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Best AI Agent Security Software in 2026

AI agent security software helps protect agents while they handle prompts, data and actions. The comparison covers prompt-attack defense, sensitive-data controls, runtime monitoring, output safety filters and audit logs. Check whether a tool offers an Android app before choosing it for a Xiaomi, Redmi or POCO phone. Listed platform choices include web, API, self-hosted, macOS, Linux and Windows; integration mode can…

31 appsSorted 9 Nov 2026How we rank
16.8
Enkrypt AI Guardrails logo

Enkrypt AI Guardrails is a runtime layer for approving, changing, or blocking risky behavior across AI agents, tools, retrieval-augmented generation, and MCP.

Free planWebAPISelf-hosted
From $1,608 a year
  1. 4

    Silker AI Mobile Security

    Silker AI Mobile Security protects the APIs used by iOS and Android apps and runs automated security assessments of the apps themselves.

    AndroidiOSWeb
    6.6From $19.50 a month
  2. 5
    6.5From $0.02 a month
  3. 6Qpoint logo

    Qpoint

    Qpoint is software for monitoring AI agents and applying controls where they operate.

    Free planWebLinuxmacOSWindows
    6.5Free plan
  4. 7

    VotalAI

    VotalAI is a runtime security platform for enterprise AI applications and agents.

    WebAPISelf-hosted
    6.1
  5. 8Lasso AI Security Platform logo

    Lasso AI Security Platform

    Lasso AI Security Platform brings AI discovery, risk management, testing and runtime protection together for enterprise environments.

    WebAPIExtension
    6.0
  6. 9Guardrails AI logo

    Guardrails AI

    Guardrails AI is an open-source Python framework for detecting, measuring, and reducing AI risks, as well as generating structured data from large language models.

    WebAPISelf-hosted
    5.8
  7. 10Noma Security logo

    Noma Security

    Noma Security is an enterprise platform for discovering, governing, testing, and protecting AI applications and agents.

    WebAPISelf-hosted
    5.5
  8. 11

    Pangea AI Guard

    Pangea AI Guard protects data and interactions in AI-powered applications that use large language models.

    APIExtensionSelf-hosted
    5.5
  9. 12

    SealGate

    WebLinuxmacOSWindows
    5.0
  10. 13

    NVIDIA NeMo Guardrails

    LinuxmacOSWindows
    4.9
  11. 14

    Operant AI

    LinuxmacOSWindows
    4.8
  12. 15
    4.8
  13. 16
    4.7
  14. 17
    4.7
  15. 18
    4.7
  16. 19
    4.6
  17. 20
    4.6
  18. 21
    4.6
  19. 22
    4.6
  20. 23
    4.6
  21. 24
    4.6
  22. 25
    4.6

Choosing well

Match the security controls

Compare prompt-attack defense, sensitive-data controls, runtime monitoring and output safety filters. These fields show which parts of an agent's behavior a product is designed to address.

Audit logs can matter when you need a record of agent activity. Check whether the logging approach fits your review and incident process.

Pick a deployment model

The category includes web, API and self-hosted options, plus software for macOS, Linux and Windows. Choose the model that fits where your agents and data run.

Review integration mode alongside deployment. A web service, API connection and self-hosted setup can require different installation and maintenance work.

Review plans and pricing

A free plan is available from listed tools, while other products use paid plans or pricing on request. Published starting prices can make comparison easier when a price is shown.

Free trials can help you assess a workflow before committing. Check trial limits, renewal terms and which controls are included in the plan you select.

Confirm phone access

If you need to check alerts or manage agents from an Android phone, verify Android support on the product page. The category facts do not specify Android availability for individual tools.

Also check browser and account requirements when a product runs on the web rather than through a native mobile app.

Questions people ask

What security features are compared?

The comparison covers prompt-attack defense, sensitive-data controls, runtime monitoring, output safety filters and audit logs, along with deployment and integration mode.

Can I try a tool without paying?

Listed tools offer free plans or free trials. GuardionAI has a free trial, and Google Cloud Secret Manager lists a 90-day trial.

Are there open-source options?

Guardrails AI is listed as free and open source. Other entries use freemium or paid pricing models.

Which deployment choices are available?

Platform choices listed for this category include web, API, self-hosted, macOS, Linux and Windows.

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