing: Manage agent visibility and access across your organization
Chat Interface
Intuitive interface for interacting with agents:
- Conversation Management: Create, search, and organize chat sessions
- File Upload Support: Share documents with agents during conversations
- Drag-and-Drop: Easy file attachment through drag-and-drop interface
Use Cases
Agent Forge is designed for a wide range of enterprise applications:
Compliance & Regulatory Agents
Build agents specialized in regulatory compliance, such as financial services compliance monitoring, healthcare data regulations, or industry-specific standards adherence.
Security Advisory Agents
Create security-focused agents that help teams navigate security protocols, analyze vulnerabilities, or provide best practices for secure development.
Operations Optimization
Deploy agents that assist with operational efficiency, cost analysis, system monitoring, or process automation recommendations.
Knowledge Management
Build internal knowledge agents that help employees find information, understand company policies, or navigate complex documentation.
Industry-Specific Assistants
Create domain-expert agents for retail operations, manufacturing processes, logistics management, or any specialized industry need.
Quick Start
Getting started with Agent Forge is simple:
- Receive Invitation: Your organization admin will send you an email invitation
- Create Account: Sign up with your email and create a secure password
- Explore Shared Agents: Start by chatting with agents shared by your organization
- Build Your First Agent: Click “Create New Agent” and configure your custom agent (‘Member’ level and above)
- Connect MCP Tools: Attach organization or custom MCP servers to extend your agent’s capabilities
- Add Knowledge: Upload relevant documents to create a knowledge base
- Test & Iterate: Chat with your agent and refine its configuration
- Share with Team: Enable organization sharing when ready for team use
Benefits
For Developers
- Rapid Prototyping: Build and test agent concepts in minutes
- No Backend Code: Focus on agent behavior, not infrastructure
- API Integration: Agents use your existing Prediction Guard deployment
For Business Users
- Self-Service: Create agents without technical dependencies
- Domain Expertise: Leverage your knowledge to build specialized assistants
- Immediate Value: Deploy production-ready agents quickly
For Organizations
- Centralized Management: Single platform for all organizational agents
- Knowledge Sharing: Distribute expertise through shared agents
- Security & Compliance: Enterprise-grade controls and audit trails
- Cost Efficiency: Maximize ROI on your Prediction Guard investment
Next Steps
Ready to get started? Continue with:
- Getting Started - Account setup and first login
- Chatting with Agents - Learn the chat interface
- Building Agents - Create your first agent
- MCP Integration - Connect agents to external tools and data sources
- Knowledge Base - Add RAG-based knowledge base to agents

