Agent skill

Browser Gui Inspect

by automateyournetwork in automateyournetwork/netclaw

Controller-agnostic browser automation and inspection — navigate, read, click, fill, and capture network traffic on any web GUI using a persistent, manually-authenticated Chrome profile.

Apache-2.0Auto-check passedBackend & APIs

Install Browser Gui Inspect

skills CLI
$ npx skills add automateyournetwork/netclaw --skill browser-gui-inspect -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install automateyournetwork/netclaw browser-gui-inspect --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/automateyournetwork/netclaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/workspace/skills/browser-gui-inspect .claude/skills/browser-gui-inspect && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
browser-gui-inspect
GitHub stars
676
Token cost
~3.9k tokens
SKILL.md length
1,993 words
Files
1
Skills in repo
120
Repo updated
First seen
Licence
Apache-2.0

At a glance

Controller-agnostic browser automation and inspection — navigate, read, click, fill, and capture network traffic on any web GUI using a persistent, manually-authenticated Chrome profile.

  • Works in 10 steps: Navigate using the persistent profile → Detect a sign-in wall before proceeding → Perform the requested… → …
  • Pull a GUI-only report a vendors REST API doesnt expose
  • SKILL.md covers Purpose, Golden Rule —…, MCP Servers — Headless and… and Configuration, plus 6 more sections
  • Calls npx; reaches demo.netbox.dev

What it does

Browser Gui Inspect is an agent skill from automateyournetwork/netclaw. Controller-agnostic browser automation and inspection — navigate, read, click, fill, and capture network traffic on any web GUI using a persistent, manually-authenticated Chrome profile. Use to (1) pull a GUI-only report a vendor's REST API doesn't expose, (2) discover the undocumented API behind a dashboard feature, (3) automate a one-off interaction with a web tool that has no NetClaw API integration, or (4) run any of the above in Watch Mode — a real, visible Chrome window an operator can watch work live…

Its SKILL.md is about 3.9k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Backend & APIs, covering Third-party API integration, Browser automation and REST APIs. It works with Model Context Protocol and Chrome DevTools. The repository describes itself as: An AI agent that claws through your network. The licence is Apache-2.0.

When your agent uses it

  • Pull a GUI-only report a vendors REST API doesnt expose
  • Discover the undocumented API behind a dashboard feature
  • Automate a one-off interaction with a web tool that has no NetClaw API integration
  • Run any of the above in Watch Mode — a real

Example prompts

  • “s REST API doesn”
  • “/browser-gui-inspect”

Requirements

  • Node.js

Workflow steps

10 steps, taken from the step headings in SKILL.md.

  1. Navigate using the persistent profile
  2. Detect a sign-in wall before proceeding
  3. Perform the requested read/confirm/search actions
  4. Capture the requested artifacts
  5. Return the result
  6. Navigate and authenticate
  7. Trigger the action under investigation
  8. Enumerate observed network activity
  9. Retrieve full detail on a specific request
  10. Summarize the finding

What it can do on your machine

Read from SKILL.md and the folder at commit 95bb17e. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • npx

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • demo.netbox.dev

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Browser Gui Inspect loads about 3.9k tokens when it runs. Until then it costs about 163 tokens; SKILL.md has 1,993 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~163
When it runs · the whole SKILL.md, loaded when a task matches
~3.9k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from automateyournetwork/netclaw at commit 95bb17e, republished under its Apache-2.0 licence (© automateyournetwork). 1,993 words, ~3,893 tokens.

Download SKILL.mdSave it as .claude/skills/browser-gui-inspect/SKILL.md (or your agent's skills folder).
name
browser-gui-inspect
description
Controller-agnostic browser automation and inspection — navigate, read, click, fill, and capture network traffic on any web GUI using a persistent, manually-authenticated Chrome profile. Use to (1) pull a GUI-only report a vendor's REST API doesn't expose, (2) discover the undocumented API behind a dashboard feature, (3) automate a one-off interaction with a web tool that has no NetClaw API integration, or (4) run any of the above in Watch Mode — a real, visible Chrome window an operator can watch work live. Never used to submit, apply, or commit a configuration change — that remains the job of the relevant API-based skill.
version
1.0.0
license
Apache-2.0
tags
browser-automation, sdn, controller-gui, api-discovery, chrome-devtools

Browser GUI Inspect Skill

Purpose

Many controllers and web-based tools NetClaw talks to via REST API also have GUI-only reports, dialogs, or visualizations the API doesn't expose — and some tools (classic SDN controller consoles, vendor support portals, SaaS admin consoles) have no NetClaw API integration at all. This skill is the controller-agnostic fallback: it drives a real, persistent, manually-authenticated Chrome session to read, search, confirm, and capture whatever an operator needs from a web GUI.

This skill deliberately contains no per-vendor DOM/selector knowledge. Every invocation is directed by the operator's own target URL and intent at request time — nothing about any specific controller's page layout is hardcoded here (Constitution VI — Multi-Vendor Neutrality). See specs/048-chrome-devtools-browser-inspection/ for the full spec, research, and design behind this skill.

Golden Rule — Read/Confirm/Search Only, Never a Config-Change Mechanism

This skill's interactive tools (click, fill, fill_form, drag, press_key, type_text, handle_dialog, upload_file) are for reading, filtering, searching, and confirming state on a page — never for submitting, applying, or committing a configuration change to network infrastructure. If a request would require clicking something like "Commit," "Apply," "Submit," "Deploy," or "Save" on a controller's configuration workflow, stop and tell the operator that this must go through the relevant API-based skill instead (e.g., the ACI, Panorama, or FortiManager skill), which implements the proper observe→baseline→modify→verify workflow and ServiceNow CR gating (Constitution I, II, III, VIII). Using this skill to bypass that workflow would create an unaudited, unverified side door around NetClaw's safety model — see specs/048-chrome-devtools-browser-inspection/research.md R8 for the full rationale.

MCP Servers — Headless and Watch Mode

This skill uses tools provided by the chrome-devtools-mcp package (official Chrome DevTools team, chrome-devtools-mcp on npm), registered twice:

ServerModeWhen to use
chrome-devtools-mcp--headless=trueDefault — routine gap-fill, API discovery, general automation with no need for a human to watch
chrome-devtools-mcp-visible--headless=falseWatch Mode — the operator explicitly wants to see it happen (e.g., "watch it...", "show me...", "let me see...")

Both are the same package, spawned locally over stdio via npx -y chrome-devtools-mcp@latest. See mcp-servers/chrome-devtools-mcp/README.md. Every workflow below (gap-fill, API discovery, general automation) works identically against either server — pick the server based on whether the operator asked to watch, then use that server's tools for the whole request.

Recognizing a Watch Mode request: if the operator's phrasing signals they want to observe the browser (e.g., "watch", "show me", "let me see it", "I want to see this happen"), use chrome-devtools-mcp-visible's tools for the entire request. Otherwise default to the headless chrome-devtools-mcp server. This is a per-request choice, not a global setting — the same skill, same workflows, just a different server backing the tool calls.

Configuration

No environment variables — chrome-devtools-mcp takes all configuration as CLI flags, not env vars. NetClaw's registration pins --headless=true for automated use; everything else (including the persistent profile holding sign-in sessions) uses the tool's own default at ~/.cache/chrome-devtools-mcp/chrome-profile.

No credential-bearing environment variable exists for this skill. NetClaw never requests, stores, or transmits credentials for any target site (FR-005) — see the Headless/Headed Mode & Sign-In section below.


Workflow 1: Fill a Gap in an Existing Controller Skill (P2)

Use this when a controller's REST API doesn't expose a report, setting, or visualization the operator needs, but its web dashboard shows it.

Input:

  • target (required) — the vendor dashboard/GUI page URL
  • intent (required) — plain-language description of what to read or extract (e.g., "get the bridge domain list from this ACI tenant page")
  • actions (optional) — a sequence of navigate/click/fill/read steps if multi-step interaction is needed
  • capture (optional, default ["screenshot", "console"]) — artifact kinds to capture
Step 1: Navigate using the persistent profile
Tool: navigate_page
Args: { "url": <target> }
Step 2: Detect a sign-in wall before proceeding

Read the page (via take_snapshot or take_screenshot) and check whether it looks like a login/SSO page rather than the expected dashboard content. If so, stop and return:

status: "sign_in_required"

Do not proceed to interact with a login form, and do not return an empty or fabricated result — report this distinctly so the operator knows a manual sign-in (see below) is needed, per FR-008.

Step 3: Perform the requested read/confirm/search actions

Using click, fill, hover, press_key, etc. as needed to reach the information described in intent — e.g., selecting a tenant, expanding a section, applying a filter. Reiterate: these actions are for navigating to the information, never for submitting a change.

Step 4: Capture the requested artifacts
  • take_screenshot for a visual capture
  • take_snapshot or targeted reading of page text/structure for the extracted value
  • list_console_messages if "console" is requested
Step 5: Return the result
{
  "result": "<the extracted value(s)/text answering intent>",
  "artifacts": { "screenshot_path": "...", "console_log": [...] },
  "status": "ok" | "sign_in_required" | "blocked" | "timed_out"
}
Worked Example: ACI APIC Bridge Domains

"Pull the bridge domain list from the ACI tenant page in APIC — the API doesn't expose it the way I need."

  1. navigate_page to the tenant's Bridge Domains page in APIC.
  2. Confirm the session is authenticated (not a login page) — if not, return sign_in_required.
  3. Read the bridge domain table via take_snapshot (accessibility-tree text read is more reliable than parsing a screenshot).
  4. Return the bridge domain names/subnets found, plus a screenshot for visual confirmation.

Workflow 2: Discover an Undocumented Vendor API (P3)

Use this when building a new API-based skill for a controller whose public API documentation is incomplete — load the dashboard feature in question and observe what network calls it actually makes.

Input:

  • target (required) — the dashboard page to load
  • intent (required) — the action to trigger (e.g., "click Refresh on the client list filtered by SSID")
  • capture: ["network_requests"] (required for this workflow)
Step 1: Navigate and authenticate

Same as Workflow 1, Steps 1-2 — navigate to target, confirm the session isn't sign-in-walled.

Step 2: Trigger the action under investigation

Perform the click/fill/navigation described in intent that causes the dashboard to make the network call(s) of interest.

Step 3: Enumerate observed network activity
Tool: list_network_requests

This returns every request (method, URL, status) made since the page loaded — including calls the dashboard makes that aren't part of any published API documentation.

Step 4: Retrieve full detail on a specific request
Tool: get_network_request
Args: { "requestId": <id from the list above> }

Returns the full method, URL, status, and request/response body for that call — everything needed to replicate it in a future API-based skill.

Step 5: Summarize the finding

Report the discovered endpoint (method + URL pattern), the request payload shape, and the response shape, so a contributor can go implement it as a proper API-based skill rather than continuing to rely on GUI automation for that use case going forward.

Worked Example: Meraki Dashboard Client List

"Load the Meraki dashboard's client list page and tell me what API calls it makes when I filter by SSID."

  1. navigate_page to the network's Clients page in the Meraki dashboard.
  2. Apply the SSID filter (a click/fill interaction — reading/filtering, not a config change).
  3. list_network_requests to see what the filter action triggered.
  4. get_network_request on the relevant XHR/fetch call to get its exact URL, query parameters, and response shape.
  5. Report back the endpoint found, so it can inform a future Meraki API-based skill enhancement.

Workflow 3: General-Purpose Web GUI Automation (P4)

Use this as the broadest fallback: an ad hoc navigate/read/interact request against a browser-based tool with no existing NetClaw integration — a classic SDN controller GUI (e.g., OpenDaylight or ONOS), a vendor support/TAC portal, or a SaaS admin console with incomplete API coverage.

Input:

  • target (required) — the page to load
  • intent (required) — free-form description of what to read or do; no page-structure assumptions are made ahead of time
Show full SKILL.md (795 more words)Show less
Approach
  1. navigate_page to target.
  2. Use take_snapshot (accessibility-tree text read) as the primary way to understand an unfamiliar page's structure and content — it's more reliable for arbitrary, unknown layouts than trying to guess CSS selectors.
  3. Use take_screenshot when a visual answer is what's actually being asked for (e.g., "what does the topology view look like").
  4. Use evaluate_script only to read a value the DOM/accessibility tree doesn't otherwise expose (e.g., a value held in a JS variable) — never to submit a change (Golden Rule above still applies here).
  5. Report the resulting page state or extracted value back to the operator in plain language.
Worked Examples

"Open the ONOS GUI topology view and tell me how many devices it shows."

Navigate to the ONOS GUI topology page, read the device count via take_snapshot or a screenshot, report the number back.

"Check the status of my open case on the vendor support portal."

Navigate to the portal's case list (using the already-authenticated persistent profile), read the case status, report it back.


Workflow 4: Watch Mode — Run Any Workflow With a Visible Browser (FR-015)

Headless vs. headed is a genuine per-request choice, not a fixed setting — NetClaw has two live registrations of the same server (see MCP Servers above): chrome-devtools-mcp (headless, default) and chrome-devtools-mcp-visible (headed). When the operator asks to watch, use chrome-devtools-mcp-visible's tools for Workflow 1, 2, or 3 above exactly as written — nothing about the workflow steps changes, only which server backs the tool calls. A real Chrome window opens wherever NetClaw's host process runs: on a Mac or Linux desktop it's simply on that screen, on WSL2 with WSLg it renders as a native Windows window, and on a genuinely display-less host it will fail to launch (use the sign-in-only Pattern B below in that case, which doesn't require Watch Mode).

Worked Example: Watch NetClaw Log Into NetBox and Create a Site

Slack: "Watch it log into the NetBox demo at https://demo.netbox.dev/ and create a new site."

  1. Recognize "watch" → use chrome-devtools-mcp-visible.
  2. navigate_page to https://demo.netbox.dev/login/.
  3. If a session already exists in the shared profile, skip to step 5; otherwise this is exactly the kind of GUI login a human should complete live in the visible window (NetBox's public demo uses shared read/write demo credentials published on its own login page — reading and entering credentials that are publicly published by the target site for anonymous demo use is not the same as NetClaw handling a real operator's private credentials, but this skill still doesn't type them in blindly: ask the operator to confirm the demo login flow, or complete it in the visible window yourself since you can see it).
  4. Navigate to the Sites section, click "Add," fill the new site's name/slug/status fields per the operator's request, and submit.
  5. Take a screenshot of the created site's detail page and report success back in Slack.

This is the one documented case where filling and submitting a form is expected (Golden Rule caveat): it's a public demo sandbox with no real network impact, explicitly requested and watched live by the operator — not an unattended, unaudited configuration change against production infrastructure.

One-time sign-in for sites that need real credentials (separate from Watch Mode — this is about establishing a session, not watching one): still needed for real production dashboards. Two patterns, both documented in full in specs/048-chrome-devtools-browser-inspection/quickstart.md and mcp-servers/chrome-devtools-mcp/README.md:

  • Pattern A — host has a display: launch chrome-devtools-mcp-visible (or run npx chrome-devtools-mcp@latest --headless=false directly) and sign in once — the shared default profile (~/.cache/chrome-devtools-mcp/chrome-profile) carries the session forward to the headless registration too.
  • Pattern B — host has no display at all: sign in on your own workstation's Chrome with --remote-debugging-port=9222, tunnel that port over SSH, and attach via --browserUrl (or --autoConnect on Chrome 144+) for that session.

Access Control & Audit

No bespoke domain allowlist or audit trail is built into this skill. Access scoping relies on NetClaw's general permission-prompt model and DefenseClaw's tool block / tool allow controls; auditing relies on DefenseClaw's existing "Tool Call Inspection... on all tool executions." See specs/048-chrome-devtools-browser-inspection/research.md R4/R5 for the rationale — this skill's tool calls are not special-cased or exempt from either mechanism.

Error Handling

StatusMeaningWhat to tell the operator
okRequested information/interaction succeededReturn the result and artifacts
sign_in_requiredThe target site's cached session has expired or was never establishedAsk the operator to complete Pattern A or B above for that site, then retry
blockedThe target site detected and blocked automated accessReport the block plainly — do not retry silently or attempt to disguise the automation
timed_outThe page never finished loading within the bounded waitThe site may be slow/unreachable, or the page may require a different starting URL
conflictA concurrent session is already using the persistent profileRetry once the other session completes

© automateyournetwork, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in workspace/skills/browser-gui-inspect of automateyournetwork/netclaw.

Open the folder on GitHubat commit 95bb17e

Compare with similar skills

Browser Gui Inspect next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Browser Gui Inspect compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Browser Gui Inspect this skillautomateyournetwork/netclaw676—~3.9kAutomated safety check: PassApache-2.0
Agentmemory REST APIrohitg00/agentmemory29k—~404Automated safety check: PassApache-2.0
Nevermined PaymentsLeoYeAI/openclaw-master-skills2.2k—~4.5kAutomated safety check: NotesMIT
Cdp Connectadobe/skills197—~847Automated safety check: PassApache-2.0
Browseragutinbaigo28/financial-agent-api1281 repos~480Automated safety check: PassNone
Electron Devtools Testingankitvgupta/exo496—~2.4kAutomated safety check: PassCustom licence

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Categories

Questions about Browser Gui Inspect

What does Browser Gui Inspect do?

Controller-agnostic browser automation and inspection — navigate, read, click, fill, and capture network traffic on any web GUI using a persistent, manually-authenticated Chrome profile. Browser Gui Inspect is an agent skill from automateyournetwork/netclaw. Controller-agnostic browser automation and inspection — navigate, read, click, fill, and capture network traffic on any web GUI using a persistent, manually-authenticated Chrome profile.

When should I use Browser Gui Inspect?

Browser Gui Inspect fits situations like: pull a GUI-only report a vendors REST API doesnt expose; discover the undocumented API behind a dashboard feature; automate a one-off interaction with a web tool that has no NetClaw API integration; run any of the above in Watch Mode — a real.

How do I install Browser Gui Inspect in Claude Code?

Run `npx skills add automateyournetwork/netclaw --skill browser-gui-inspect -a claude-code`. Or copy the skill folder (workspace/skills/browser-gui-inspect in automateyournetwork/netclaw) into .claude/skills/browser-gui-inspect in your project. Claude Code loads it when a task matches its description.

How do I install Browser Gui Inspect in Codex?

Run `npx skills add automateyournetwork/netclaw --skill browser-gui-inspect -a codex`. Or copy the skill folder (workspace/skills/browser-gui-inspect in automateyournetwork/netclaw) into .agents/skills/browser-gui-inspect in your project. Codex loads it when a task matches its description.

Can I use Browser Gui Inspect in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add automateyournetwork/netclaw --skill browser-gui-inspect -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/browser-gui-inspect, .gemini/skills/browser-gui-inspect, .github/skills/browser-gui-inspect and .opencode/skills/browser-gui-inspect in your project.

What does Browser Gui Inspect need to run?

Going by SKILL.md and its folder, Browser Gui Inspect needs the command-line tools its instructions call (npx). Our summary lists: Node.js.

Does Browser Gui Inspect access the network?

SKILL.md names 1 domain. In commands or code: demo.netbox.dev; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Browser Gui Inspect safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Browser Gui Inspect use?

Browser Gui Inspect is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Browser Gui Inspect use?

About 3.9k tokens (SKILL.md is roughly 16k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Browser Gui Inspect?

Skills that share tags, products or a category with Browser Gui Inspect: Agentmemory REST API (rohitg00/agentmemory, 29k stars), Nevermined Payments (LeoYeAI/openclaw-master-skills, 2.2k stars), Cdp Connect (adobe/skills, 197 stars) and Browser (agutinbaigo28/financial-agent-api, 128 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Browser Gui Inspect?

automateyournetwork (a GitHub user) maintains it in automateyournetwork/netclaw, which has 676 GitHub stars. The repository holds 120 skills in this directory. The repository was last updated on October 5, 2026.

Source: automateyournetwork/netclaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.