Zero-trust for AI agentsRuntime agent security · continuous governance

Catch agents
going rogue.

The runtime security layer for every AI workflow you run. Trappr stops prompt injection, keeps your sensitive data out of third-party LLMs, and catches tampering the second it happens — across n8n, Make, Dify, LangChain, and beyond.

88% breachedof agent deployers report security incidents
$12.8B marketby 2034 · 49.2% CAGR
0 direct competitorsacross Trappr's core use cases
trappr · live · workspace · dify-prod
12 workflows protected
Triggerwebhook · POST
LLM Callclaude · sonnet
Tool · DBpostgres · read
CODE · rogueadded 14:02
Sendemail · out
TAMPER DETECTEDnode added — CODE / exfil. integrity violation detected · session quarantined
Works with
n8n·Make·Dify·LangChain·Flowise·Zapier·OpenAI·Anthropic·Gemini
The problem

AI agents are a new attack
surface nobody's watching.

Your IDS doesn't speak prompt. Your WAF doesn't read workflow graphs. The moment you ship an agent, you ship an unmonitored execution layer.
01 · INVISIBLE

Prompt injection is invisible

Attackers manipulate your agent's system prompt mid-run. You find out from customers, not your stack.

02 · UNDETECTED

Workflow tampering goes undetected

Someone adds a rogue node, changes a connection, or swaps your LLM provider. Your automation just… runs it.

03 · LEAKING

Sensitive data leaks to LLMs

PII, internal terms, and API keys get sent verbatim to third-party models. No log. No mask. No trail.

Free · No sign-up · Instant

Is your AI agent secure?
Find out for free.

Upload your n8n workflow JSON or connect your instance. We'll scan it for prompt injection vectors, unauthenticated webhooks, hardcoded credentials, and more — then send you a full report.

Get your free security report→
✓ n8n workflows — upload JSON or connect via API key✓ Score breakdown across 4 security dimensions✓ Full report with remediation steps to your inbox
How it works

Deploy in minutes.
Protect forever.

No SDK. No agents to install. Connect your platform and Trappr begins protecting your workflows immediately — watching every run.
STEP 01

Connect your platform

Link your n8n, Make, Dify, or custom workflow. Trappr immediately begins monitoring every node, every connection, every prompt.

STEP 02

Trappr activates protection

Protection activates silently across your agent estate the moment Trappr is connected. Any integrity violation surfaces as an actionable incident — not a log line.

STEP 03

Monitor in real time

Every workflow is continuously monitored against its approved baseline. Any deviation — added node, changed connection, modified prompt — triggers an instant alert.

STEP 04

DLP masks secrets automatically

Sensitive data, PII, and custom-defined terms are protected before they ever reach the model. Your data never leaves your perimeter.

Features

Everything you need.
Nothing you don't.

Eight capabilities. One dashboard. Designed for the team that already has too many tabs open.

Canary tokens

Precision detection that activates the instant prompt integrity is compromised — before any damage can propagate downstream.

Tamper detection

Continuous integrity verification across every component of your workflow. Any deviation from the approved state is flagged and quarantined immediately.

DLP masking

Sensitive data is protected before it reaches any model — with full response handling to keep your workflows transparent end-to-end.

Real-time alerts

Slack, email, or webhook alerts the moment something goes wrong. No polling. No delay.

AI gateway

Route LLM traffic through Trappr. Log every request, cost, latency, and DLP event in one place.

Multi-platform

n8n, Make, Dify, LangChain, Flowise, Zapier, custom agents. One dashboard for all of them.

Agent vault

Every agent gets a unique identity, integrity monitoring, and a scoped API key — all managed and rotatable from a single console.

Execution tracking

Full lifecycle tracking of every workflow run — who, what, when, how long, and what it cost.

Platform

The Trappr AI
Control Plane

One platform, three planes. Visibility tells you what agents exist. Control proves who each agent is before it executes. Enforcement watches how it behaves — and stops it when behaviour drifts from charter.
What agents exist?

Visibility Plane

Universal Agent Console

Single dashboard across every framework — one pane of glass for the entire agent estate.

Agent Registry

Complete inventory of every known and discovered agent, human-owned or machine-owned.

Trappr Observe

Deep observability into agent reasoning, tool calls, and memory access.

Immutable Audit Trail

Every agent action logged, timestamped, and signed — regulator-ready by default.

Who is this agent?

Control Plane

Certificate Engine

Hardware-bound TPM/HSM identity issued to every agent — a passport, not a password.

Pre-Execution Validator

Policy-enforced validation before every execution. Deviations from charter are blocked before they run.

Delta Engine

Distinguishes legitimate model drift from adversarial injection in real time.

Policy Engine

Per-agent, per-workflow governance rules expressed as enforceable policy.

Is it behaving?

Enforcement Plane

Sentinel Probes

Periodic integrity queries during live execution — behavioural UEBA for agents.

Credential Protection

Just-in-time permission provisioning with automatic revocation.

Enforcement Mode

Contain, sandbox, or terminate anomalous agents — detection with teeth.

Trappr API Marketplace

Every capability consumable as an API — security embedded where agents are built.

Framework-agnosticClaudeGPT / CodexGeminiLangGraphCrewAIAutoGenn8nZapierMakeCustom Python→ Outputs toSplunkSentinelQRadarElasticSOAR
Capabilities

Capabilities you
can switch on

Each capability answers a threat already present in production agent deployments — and each runs on the same control plane, so adding one adds context to all.

Trappr Certify

Hardware-bound identity attestation with pre-execution policy validation. No certificate, no execution — the trust anchor for everything else.

Pre-Runtime Certification · Priority patent filing

Trappr Discover

Finds every unsanctioned agent, copilot, and automation running in your environment — then brings it into the registry and under policy.

Shadow AI Discovery
Solutions

Packaged for the
way you operate

Solutions combine platform and capabilities into outcomes — scoped for regulated industries, delivery partners, and the risks boards actually ask about.
BFSI & NBFC

Regulated Agent Governance

Deploy agents in banking and financial services without failing the audit. Policy packs aligned to RBI expectations, DPDP, and internal risk frameworks.

  • Pre-approved agent charters with enforced boundaries
  • Immutable audit trails mapped to regulatory evidence
  • Segregation of duties for agent-initiated transactions
Enterprise CISO

Shadow AI Governance

Discover, register, and govern every unsanctioned agent in the estate — turning invisible risk into a managed inventory in weeks, not quarters.

  • Estate-wide discovery and registry onboarding
  • Risk-tiered policy rollout by agent criticality
  • Executive dashboard for agent posture reporting
Risk & Insurance

Cyber Insurance Readiness

Demonstrable agent security posture that underwriters can price. Continuous evidence of control replaces annual questionnaires.

  • Auditable certification status for every agent
  • Behavioural incident history with enforcement records
  • Posture reports formatted for underwriting review
System Integrators

Secure Agent Delivery for SIs

A white-glove security layer that SI partners embed into every agentic transformation they deliver — sold with the project, governed for its life.

  • Partner-deployable reference architecture
  • Multi-tenant console for managed clients
  • Co-branded compliance reporting for end customers
Platform & Product Teams

AI Supply Chain Assurance

Trust verification for everything your agents depend on — MCP servers, tool integrations, model endpoints, and package dependencies.

  • MCP server integrity scanning before connection
  • Tool invocation guardrails at runtime
  • Continuous validation of third-party agent components
SOC & Detection Teams

Agentic Threat Detection

Extend UEBA discipline to the non-human workforce. Memory poisoning, injection, and drift surfaced in the SIEM your analysts already live in.

  • Native output to Splunk, Sentinel, QRadar, Elastic
  • SOAR playbook triggers for automated containment
  • Behavioural baselines per agent, not per rule
Professional Services

Expertise alongside
the platform

Agentic security is a new discipline. These services build the capability inside your organisation while Trappr governs the estate.
PS·01

Agentic Security Assessment

A structured audit of your current agent estate — inventory, exposure mapping, charter gaps, and a prioritised remediation roadmap.

PS·02

Trappr Academy — Training & Certification

Role-based programmes for SOC analysts, architects, and developers, leading to the Certified Agentic Security Practitioner credential.

PS·03

Deployment & Integration

Platform rollout, SIEM/SOAR wiring, policy design, and framework onboarding — from pilot cohort to estate-wide governance.

PS·04

Agentic Red Teaming

Controlled adversarial exercises against your agents — prompt injection, memory poisoning, and supply chain simulation with evidence-grade reporting.

PS·05

Managed ABAC

Trappr's team operates your agent security around the clock — behavioural monitoring, triage, and enforcement as a managed service.

PS·06

Compliance & Governance Advisory

Advisory for boards and risk committees on agent governance frameworks, aligned to RBI guidance, DPDP, and the EU AI Act.

Demo

See Trappr detect a live
security incident.

A Dify workflow. An unauthorised node appeared mid-operation. Trappr flagged the breach instantly — red node, critical alert, full incident report.
trappr / workspaces / dify-prod / workflows / customer-support-v3
CRITICAL · INCIDENT-04F2
workflow · live scan
WebhookPOST /support
LLM · classifyclaude-sonnet
OK
Knowledge basevector search
OK
LLM · respondclaude-sonnet
OK
CODE · ⚠ rogueadded 14:02 · unknown
TAMPERED
Replysend · user
OK
Incident · 14:02:31 UTC

Workflow tampering detected

An unauthorised CODE node was inserted between the response LLM and reply. Workflow integrity verification failed — current state does not match the approved baseline. Session quarantined pending review.

−workflow · approved baseline · verified
+workflow · current state · INTEGRITY FAILED
+node detected · CODE · author: unknown
+edge: respond → CODE → reply
Severity
CRITICAL · 9.4
Action taken
Quarantined
Notified
#sec-alerts · oncall
Replay
trappr.io/r/4f2b
Live demo

See Trappr in action.
We'll walk you through it.

Leave your details and we'll reach out within 24 hours to schedule a personalised demo — tailored to your stack and use case.

30-minute live walkthrough
Your workflows, your threat model
No sales pressure — just the product

Book a demo

Your agents are already
running. Bring them
under control.

Companies contact us to get started. We scope, deploy, and govern your agent estate together — no self-serve, no surprises.

Zero-trust for every
agent you deploy.

Talk to us about your agent estate. We'll show you what Trappr finds in your environment — and what it takes to govern it.