h5i is a free, open source ai security & privacy project written in Rust and released under Apache-2.0. It has 647 GitHub stars, 64 forks and 9 open issues, and was last pushed 26 hours ago. On this registry it ranks #34 of 38 tracked projects in AI Security & Privacy, with 5 head-to-head comparisons available.
The Red-Teaming Browser for AI Agents
h5i (pronounced high-five) is a lightweight browser built for AI agents to test web applications. It combines page automation with direct control over HTTP traffic, letting agents capture, inspect, modify, replay, and compare requests through one interface. Sandboxing, network policies, credential isolation, and auditable sessions keep autonomous testing contained and within scope.
Agent-native red teaming Browser + direct HTTP control
Attack replay in CI Replay attack flows in CI
Sandboxed & auditable Isolated execution with logs
Let agents test like professional hackers. Keep every action contained and auditable.
# Browse, scrape, and automate.
h5i browser open https://example.com
h5i browser snapshot # the page as a model should read it
h5i browser click @e3
h5i browser requests # what it asked for, and what was refused
h5i browser audit # the whole session: verbs, fetches, handovers, ending
h5i browser close
# Inspect and test the traffic generated by the browser.
h5i websec requests # captured HTTP messages
h5i websec show req_42 --raw # inspect one request
h5i websec replay req_42 --set query.id=456 # edit and resend it
h5i websec diff res_42 res_43 # compare the responses
h5i websec match res_43 --status 200 --contains "ok" # assert a condition
# Find out what is there before testing it.
h5i recon extract # endpoints the pages and bundles disclosed
h5i recon known # robots.txt, sitemap.xml, security.txt
h5i recon crawl --max-requests 200 # walk it, logged in, bounded
h5i recon triage --calibrate # fold the noise, confirm what is real
h5i recon endpoints --state confirmed # the inventory, with the message id for each
1. Install
curl -fsSL https://h5i.dev/install.sh | sh
# curl -fsSL https://raw.githubusercontent.com/h5i-dev/h5i/main/install.sh | sh # if you would rather not add a domain to the chain:
# cargo install --path . # build from source
The agent-facing interface is a skill, and the binary carries it:
npx skills add h5i-dev/h5i # if you do not have the binary yet
# h5i skill install # writes it where your runtime looks
# h5i skill show policy # or just read a page
The optional websec, recon and test plugins ship as their own archives. The
installer can fetch and register them in the same pass:
curl -fsSL https://h5i.dev/install.sh | sh -s -- --websec --recon --test
# h5i plugin list # says what is installed
2. Use it
2.1. Browse, scrape, and automate
A session combines one page state, cookie jar, network policy, and request
record. Agents can read pages, interact with elements, and extract structured
data through one CLI:
h5i browser open https://docs.rs/ --allow docs.rs
h5i browser snapshot # page outline with @ref handles
h5i browser snapshot --delta # only what changed
h5i browser click @e3
h5i browser type @e5 "serde"
h5i browser extract '{"titles": ["h2"]}' # structured extraction
h5i browser markdown # readable page content
h5i browser close
h5i browser read https://docs.rs/ # for a single page without a persistent session
2.2. Test web applications
Because h5i owns the browser’s network layer, agents can capture, inspect, edit,
replay, and compare HTTP traffic without a MITM proxy, CA certificate, or
separate repeater.
Use these capabilities only on systems you own or are authorized to test:
h5i browser open https://target.example --capture --allow target.example
h5i websec requests # list messages and IDs
h5i websec show req_42 --raw # inspect a request
h5i websec replay req_42 --set query.id=456 # edit and resend it
h5i websec diff res_42 res_43 # compare responses
h5i websec match res_43 --status 200 --contains "ok" # assert a condition
h5i websec sequence flow.json # run a multi-step test
# Discovery, kept apart from testing: recon says what exists and how it knows.
h5i recon extract # read what the session already fetched
h5i recon crawl --max-requests 200 --rate 4 # walk it under this session's login
h5i recon triage --calibrate # soft 404s folded, the rest confirmed
h5i recon endpoints --state confirmed --json # each row names the message that proves it
2.3. CI/CD integration
Confirmed attack flows can be kept in a repository and replayed in CI. Templates and examples
of GitHub Actions are available at examples/security-regression-ci.
- uses: h5i-dev/h5i@v1
with:
target: http://localhost:3000
tests: .h5i-tests/tests
openapi: openapi.yaml
# min-coverage is optional; omitting it keeps coverage informational.
2.4. Control and audit agent access
Web content is untrusted input to an AI agent. h5i reduces the risks of giving
agents web access by applying a network policy and recording both allowed and
denied requests:
h5i browser requests # allowed and denied network requests
h5i browser audit # actions, fetches, handovers, and session ending
h5i browser status # isolation, policy digest, and network placement
For sensitive interactions, a human can take control without returning
credentials to the agent:
h5i browser login
For stronger isolation, define network and filesystem limits in
.h5i/env.toml:
A sandbox can contain more than the browser. It can also hold the workspace,
toolchain, development server, and agent itself. This is useful when an agent is
building and testing an application in the same environment.
h5i box create alpha --profile agent-claude # sandboxed git worktree
h5i box shell alpha # interactive confined session
h5i box run alpha -- cargo test # run a command inside it
h5i box propose alpha # create a reviewable snapshot
h5i box apply alpha # merge approved changes
h5i box export alpha # export the patch and receipts
h5i box rm alpha # discard the environment
Share a running service or watch the workflow from the host:
h5i is open source under the Apache-2.0 licence. There is no licence fee and no seat count — you can self-host it or, where the project offers one, pay a vendor for a managed version instead.
What does h5i do?
Fast, red-teaming browser built for AI agents, with direct HTTP traffic control, sandboxed execution, and auditable sessions. Pure Rust.
What is h5i written in?
h5i is primarily written in Rust. Its source is publicly available at https://github.com/h5i-dev/h5i, and it has 647 GitHub stars.