Comparison / Web security · 2026-09-09

OWASP ZAP vs h5i for AI agents

ZAP automates crawling and vulnerability scanning. h5i is designed for a fully automated penetration test in which an external AI agent explores the application and chooses each next experiment.

The short answer. Choose ZAP when the required result is crawl coverage, vulnerability alerts, or a repeatable DAST report. Choose h5i for a fully automated penetration test driven end to end by an external AI agent that browses, inspects traffic, changes requests, and chooses what to test next.
OWASP ZAP executes an Automation Framework plan through spiders and scanners, while an agent uses h5i to observe a page, send and record requests, and decide what to test next
The ZAP side shows its Automation Framework; ZAP can also be driven through its API or MCP add-on. h5i exposes browser and request operations instead of a scan engine.
DecisionOWASP ZAPh5i
Main resultAlerts, scan coverage, and reportsBrowser state, captured messages, endpoint evidence, and an execution receipt
AutomationAutomation Framework, API, CLI, Docker, MCP and LLM add-onsCLI or JSON RPC called by an external agent
DiscoveryTraditional, AJAX, and client spidersSmall bounded crawl and evidence-linked endpoint states
Security testingPassive and active scannersReplay and comparison; no vulnerability scanner
Additional safetyZAP contexts and scan policiesOrigin policy and an optional sandbox for the agent process tree

ZAP is a scanner, including when AI drives it

ZAP's Automation Framework can combine authentication, spiders, passive and active scans, API imports, tests, reports, and exit status in a YAML plan. It is suited to CI and repeatable DAST runs. Its MCP Integration add-on also lets an external AI client start spiders and scans or read alerts; the separate LLM Support add-on can invoke those MCP tools from ZAP itself.

The MCP add-on is currently alpha, and ZAP warns that its server grants broad control and must remain on localhost for trusted clients. The important point is that ZAP is not limited to fixed YAML plans and is not “non-agentic.”

h5i lets the agent drive the entire investigation

h5i lets an agent browse, capture a request, change structured fields, replay it, compare responses, and keep endpoint observations tied to messages. It does not generate vulnerability alerts or replace ZAP's scan rules.

agent-led browser and HTTP testing
$ h5i browser open https://target.example --capture --allow target.example
$ h5i browser snapshot
$ h5i browser requests
$ h5i websec replay req_42 --set query.id=456
$ h5i websec diff res_42 res_43

The difference is the unit of work. ZAP applies spider and scan rules and produces alerts. With h5i, the external agent drives the complete penetration-testing loop: observe the application, form a hypothesis, run an HTTP experiment, interpret the result, and choose the next action.

Sandboxing is optional

For an autonomous red-team run, h5i can also place the agent and browser in a box with restricted host and network access. This limits possible damage if the agent makes a bad decision; it is not required for traffic capture, request modification, or replay.

Choose by the required result

Only test systems you own or are authorized to assess. Neither a context definition nor an origin allowlist grants permission.

Product references

Questions that come up

Is h5i an alternative to OWASP ZAP?
Not for automated vulnerability scanning. h5i provides interactive browser automation, traffic capture, and HTTP replay; ZAP provides DAST alerts, spiders, and reports.
Can an AI agent use OWASP ZAP?
Yes. ZAP has an API, Automation Framework, and an MCP Integration add-on; its LLM Support add-on can also invoke MCP tools.
Are both tools open source?
Yes. The relevant choice is workflow: scanners and automation plans in ZAP, or interactive browser and HTTP operations in h5i.
Compare another workbench

Caido vs h5i for AI agents

Compare a complete proxy workspace with an agent-driven browser and HTTP session.

Start with one scoped session

Use a target you are authorized to test and make the request ceiling explicit.