THE BUYER'S FIELD GUIDE

AI Agent Runtime Authorization & Control Tools

Products that make and enforce policy decisions at the moment an agent acts — authorizing tool and API calls, mediating MCP and model traffic, requiring human approval, sandboxing execution, and revoking access.

48 related offerings · 13 primary listings · 35 overlapping listings

Product research snapshot September 6, 2026 · Editorial guide September 7, 2026 · Published by DutyGraph

When to explore this layer

Look here when a proposed agent can perform consequential actions and you need a decision at execution time. A policy written in a manifest is only useful if the execution path checks it. Draw the full path from agent to tool to target system before assessing coverage.

ILLUSTRATIVE EVALUATION · NOT A CUSTOMER RESULT

Put a real task in the demonstration.

For a fictional procurement agent, allow preparation of a supplier draft but require a separate approval for activation. Try the activation through each available tool path, alter the payload after approval, and make the authorization service unavailable. The demonstration should reveal bypasses and the documented failure behavior.

Questions to bring to the demonstration

  1. Where is the decision enforced, and can another connector bypass it?
  2. Is approval tied to the exact resource, action, payload and policy version?
  3. Does a failed policy lookup deny, defer or allow the action?
  4. How do expiry, replay prevention and emergency revocation work for pending actions?

Evidence to request

  • An enforcement-path diagram
  • Denied bypass and altered-payload attempts
  • Decision logs identifying the policy and approval versions

Record what was demonstrated, what was only described, and what remains unknown. Preserve the product version, environment and date beside each observation.

Use the editable Markdown worksheet →

Where this layer stops

Runtime controls evaluate actions in their coverage. They do not establish whether the company's policy is correct, resolve an unclear business owner, or guarantee that an allowed action produces a good outcome.

Connect it to the work

An explicit work unit makes the policy review concrete: prepare this artifact, read these resources, and stop before this decision. That is the upstream specification DutyGraph aims to help an advisor assemble.

Read our perspective on the demand side of agents →

48 offerings to investigate

Alphabetical, not ranked. Membership includes primary and secondary research categories. These products have different scopes; inspect the evidence profile before comparing capabilities.

Also covers this layer

1Password AI Agent Identity Kit

A developer kit layered on 1Password vaults and SDKs that gives a software agent a verifiable identity tied to a workload, issues short-lived agent tokens instead of shared API keys, scopes what the agent may access and links agent actions to audit trails. It sits within the broader 1Password Unified Access platform.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show an agent receiving a short-lived credential tied to its workload identity, using an approved secret without exposing it, and the audit trail linking the action to a user.

Read sources and limitations →

Also covers this layer

Aembit Workload IAM

A workload identity and access platform that attests the client environment of a workload or AI agent, evaluates a policy at request time, then injects short-lived credentials into the outbound API call so the workload never stores a secret. Discovery and inventory of existing non-human identities is not evidenced.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate an AI agent obtaining a 15-minute credential through client attestation and policy evaluation, and show the access log for a denied request outside business hours.

Read sources and limitations →

Primary category

agentgateway

Open-source proxy that carries service, LLM-provider, MCP and agent-to-agent traffic in one data plane, letting platform teams route agent tool calls through a single enforcement and audit point. Project documentation covers MCP proxying and routing configuration; tool-level RBAC and token exchange are described mainly on vendor product pages.

open_source · Research snapshot 2026-09-06

Ask for a demonstration
Show me an MCP server proxied through agentgateway with tool-level RBAC denying one specific tool call, and the audit record it produces.

Read sources and limitations →

Also covers this layer

AGNTCY Identity

Apache-2.0 project from the Linux Foundation-hosted AGNTCY effort that issues and verifies identities for AI agents, MCP servers and multi-agent systems using verifiable credentials and badges, and can onboard existing identities from providers, A2A agent cards or W3C DIDs. Deployment and adoption maturity are unproven.

open_source · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate issuing a verifiable badge to an MCP server and having a relying agent verify it, including how revocation and key storage work.

Read sources and limitations →

Also covers this layer

Akeyless SecretlessAI

Akeyless brokers AI agent connections through its Gateway so agents reach databases, SaaS, cloud services and legacy systems without receiving passwords, API keys or certificates; access is created on demand, scoped by policy, revoked afterwards and recorded in a central audit trail. Requires routing agent traffic through the Gateway.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate an MCP-based agent querying a production database through the Akeyless Gateway with no credential ever entering the agent's context, plus the audit record.

Read sources and limitations →

Also covers this layer

Amazon Bedrock AgentCore

AWS's set of composable services for running agents built with any framework, covering serverless execution with isolated sessions, persistent memory, a gateway that turns APIs into MCP tools, identity and credential management, and built-in observability. Documented governance is strongest on identity and authorization rather than approvals.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me an AgentCore Gateway exposing two Lambda tools where the agent's inbound and outbound authorization is verified per request through AgentCore Identity.

Read sources and limitations →

Also covers this layer

Amazon Bedrock Guardrails

Configurable safeguard service inside Amazon Bedrock that evaluates user inputs and model responses against content filters, denied topics, sensitive information filters and word filters, including a prompt attack category. It can be applied at inference or via a standalone API, but does not authorize agent tool calls.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me a Bedrock guardrail blocking a prompt attack and masking PII for a Bedrock Agent, then show the same guardrail invoked through ApplyGuardrail for a non-Bedrock model.

Read sources and limitations →

Primary category

Arcade

Actions runtime that brokers agent tool calls to SaaS systems, handling OAuth and user token storage and applying per-action authorization so an agent acts within both the user's and its own scope. Pre- and post-tool-call hooks allow blocking or redaction, though the hosted tool catalogue is vendor-maintained.

hybrid · Research snapshot 2026-09-06

Ask for a demonstration
Show me an agent calling a Gmail tool through Arcade where the user consents via OAuth, a pre-tool-call hook blocks a send action, and the audit log records the decision.

Read sources and limitations →

Also covers this layer

Auth0 Auth for GenAI (Token Vault & delegated authorization)

Developer-facing authorization service from Auth0 that lets an AI agent call first-party and third-party APIs on behalf of an authenticated user using OAuth scopes, with Token Vault obtaining, storing and refreshing external API tokens. It governs user-delegated agent access, not enterprise-wide agent inventory.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate an agent obtaining a Google and Slack token from Token Vault after user consent, and show what happens when the agent requests a scope the user never granted.

Read sources and limitations →

Also covers this layer

Britive ARC (Agentic Runtime Control)

Britive registers each AI agent as its own identity with a human owner and permitted access profiles, authenticates it via SPIFFE SVID, OIDC federation or API tokens on every request, and grants just-in-time privileges that are created and destroyed per task so no standing credential remains. Cloud-target coverage varies.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Register an agent with an owner and job function, then show a just-in-time credential created for one task and destroyed at task end, with the access record.

Read sources and limitations →

Also covers this layer

Check Point AI Agent Security (formerly Lakera Guard)

Runtime protection for AI agents that inspects prompts, reference material, tool responses and tool descriptions for injections and manipulation, applies tool allow and deny lists, and flags actions outside an agent's mandate. Also builds an inventory of agents and connected MCP servers across supported agent platforms.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me Check Point AI Guardrails detecting an injection hidden in a tool response and blocking the resulting tool call, plus the agent inventory entry for that agent's MCP servers.

Read sources and limitations →

Primary category

ContextForge AI Gateway (mcp-context-forge)

Apache-2.0 gateway, registry and proxy from IBM that federates MCP servers, A2A agents and REST or gRPC APIs behind one endpoint, adding authentication, rate limiting, input validation and OpenTelemetry tracing. It centralises tool discovery for MCP clients but does not itself provide threat detection or sandboxed execution.

open_source · Research snapshot 2026-09-06

Ask for a demonstration
Show me ContextForge federating two MCP servers plus a REST API behind one endpoint, with a user-scoped OAuth token and rate limit applied to one tool.

Read sources and limitations →

Also covers this layer

CrowdStrike AIDR Collectors

Telemetry-collection layer of CrowdStrike's AI Detection and Response product. Collectors capture AI activity from the Falcon sensor (browser extension plus network inspection of desktop AI apps and coding assistants), standalone browser extensions, application SDK calls, and supported API gateways. Browser collectors log detections in report-only mode for model responses.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate registering a Falcon endpoint collector and show which desktop AI applications and coding assistants network inspection surfaced that the browser extension missed.

Read sources and limitations →

Primary category

Databricks Unity Gateway

Runtime governance layer inside the Databricks platform that routes and controls requests to models, agents, MCP services and AI tools using Unity Catalog privileges, service policies, rate limits and spend caps. Controls are strongest for assets governed by Unity Catalog rather than arbitrary external agent traffic.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me Unity Gateway restricting an agent to an approved subset of tools on an MCP service, with the service policy that blocks a request and the resulting inference log.

Read sources and limitations →

Primary category

Datawiza Agent Gateway

Identity-aware proxy positioned in front of MCP servers and APIs so that users and agents authenticate through an existing IdP before any tool call proceeds. Product material describes filtering tools/list discovery and gating tools/call invocation by policy; the fetched documentation site provides only high-level confirmation of that scope.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me Datawiza filtering the tools/list response for a low-privilege group and denying a tools/call write action after validating the Entra ID token claims.

Read sources and limitations →

Primary category

Daytona

Sandbox infrastructure for executing AI-generated code, offering per-sandbox isolation with a dedicated kernel, filesystem and network stack plus API keys, limits, network limits and audit logs. Buyers should note the public repository states core development moved to a private codebase and the repo is unmaintained.

hybrid · Research snapshot 2026-09-06

Ask for a demonstration
Show me a Daytona sandbox with network limits and audit logging enforced while an agent executes generated code, and clarify which components remain open source today.

Read sources and limitations →

Also covers this layer

Deeploy

Dutch platform that puts governance in the deployment path: models are registered from Git, MLflow, Databricks, Hugging Face or Azure registries, standardised assessments set a use-case risk score that selects applicable controls, role-based approvals gate deployment, and a gateway handles monitoring, guardrails and logging.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me a deployment blocked until the required roles approve, with the risk score, selected control framework and gateway monitoring for the approved version.

Read sources and limitations →

Also covers this layer

Descope Agentic Identity Hub

An identity provider for AI agents and MCP servers that registers OAuth clients (including dynamic client registration), records agentic identities created by user consent or tenant grants, and issues short-lived scoped credentials with policy-based access to protected APIs and MCP resources. Aimed at application builders rather than workforce IT.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me an autonomous agent registering via DCR, receiving a short-lived scoped token, and being denied an MCP tool call by an access policy — with the audit record.

Read sources and limitations →

Primary category

Docker MCP Gateway

MIT-licensed gateway from Docker that acts as a proxy between MCP clients and MCP servers, running each catalogued local server in an isolated container with restricted privileges, network access and resources, injecting credentials centrally and applying per-profile tool allowlists. It provides no semantic inspection of prompts or tool arguments.

open_source · Research snapshot 2026-09-06

Ask for a demonstration
Show me the MCP Gateway running two catalogue servers in isolated containers with a profile tool allowlist that hides one tool, plus the call trace for a blocked request.

Read sources and limitations →

Primary category

E2B

Apache-2.0 sandbox infrastructure that gives agents isolated cloud environments to execute model-generated code, process files and run tools, controlled from Python or JavaScript SDKs. Sandboxes bound where agent code runs, but E2B is an execution boundary rather than a policy decision point for tool authorization.

hybrid · Research snapshot 2026-09-06

Ask for a demonstration
Show me an agent running untrusted generated code in an E2B sandbox with filesystem and network limits, then show the same workload on a self-hosted E2B cluster.

Read sources and limitations →

Also covers this layer

Enzai

UK-founded AI governance platform providing a system of record for AI systems, models, datasets and governance decisions, customisable intake by system type and risk level, assessment tracking against EU AI Act, ISO 42001 and NIST AI RMF, and dashboards summarising assessment results.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate a configurable intake for a high-risk system and how completed assessments roll up into the governance dashboard and shareable reports.

Read sources and limitations →

Also covers this layer

Google Cloud Model Armor

Google Cloud service that screens LLM prompts and responses for prompt injection, jailbreaks, unsafe content and sensitive data, optionally returning sanitised text. Integrations extend screening to Google-managed MCP server traffic and the Gemini Enterprise agent platform, while the Agent Gateway integration is documented as preview.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me Model Armor floor settings screening traffic to a Google-managed MCP server, blocking an injected prompt, and clarify which agent integrations are GA versus preview.

Read sources and limitations →

Also covers this layer

Harmonic Security

Browser-extension product that inventories employee AI usage by monitoring in-browser web traffic: which AI applications are used, whether the session uses a personal or corporate account, embedded AI features in sanctioned SaaS, and AI browsers. It also nudges or blocks sensitive prompt content. Coverage stops where the managed browser does.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me a report distinguishing employees using ChatGPT on personal free accounts from those on our enterprise SSO tenant, and how the extension captured that distinction.

Read sources and limitations →

Also covers this layer

Idira Secure AI Agents

The agentic module of Idira, Palo Alto Networks' identity security platform built on acquired CyberArk technology. It scans SaaS, cloud and developer environments for active agents, enriches them with ownership and permission context, brokers task-scoped access through an agent identity broker and logs agent actions for audit.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me agents discovered across our SaaS and cloud estate with owner and permission context, then a task-scoped grant issued and revoked by the agent identity broker.

Read sources and limitations →

Also covers this layer

Knostic

Israeli vendor whose platform maps enterprise content into a policy-aware knowledge graph, tests what enterprise LLM assistants will reveal, and adjusts access so answers respect need-to-know. Evidence comes from vendor product pages rather than technical documentation, and enforcement examples centre on Microsoft 365 Copilot content.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate how Knostic detects that a Copilot answer exposed salary data to a user without need-to-know, and show the control change it applies.

Read sources and limitations →

Primary category

Kong AI Gateway (with MCP Traffic Gateway)

Gateway layer from Kong that proxies LLM provider traffic and remote MCP traffic, exposes existing APIs as MCP tools, and applies authentication, access control and rate limiting plugins to those calls. Documentation emphasises traffic governance; semantic guardrails and agent threat detection are not covered on the fetched pages.

hybrid · Research snapshot 2026-09-06

Ask for a demonstration
Show me an internal REST API exposed as an MCP tool through Kong, protected by the AI MCP OAuth2 plugin, with a rate limit and traffic log for each tool call.

Read sources and limitations →

Also covers this layer

Microsoft Agent 365

Admin control plane for AI agents in Microsoft 365. Its registry lists Microsoft, partner-built, org-published and user-shared agents available to a tenant, and a preview Shadow AI view detects unapproved local agents on managed devices using Defender for Endpoint, with extra usage metadata from Global Secure Access. Registry coverage is Microsoft-ecosystem centric.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate the Shadow AI page detecting an unapproved local agent on a Defender-enrolled device and show which governance action removes its access.

Read sources and limitations →

Also covers this layer

Microsoft Entra Agent ID

Microsoft's extension of Entra ID that creates dedicated directory identities for AI agents, built from reusable agent identity blueprints, so agents authenticate with their own credentials and are governed by Conditional Access, lifecycle and cleanup workflows. Evidence covers Microsoft-centric estates; cross-vendor agent coverage is not established.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me how you create an agent identity from a blueprint, bind it to a sponsor and owner, and enforce Conditional Access on that agent's token request.

Read sources and limitations →

Also covers this layer

Microsoft Purview Data Security Posture Management for AI

Microsoft's Purview module that reports on how organizational data is used by Copilot experiences, agents and third-party AI sites, surfaces oversharing risk, and applies ready-made data-loss policies to AI prompts. Coverage of non-Microsoft AI sites depends on device onboarding and a browser extension, so unmanaged endpoints stay invisible.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me the Apps and agents dashboard listing every agent in my tenant, the sensitive data each one accessed, and which Purview policy protected it.

Read sources and limitations →

Primary category

MintMCP

Managed MCP gateway for enterprises that curates which MCP servers and tools each role may reach, issues per-agent credentials, and logs every tool call. An agent monitor captures file reads, command execution and tool calls so teams can write rules that block risky behaviour. Self-hosting requires vendor contact.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me two role-based MintMCP endpoints where a destructive tool is switched off for one role, plus the agent monitor rule that blocks a risky command.

Read sources and limitations →

Also covers this layer

NeuralTrust (TrustGate)

Barcelona-based platform combining an agent gateway (TrustGate) with runtime protection over the models, tools, MCP servers and data agents touch. Documented gateway behaviour includes per-user and per-tool RBAC, end-user identity forwarding across hops and cryptographic audit trails, with SaaS, hybrid and air-gapped deployment options.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me TrustGate forwarding end-user identity through two agent hops while denying a payments API tool for that user, plus the cryptographic audit record of each tool call.

Read sources and limitations →

Also covers this layer

Noma Security Platform

Platform that inventories agents, MCP servers, skills and models across endpoints, SaaS agent builders and homegrown AI stacks, maps each agent's permissions and data access, red teams them before production, and evaluates runtime actions to alert, block, mask data or route to a human. Claims rest on vendor pages.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me Noma discovering an unapproved MCP server on a developer laptop, mapping its blast radius, and then routing a risky agent action to a human for approval.

Read sources and limitations →

Also covers this layer

NVIDIA NeMo Guardrails

Open-source Python toolkit that intercepts LLM application inputs, outputs and custom action calls, applying configurable rails written in YAML and Colang to block or modify content. The guardrail catalogue includes jailbreak detection, PII handling and agentic security checks; the repository labels the release beta and not production-recommended.

open_source · Research snapshot 2026-09-06

Ask for a demonstration
Show me NeMo Guardrails applying an execution rail around a tool-calling action plus jailbreak detection, and explain the beta production caveat in the repository.

Read sources and limitations →

Also covers this layer

Oasis Agentic Access Management (AAM)

Oasis places an access layer between AI agents and SaaS, cloud, on-prem and data systems: it converts each agent request into a structured intent, evaluates it against policy with optional human escalation, and provisions ephemeral least-privilege session identities with prompt-level audit trails. Enforcement depends on agents routing through Oasis.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate an agent request converted into structured intent, denied by policy, then approved with human-in-the-loop and executed under a just-in-time session identity.

Read sources and limitations →

Also covers this layer

Okta for AI Agents

Okta's agent-focused offering that discovers known and shadow AI agents, registers them as identities in Universal Directory with a human owner, and brokers short-lived credentials plus secret vaulting for agent access. Discovery evidence in its posture-management documentation is limited to specific connected agent platforms.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me an unmanaged Salesforce Agentforce agent discovered via OAuth consent grants, then register it in Universal Directory with an owner and issue it a short-lived credential.

Read sources and limitations →

Primary category

OpenFGA

Apache-2.0 relationship-based authorization engine whose documentation models agents as first-class principals with narrowly scoped, revocable, optionally time-limited grants, including MCP tool-level checks and permission-filtered retrieval. It answers authorization questions but does not intercept traffic, so an application or gateway must call it.

open_source · Research snapshot 2026-09-06

Ask for a demonstration
Show me an OpenFGA model where an agent receives a task-scoped grant to two MCP tools with a turn limit, then revoke the agent without touching the user's permissions.

Read sources and limitations →

Primary category

Operant Semantic Firewall

Inline enforcement layer that inspects prompts, plans, tool calls, generated commands and data payloads before execution and returns an allow, block or redact decision, with a companion MCP gateway applying least-privilege controls and trust zones. Evidence comes from vendor product pages rather than reference documentation.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me the Semantic Firewall blocking a shell command produced by an injected instruction and redacting a bulk data read, with the policy that produced each decision.

Read sources and limitations →

Also covers this layer

Palo Alto Networks AI Access Security

SASE-delivered product that identifies which generative AI applications employees are using by matching network traffic against a maintained dictionary of GenAI apps grouped into predefined use cases, then applying access-control and DLP policy. It discovers app usage, not internally built agents or AI components in code.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate the Insights dashboard showing the top GenAI apps by user and use case in our traffic, and how a new app appears once it is added to the app dictionary.

Read sources and limitations →

Primary category

Permit MCP Gateway

Enforcement proxy placed between MCP clients such as Cursor or Claude Desktop and upstream MCP servers. It authenticates the human behind an agent, checks each tool call against fine-grained policy, records allow and deny decisions, and requires no change to existing MCP servers. Policy authoring depends on Permit's control plane.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me a Cursor session where a write-capable MCP tool is denied by policy while a read tool succeeds, then show the audit entry naming the agent and the authorizing human.

Read sources and limitations →

Also covers this layer

Prisma AIRS AI Runtime Security

Palo Alto Networks security service that scans prompts and model responses via API or network enforcement to detect prompt injection, sensitive data leakage and malicious content, with agent-focused detections such as MCP threat detection, tool chaining attack analysis and privilege misuse. Delivered as a managed enterprise service.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me Prisma AIRS scanning an agent request through the AI Runtime API, flagging a tool chaining attack and a prompt injection, and the security profile that blocked it.

Read sources and limitations →

Also covers this layer

Protecto

India- and US-based vendor offering deterministic tokenization for sensitive values used in LLM prompts and AI pipelines, with policy-controlled unmasking that requires an explicit request and sufficient caller permissions. Documentation covers tokenization mechanics; discovery, lineage, consent and audit logging are not described.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate masking a support ticket before it goes to an LLM, then an unmask request being denied because the active policy does not permit it.

Read sources and limitations →

Also covers this layer

Securiti Gencore AI

Securiti's pipeline product for building enterprise AI systems on governed data. It catalogs unstructured sources, redacts or masks sensitive values inside AI pipelines, loads permission-aware embeddings into vector databases, and tracks lineage from source file to embedding. Detailed technical documentation was not publicly reachable during review.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me a Gencore AI pipeline where a retrieval answer changes because the requesting user lacks entitlements on the underlying SharePoint file.

Read sources and limitations →

Also covers this layer

Snyk Agent Scan (formerly MCP-Scan)

Apache-2.0 command line scanner that discovers locally installed agent components — harnesses, MCP servers, skills — and checks tools, prompts and resources for prompt injection, tool poisoning, cross-origin escalation and tool changes, with a proxy mode that inspects live MCP traffic. Some checks call Snyk's hosted API.

open_source · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate scanning our developers' MCP configurations and show what a tool-poisoning and rug-pull finding looks like, plus which checks require the hosted API.

Read sources and limitations →

Also covers this layer

SPIRE (SPIFFE Runtime Environment)

A CNCF graduated open-source toolchain that attests running workloads and issues them short-lived SPIFFE identities (X.509 and JWT SVIDs) through the Workload API, enabling mutual TLS and authentication to secret stores, databases and cloud services. It provides identity plumbing, not agent inventory or governance workflows.

open_source · Research snapshot 2026-09-06

Ask for a demonstration
Demonstrate a Kubernetes workload attesting to SPIRE, receiving a rotating X.509 SVID, and using it for mTLS to another service across a federated trust domain.

Read sources and limitations →

Also covers this layer

Straiker Defend AI

Runtime security product for AI agents that inspects prompts, reasoning steps and tool calls across coding assistants, productivity copilots and custom agents, blocking direct and indirect injection, destructive actions such as file deletion, and data exfiltration. Vendor pages also describe shutting down rogue agents and connections.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me Defend AI blocking an indirect injection delivered in an email to a productivity copilot and stopping a coding agent from deleting files, then show the rogue-agent shutdown action.

Read sources and limitations →

Also covers this layer

Teleport Machine & Workload Identity

Teleport issues short-lived certificates, JWTs and SPIFFE-compatible identities to bots, CI jobs, workloads and AI agents via its tbot agent, then enforces role-based access and records every command an agent runs against SSH hosts, Kubernetes clusters, databases and MCP servers. Agent use cases are positioned around design partnerships.

hybrid · Research snapshot 2026-09-06

Ask for a demonstration
Show an AI agent issued its own Teleport identity, restricted to read-only Kubernetes access by RBAC, with the full session recording of its commands.

Read sources and limitations →

Also covers this layer

Velatir

European platform that inserts human approval into AI agent workflows: agents submit an operation via API, SDK or an MCP server integration, policies assess it, and low-risk requests auto-approve while higher-risk ones route to named human reviewers who approve, reject or request changes, with an audit trail. Reviewer coverage depends on integration work.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me an agent tool call blocked at the MCP approval gate, the policy that routed it to a human, and the audit record of the reviewer's decision and reason.

Read sources and limitations →

Also covers this layer

Zenity AI Detection and Response (AIDR)

Runtime security layer for AI agents that analyses full execution sequences, including chained tool calls, retrievals and agent-to-agent handoffs, to detect direct and indirect prompt injection, unauthorised tool invocations and sensitive data leaving through agent activity, with inline blocking. Evidence is drawn from vendor platform pages.

commercial · Research snapshot 2026-09-06

Ask for a demonstration
Show me AIDR detecting a slow-building indirect injection across several turns, blocking the unauthorised tool call it triggers, and the agent-to-agent handoff record.

Read sources and limitations →

About this guide

The evaluation questions and fictional scenario are DutyGraph's editorial guidance. Product listings use the supplied source-linked research snapshot. We have not independently tested these offerings. Listing is not an endorsement, certification or working integration.

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