Visibility and control of AI services

Control how agents access LLM, MCP, API and A2A services. Inventory services and tools, identify risks and manage access through your existing gateways.

MVP · Lab-tested · Ready to try
Collector in your environmentFree AltprobeKeep your gateway
Services, tools and connections.
sample-stack / activitySAMPLE DATA
From call to decisionGATEWAY EVENTS
HTTP events AI agent agent Gateway verified agent LLM API model calls MCP server tools/call REST API /api/search Altprobe
Interaction overviewOVERVIEW

Which services are used and which changes need attention.

Connect the gateway
you already use.

APISIXenvoyOpenRestyKONGtraefikHigress
What Alertflex gives you

Less guesswork.
More clarity.

From a list of API and MCP services and tools — to understanding connections and risks.

01 / INVENTORY

API and MCP inventory

Bring information about API and MCP services and their tools together in one place. See which agents use them and what changes.

Services and tools
02 / ANOMALIES

Incidents and traces

An incident flags an anomaly in an agent's calls to LLM, MCP, API or A2A services. Traces and AI Assistant help you understand why it happened.

Traces and AI Assistant
03 / ACCESS

Access management

Manage agents' access to services from one console. Your gateways apply those decisions.

Access control

Everything on one screen.

ALERTFLEX SCREENS · TEST LAB DATA

From data to action

Altprobe collects.
Alertflex helps you understand.

Search events in OpenSearch. Use Alertflex to investigate traces and incidents, get AI explanations and manage access.

Your infrastructure
AI agentsYour gatewaysLLM, MCP, API and A2ASoftware inventory (SBOM)
AltprobeEvent collection and correlation
OpenSearchSearch and reports
AlertflexTraces and AI Assistant
Access management
↖ Access decisions are applied at the gateway
01

Connect your gateway

Altprobe collects data on MCP services, tools and agent calls through the gateway you already operate.

02

Capture a sequence of events

Set a trigger for an event that matters. When it matches, a trace is captured — a sequence of related events for investigation.

03

Get an explanation

AI Assistant helps you investigate an incident or trace and explains what happened in plain language.

04

Manage access

Restrict access when needed. View decisions and their history in the console.

Monitoring and access management can be enabled separately. For advanced monitoring and access management capabilities, the gateway must identify agents by an access key via Alertflex.

Different gateways. One console.

Choose your gateway and start with a ready-to-run lab. Add control to the infrastructure you already use.

Prebuilt rules and free tools

Add context and additional checks with free open-source tools.

01 / ANOMALIES

Anomalies in gateway traffic

Inspect traffic to LLM, MCP and API services through your gateway with prebuilt Altprobe rules and OWASP CRS. Add Qwen3Guard via Ollama for additional checks.

  • Altprobe rules
  • OWASP CRS
  • Ollama
  • Qwen3Guard
02 / CONNECTIONS

Unwanted agent requests that bypass your gateway

Detect direct connections to LLM services by correlating Suricata network events with Falco events from processes and containers.

  • Suricata
  • Falco
03 / SBOM

Agent software composition and vulnerabilities

Analyze agent software composition using SBOMs and find known vulnerabilities in its components. Use Trivy or combine Syft with Grype.

  • Trivy
  • Syft + Grype
Try it for your use case

Start with a ready-to-run lab.

See how it works with test data. Then connect your own services.

COLLECTORFREE

Start monitoring with Altprobe.

Security events, OTEL traces and agent software vulnerability findings in OpenSearch. Use Altprobe with OpenSearch for monitoring — Alertflex is not required.

  • All collected OTEL traces in OTLP/JSON: built-in collection or external sources
  • Agent software composition analysis using SBOMs, with vulnerability findings exported in OCSF
  • Security events in OCSF for OpenSearch Security Analytics with configured field mappings and detectors
  • Traffic analysis for LLM, MCP and API calls: Altprobe and OWASP CRS rules, plus correlation of Suricata and Falco IDS events
  • Six ready-to-run open-source gateway labs with tests and sample traffic, plus over 70 open-source IDS rules
START WITH APISIX
git clone https://github.com/olegzhr/altprobe.git
PLATFORMGUIDED PILOT

Investigate and manage with Alertflex.

MCP service and tool inventory, agent software composition and vulnerabilities, incidents, traces and access management — in one Alertflex console.

  • Traces captured by your triggers
  • AI Assistant for event investigation
  • Access management and decision history
  • MCP services, tools and agent connections

Together, we'll find a deployment approach that fits your services and goals.

Frequently asked questions

What to know.

A quick guide to capabilities and getting started.

More questions?
What can I use for free?

Altprobe, integrations and test labs are free. Alertflex deployment and support are discussed separately.

What can I see?

See LLM API calls, MCP services and tools, and interactions with API and A2A services (agent-to-agent).

What is an incident?

An incident is a detected anomaly in an agent's calls to LLM, MCP, API or A2A services — such as a suspicious tool call or an unusual sequence of requests. It highlights activity that needs review.

How do traces work?

Set a trigger — a condition for capturing related events. Review the resulting trace (a sequence of related events) yourself or investigate it with AI Assistant.

How do I manage access?

Allow or block access in the console. Gateways apply those decisions.

Where is my data stored?

Deploy Alertflex in your own environment and keep control of your data. You choose whether to use AI Assistant and which model to connect — local or external. Before AI analysis, the system masks detected personal data.

How do I get started?

Run a ready-to-use test lab. Then pilot it with your own traffic.

Let's discuss your use case

Keep your AI services under control.
Manage their interactions.

Tell us what you want to see and control. Together, we'll decide where to start.