mdfifty50-boop

Structured execution trace and span logging for AI agents

Context window token analysis and budget management

Encrypted secrets and credential management for agents

Hard scope boundaries to prevent AI agent drift

Output quality control and validation for AI agents

MCP server discovery, indexing, and registration

GCC regulatory intelligence, ZATCA e-invoicing, and Arabic NLP for AI agents

Inject deep domain knowledge into any AI agent

Professional document generation from structured data

ZATCA, UAE CT, EU AI Act regulatory compliance for AI agents

Agent tracing, cost tracking, anomaly detection for LLM agents

Security scanning and threat detection for AI agents

Record and replay AI agent execution for debugging

Constitutional guardrails and loop detection for AI agents

Multi-agent billing and cost allocation tracking

Agent-to-agent communication bridge for multi-agent systems