Documentation Index
Fetch the complete documentation index at: https://docs.meshai.dev/llms.txt
Use this file to discover all available pages before exploring further.
What is MeshAI?
MeshAI provides unified observability, governance, and cost intelligence for enterprise AI agent deployments. It discovers, monitors, and governs all AI agents across your organization — regardless of framework or vendor.The Problem
Organizations are deploying AI agents faster than they can track them. This creates:- Agent sprawl: 144:1 non-human identities per employee, most ungoverned
- Reliability gaps: 20-step agent chains have only ~36% end-to-end reliability
- Cost opacity: Token spend is invisible and unattributed across teams
- Compliance risk: EU AI Act enforcement deadline is August 2, 2026
Four Pillars
Agent Discovery & Registry
Auto-discover all AI agents. Detect shadow agents, maintain a living inventory, monitor health in real time.
ML-Powered Anomaly Detection
Four detection algorithms catch cost spikes, reliability decay, behavioral drift, and security threats every 5 minutes.
Cost Intelligence
Token-level spend attribution by team, project, and agent. Budget guardrails with automatic enforcement.
Governance & Compliance
Six policy types enforced in real-time. HITL approval workflows. EU AI Act readiness scoring.
Two Ways to Connect
Proxy (Zero-Code)
One env var change. All LLM requests flow through MeshAI’s transparent proxy for automatic monitoring.
SDK (Code)
Python SDK with auto-tracking for OpenAI, Anthropic, CrewAI, LangChain, and AutoGen.