2-Minute Integration — Zero Dependencies

Add Deterministic Enforcement in 2 Minutes

Exogram is pure Python middleware between your agent and your execution layer.

Zero AI in the loop. 0.07ms evaluation. Works with every framework.

The Execution Boundary

There is no native enforcement layer in current LLM frameworks. Exogram is deployed at the boundary between your agent logic and your internal tools.

  • No infrastructure changes
  • No model changes required
  • No prompt retraining

Production Readiness Analyzer

Paste your current agent execution logic to check for unhandled vulnerability paths.

Used in production to enforce:
  • → database operations
  • → financial actions
  • → API integrations
  • → filesystem access

The Integration Diff

Time to integrate: ~2 mins

Stop trusting the LLM payload blindly. Add the deterministic execution boundary.

agent_execution.py
  from exogram import ExogramClient  client = ExogramClient(api_key="exo_live_...")  def run_agent_action(prompt):      tool_call = llm.generate_response(prompt)+     verdict = client.evaluate(tool_call)+     if not verdict.is_safe:+         return handle_rejection(verdict.error)-     execute(tool_call.arguments)  # blind trust+     execute(tool_call.arguments)  # governed

Three Lines of Code

Exogram does not replace your stack. It sits between your agent and execution.

01Install
pip install exogram

Lightweight Python SDK. No system dependencies. No GPU. No model downloads.

02Initialize
client = ExogramClient(api_key="exo_...")

One line. Connects to the Exogram evaluation edge. Sub-millisecond latency.

03Evaluate
verdict = client.evaluate(action, payload)

Intercept every tool call. Get PERMIT or DENY with a precise error trace.

Works With Your Stack

REST API or MCP. Any framework. Same deterministic engine.

OpenAI
Tool Calling
Anthropic
MCP / Tool Use
LangChain
Tool Intercept
CrewAI
Task Delegation
AutoGen
Function Calls
LlamaIndex
Query Engine
Google Vertex
Function Calling
Custom REST
Any HTTP Client
No prompt tuning required. No retries required. No guardrails in prompts.

Exogram enforces what AI is allowed to do at the execution boundary.