Engineering / Red-Teaming · 2026-10-21

AI-Powered Web Security Testing: h5i vs. Burp, ZAP, and Caido

These tools overlap, but the useful comparison is the work a tester wants to delegate and the evidence they need to keep.

Scope. This comparison concerns testing running web applications. h5i-app, the Rust framework for building and formally verifying application logic, has a different role.

Start with the investigator's loop

A useful web security workflow starts with a page or API, finds a request worth testing, changes one condition, observes the result, and keeps enough context to reproduce it. The products below can all participate. They differ in what they make easy for a human tester, an automated scanner, or an external coding agent.

First taskUseful starting pointWhat to keep
Deep manual investigationBurp Suite or Caido proxy workspaceRequest history and human notes
Repeat a defined scanOWASP ZAP automation planContext, scan configuration, alerts
Agent follows a browser workflowh5i CLI browser and HTTP toolsObserved requests, mutations, responses

Burp Suite: depth in a human testing platform

Burp's proxy-centered workflow puts captured traffic beside Repeater, Intruder, scanners, extensions, and manual investigation tools. It is a strong fit when a person wants a mature testing workspace and broad specialized capabilities. Burp also has AI features, including Burp AT, so agent support is not unique to h5i. The choice is whether the testing workspace or a CLI-driven browser and HTTP session should lead the investigation. See Burp's documentation for current edition-specific capabilities.

Burp's proxy-centered testing workspace and h5i's CLI browser and HTTP session, both available to agent workflows
Burp offers a broad proxy workspace and Burp AT; h5i exposes a browser-to-request loop through CLI tools.

OWASP ZAP: repeatable scanning

ZAP is especially useful when the question is whether a site passes repeatable automated checks. Its automation framework and CI integrations can run a known scan plan without a live agent deciding every next request. An agent can also drive ZAP's API. A scanner finding still needs human interpretation; authentication and business logic often require a more directed investigation. See the ZAP documentation.

A configured ZAP scan plan beside an h5i browser observation and request replay loop
A scan plan and a directed investigation answer different questions; ZAP can also be agent-driven.

Caido: a proxy workspace with agent access

Caido combines a modern interactive proxy with extensibility and agent-facing interfaces, including Caido Skills. It suits teams that want the proxy as the shared source of request history while a human or agent uses its testing tools. The exact agent permissions and integrations depend on the installed setup.

Caido's proxy workspace with Replay, Automate and skills beside h5i's browser, recon and websec CLI session
Both support agents. Choose whether the proxy workspace or the terminal should hold the investigation.

h5i: browser and HTTP control from a CLI

h5i starts from the agent's sequence of actions: navigate in a browser, inspect its requests, discover endpoints with recon, edit and replay selected HTTP traffic, and retain the observed request and response context. It does not require the target application to use h5i-app. This makes it a natural fit when a coding agent already has a terminal and needs to investigate an authenticated workflow rather than operate a separate desktop proxy.

Its strength is the continuity between page behavior and request testing. Its limit is equally important: a request difference is evidence to investigate, not an automatic vulnerability finding. A broad scanner or manual specialist tool may be a better first choice for other jobs. The red-teaming guide shows the runnable workflow.

One suspected IDOR, four working styles

Suppose a tester notices that an invoice URL contains an object identifier. The investigative question is whether Alice can read Bob's invoice. Each tool offers a different path to the same comparison:

For the h5i path, the relevant commands look like this; the request and response IDs are examples, and the target must be authorized:

h5i browser open https://target.example --allow target.example
h5i websec requests
h5i websec replay req_42 --set query.id=456
h5i websec diff res_42 res_43

The decisive evidence is not that two responses have different lengths. It is whether an unauthorized principal receives data or performs an operation that policy forbids. The tester must control sessions and compare the actual protected resource. This is where product capability and test design separate: no interface can infer the intended ownership rule from an HTTP status code alone.

Agent access changes the trust boundary

An agent that can browse authenticated pages and replay requests can also make unintended changes or send sensitive material. The tool interface should make scope, credentials, and retained evidence clear. Proxy integrations expose their own permissions; a CLI exposes commands to the agent's existing runtime. Neither form is inherently safe. For high-risk tasks, run the investigation in a restricted environment and review the request history before treating the agent's report as a finding.

Choose by task, then combine where useful

These are choices about workflow, not a ranking of security coverage. A team can use ZAP for recurring scans, Burp or Caido for focused manual work, and h5i for agent-driven reproduction. Confirmed h5i findings can become versioned regression tests; see Security Regression Testing. Test only systems you own or are authorized to assess.

Contain the work

Sandboxing AI Agents: Isolation, Security, and Prompt Injection

Consider what an investigating or coding agent can reach.

Run an authorized investigation

Use the browser, recon, and HTTP tools against an application in scope.