AI Agent Governance — Safe MCP and API Execution for LLM Agents.
MCP server registry · API allowlist · constrained execution · audit logs
Most engineering teams can't ship LLM agent features because security won't approve open API access. AgentG8 is the AI agent governance layer that changes the answer — define an MCP server registry and API allowlist, enforce constrained execution where agents only call registered tasks, and generate tamper-evident audit logs for every action. Shadow MCP servers and hallucinated tool calls are structurally blocked.
Or download the AI Agent Security Checklist — 12 things to verify before connecting AI to your systems. Free.
Giving LLM agents open API access — and unvetted MCP servers — is the wrong model.
When agents can call any API or connect to any MCP server, they will — wrong endpoints, shadow MCP integrations, unauthorized data access, actions nobody approved. The problem isn't the model — it's the absence of an AI agent governance layer defining what it's allowed to do.
AI calls APIs you never intended
No control over what actions are possible
Credentials exposed to the model
Shadow MCP servers run unchecked
No visibility into what AI actually did
An MCP server registry and API allowlist that defines everything the agent can do.
Register your internal APIs and approved MCP servers as named tasks. The agent plans using only what's in the registry — constrained execution means nothing outside the allowlist can run. Every step is schema-validated, logged in a full audit trail, and optionally gated behind human approval.
From prompt to safe execution
Register your APIs and MCP servers
Define your internal APIs and approved MCP servers as named tasks with input/output schemas. These form the allowlist — nothing outside the registry can run.
AI plans from the registry
The agent sees your registered tasks and builds a step-by-step plan from them. It cannot invent actions, call arbitrary endpoints, or go outside the list.
Plan is validated
Every step is checked against your schemas and policies before anything runs. Invalid or out-of-registry calls are rejected automatically.
Approval for sensitive actions
Flag specific tasks as requiring human sign-off. Emails, refunds, data changes — nothing runs until approved.
Execution via private worker
Tasks run inside your infrastructure through a private worker. Your credentials never leave your environment and no inbound access is required.
Full monitoring and logs
Every plan, step, input, output, approval, and error is logged. Full visibility into exactly what the agent did and why.
Watch the agent plan in real time
Type a natural language instruction. AgentG8 searches the registry and builds a validated, executable plan — step by step.
Why plans first?
Generating a plan is easier for AI than calling APIs directly
APIs require exact structure: endpoints, parameters, authentication, schemas, error handling, and timing. A plan is different. It is a natural-language bridge between the user’s goal and the actions an agent should take.
Plans are forgiving
The AI can describe intent, sequence, and reasoning without needing every API field to be perfect on the first try.
APIs are brittle
One missing parameter, wrong tool, invalid token, or misunderstood schema can break the whole action.
Plans are inspectable
Humans and systems can review, validate, modify, or approve the plan before execution happens.
AgentG8 uses planning as an intermediate layer: the AI decides what should happen first, then the system can safely translate that plan into API calls. This makes agents easier to debug, safer to control, and more reliable in real-world workflows.
Reproducible success
Save successful plans so agents can repeat what worked
AI can generate a useful plan, but it can also make mistakes. By saving plans that have already succeeded, AgentG8 turns one-time wins into reusable workflows that can be replayed, reviewed, and improved over time.
Less guessing
Instead of asking the AI to invent a new approach every time, the agent can start from a plan that already produced the right result.
Easier debugging
Saved plans make it clear which steps were used, what changed, and where a workflow failed if something breaks later.
Repeatable workflows
Teams can reuse proven plans across similar tasks, making agent behavior more consistent and predictable.
AgentG8 treats successful plans like reusable playbooks. Once a plan works, it can be saved as a trusted starting point, reducing hallucinated steps and helping agents reproduce reliable outcomes instead of starting from scratch every time.
Everything you need for controlled agent execution
MCP & API Registry
Register your internal APIs and approved MCP servers as named tasks with typed schemas. These form the allowlist — the only actions the agent can plan with.
Constrained Execution
The agent plans exclusively from registered tasks and approved MCP servers. It cannot call arbitrary APIs, connect to shadow MCP servers, or act outside the allowlist.
Monitoring
Real-time visibility into every plan the agent generates, every step it runs, and every result it receives.
Full Audit Logs
Every plan, step, input, output, approval, and error — tamper-evident audit trail with timestamps for compliance, SOC 2, and incident debugging.
Private Workers
Execute tasks inside your own infrastructure. No inbound access required. Credentials never leave your environment.
Approval Flows
Mark specific tasks as requiring human sign-off. Nothing runs until approved.
Auth Isolation
API keys and OAuth tokens stay inside your worker. The LLM never sees credentials.
Policy Engine
Control which agents, users, and workflows can execute which tasks.
Designed for private and internal APIs
Many business-critical APIs are not public. AgentG8 can route approved tasks to private workers running inside your infrastructure, so agents can execute internal workflows without exposing your network or credentials.
- No inbound access required
- Worker pulls approved jobs
- Credentials stay inside your environment
- Full audit trail remains available
Built for teams ready to automate with AI.
Whether you're just starting with AI or have advanced implementations, AgentG8 gives you the security layer to connect AI to real business systems.
Not a workflow builder. Not an agent framework.
Workflow tools let humans automate. Agent frameworks let LLMs call any tool. AgentG8 does something different: it defines a hard boundary around what the agent is allowed to do, then monitors and logs everything inside that boundary.
Generic automation
- Human-built workflows
- Open tool access — AI calls anything
- No registry boundary
- Shared credentials
- No monitoring or logs
- Public API focus only
AgentG8
- LLM-generated plans from your registry
- Registry-only — AI cannot go outside the list
- Constrained execution by design
- Auth isolation — credentials stay in your worker
- Full monitoring, logs, and audit trail
- Private worker for internal APIs
Get early access to AgentG8
Join forward-thinking companies building the future of AI automation. Be among the first to connect AI safely to your business systems.
Questions, answered.
AgentG8 is a security layer that lets you connect AI to your business systems safely. It turns your APIs into controlled tasks that AI can use, while you maintain full control over what executes.
No! AgentG8 works with any AI system. You just connect your existing APIs and let AI generate plans - we handle the security and compliance.
Yes. AI never sees your API keys or sensitive data. Tasks run in secure environments, and every action is logged for audit trails.
Any system with an API - CRMs, email services, databases, payment processors, internal tools, and more. We support both public and private APIs.
Early access is free for qualified teams. Pricing will be announced closer to general availability, with options for different usage levels.
We're currently in early access with select partners. General availability is planned for Q2 2026.
Ready to give AI a controlled set of tools?
Join the early access program and be the first to run AI agents that can only do exactly what you've registered — nothing more.
Get early access