Antigravity-awesome-skills skyvern-browser-automation

AI-powered browser automation — navigate sites, fill forms, extract structured data, log in with stored credentials, and build reusable workflows.

install
source · Clone the upstream repo
git clone https://github.com/sickn33/antigravity-awesome-skills
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/sickn33/antigravity-awesome-skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/plugins/antigravity-awesome-skills-claude/skills/skyvern-browser-automation" ~/.claude/skills/sickn33-antigravity-awesome-skills-skyvern-browser-automation && rm -rf "$T"
manifest: plugins/antigravity-awesome-skills-claude/skills/skyvern-browser-automation/SKILL.md
source content

Skyvern Browser Automation -- CLI Judgment Procedure

Skyvern uses AI to navigate and interact with websites. Every command below is a runnable

skyvern <command>
invocation.

When to Use This Skill

  • Use when you need AI-assisted browser automation for navigation, extraction, form filling, login flows, or reusable website workflows.
  • Use when deterministic selectors are unavailable and Skyvern's visual/a11y reasoning can identify page controls.
  • Use when a one-off browser task should become a repeatable workflow with run history and verification.

Step 1: Classify Your Task (ALWAYS do this first)

ClassificationSignalCLI CommandCostWhat Happens
Quick check (yes/no)"is the user logged in?"
skyvern browser validate
1 LLM + screenshotsLightweight validation (2 steps max), returns boolean. Cheapest AI option.
Quick inspection"what does the page show?"
skyvern browser extract
1 LLM + screenshotsDedicated extraction LLM + schema validation + caching.
Single action (known target)"click #submit"
skyvern browser click/type
0 LLMDeterministic Playwright. No AI. Fastest.
Single action (unknown target)"click the submit button"
skyvern browser act
2-3 LLM, no screenshotsNo screenshots in reasoning. Economy a11y tree. For visual targets, use hybrid mode (selector + intent).
Same-page multi-step"fill the form and submit"
skyvern browser act
or primitive chain
2-3 LLM or 0 LLMUse
act
when labels are clear. Use click/type/select directly when you know selectors.
Throwaway autonomous trial"try this once", "see if this works"
skyvern browser run-task
HigherOne-off autonomous agent for exploration. Do not use for recurring or multi-page production automations.
Multi-page or reusable automation"navigate a multi-page wizard", "set this up", "automate this weekly"
skyvern workflow create
+
run
N LLM + screenshotsBuild a workflow with one block per step. Each block gets visual reasoning, verification, and reusable run history.

MCP note: if you are using the Skyvern MCP instead of the CLI, prefer

observe + execute
for same-page multi-step UI work. The CLI does not expose that pair directly.

Step 2: Apply These Decision Rules

  1. If the prompt includes a selector, id, XPath, or exact field target, use browser primitives -- not
    act
    .
  2. If you only need a yes/no answer, use
    validate
    -- not
    extract
    or
    act
    .
  3. If the work stays on one page and labels are clear, use
    act
    or a primitive chain.
  4. If the user says
    try this once
    ,
    see if this works
    , or clearly wants a one-off exploratory trial, use
    run-task
    .
  5. If the task spans multiple pages and is meant to be reusable, scheduled, repeatable, or explicitly
    set up
    as automation, use
    workflow create
    .
  6. Never type passwords. Always use stored credentials with
    skyvern browser login
    .

Step 3: Create a Session

Every browser command needs a session. Create one first:

# Cloud session (default -- works for public URLs)
skyvern browser session create --timeout 30

# Local session (for localhost URLs or self-hosted mode)
skyvern browser session create --local --timeout 30

# Connect to existing browser via CDP
skyvern browser session connect --cdp "ws://localhost:9222"

Session state persists between commands. After

session create
, subsequent commands auto-attach. Override with
--session pbs_...
. Close when done:
skyvern browser session close
.

Step 4: Execute by Classification

Quick check (yes/no)

skyvern browser validate --prompt "Is the user logged in? Look for a dashboard or avatar."

Returns true/false. Cheapest AI option -- prefer over extract or act for boolean checks.

Quick inspection

skyvern browser extract \
  --prompt "Extract all product names and prices" \
  --schema '{"type":"object","properties":{"items":{"type":"array","items":{"type":"object","properties":{"name":{"type":"string"},"price":{"type":"string"}}}}}}'

Uses screenshots + dedicated extraction LLM. Better than screenshot+read because Skyvern's LLM interprets the page.

Single action (known target)

skyvern browser click --selector "#submit-btn"
skyvern browser type --text "user@co.com" --selector "#email"
skyvern browser select --value "US" --intent "the country dropdown"

Deterministic. No AI. Three targeting modes:

  1. Intent:
    --intent "the Submit button"
    (AI finds element)
  2. Selector:
    --selector "#submit-btn"
    (CSS/XPath, deterministic)
  3. Hybrid: both (selector narrows, AI confirms)

Single action (unknown target)

skyvern browser act --prompt "Click the Sign In button"
skyvern browser act --prompt "Close the cookie banner, then click Sign In"

Warning: act has NO screenshots in its LLM reasoning. It uses an economy accessibility tree. Fine for well-labeled elements. For visually complex targets, use MCP observe+click or hybrid mode.

Same-page multi-step

skyvern browser act --prompt "Fill the shipping form and click Continue"

Use

act
when the fields and buttons are clearly labeled and the flow stays on one page. If you need tighter control, break the work into
click
,
type
,
select
,
press-key
, and
wait
.

Throwaway autonomous trial

skyvern browser run-task \
  --url "https://example.com" \
  --prompt "Check whether the checkout flow works end to end and extract the confirmation number"

Use

run-task
to prove feasibility or do one-off exploration. If the task becomes important enough to rerun, debug, or share, convert it to a workflow.

Multi-page or reusable automation — build a workflow with one block per step

skyvern workflow create --definition @checkout-workflow.yaml
skyvern workflow run --id wpid_123 --wait
skyvern workflow status --run-id wr_789

Each navigation block runs with visual reasoning + verification. Split complex flows into multiple blocks (one per page/step). First run uses AI; subsequent runs replay cached scripts.

Repeated/production

skyvern workflow create --definition @workflow.yaml
skyvern workflow run --id wpid_123 --params '{"email":"user@co.com"}'
skyvern workflow status --run-id wr_789

Split into one block per step. Use navigation blocks for actions, extraction for data. First run uses AI; subsequent runs replay a cached script (10-100x faster). Set

--run-with agent
to force AI mode for debugging.

Step 5: Verify

Always verify after page-changing actions:

skyvern browser screenshot                          # visual check
skyvern browser validate --prompt "Was the form submitted successfully?"  # boolean assertion
skyvern browser evaluate --expression "document.title"                    # JS state check

Step 6: Error Recovery

ProblemFix
Action clicked wrong elementAdd context to prompt. Use hybrid mode (selector + intent).
Extraction returns emptyWait for content. Relax required fields. Check row count first.
Login passes but next step failsEnsure same session. Add post-login validate check.
Element not foundAdd wait:
skyvern browser wait --selector "#el" --state visible
Overloaded promptSplit into smaller goals -- one intent per command.

Credentials

NEVER type passwords through

skyvern browser type
or
act
. Always use stored credentials:

skyvern credentials add --name "my-login" --type password --username "user@co.com"
skyvern credential list                          # find the credential ID
skyvern browser login --url "https://login.example.com" --credential-id cred_123

Types:

password
,
credit_card
,
secret
. Also supports bitwarden, 1password, and azure_vault providers.

Workflow Quick Reference

skyvern workflow create --definition @workflow.yaml   # create
skyvern workflow run --id wpid_123 --wait             # run and wait
skyvern workflow status --run-id wr_789               # check status
skyvern workflow list --search "invoice"              # find workflows
skyvern block schema --type navigation                # discover block types
skyvern block validate --block-json @block.json       # validate before creating

Engine: known path = 1.0 (default). Dynamic planning = 2.0. Split into multiple 1.0 blocks when in doubt. Status lifecycle:

created -> queued -> running -> completed | failed | canceled | terminated | timed_out

Common Patterns

Login flow:

skyvern credential list                          # find credential ID
skyvern browser session create
skyvern browser navigate --url "https://login.example.com"
skyvern browser login --url "https://login.example.com" --credential-id cred_123
skyvern browser validate --prompt "Is the user logged in?"
skyvern browser screenshot

Pagination loop:

skyvern browser extract --prompt "Extract all rows"
skyvern browser validate --prompt "Is there a Next button that is not disabled?"
# If true:
skyvern browser act --prompt "Click the Next page button"
# Repeat extraction. Stop when: no next button, duplicate first row, or max page limit.

Debugging:

skyvern browser screenshot                       # visual state
skyvern browser evaluate --expression "document.title"
skyvern browser evaluate --expression "document.querySelectorAll('table tr').length"

Limitations

  • Do not use Skyvern to bypass site access controls, rate limits, consent gates, or terms that prohibit automation.
  • Browser automation can change remote state; confirm user intent before submitting forms, purchasing, deleting, or sending messages.
  • Prefer deterministic selectors for stable production flows; AI actions can misread unlabeled or visually ambiguous controls.
  • Store credentials only in the supported credential vaults and never type passwords directly through
    type
    or
    act
    .

Agent Mode

All commands accept

--json
for structured output. Set
SKYVERN_NON_INTERACTIVE=1
to prevent prompts. Use
skyvern capabilities --json
for full command discovery. See references/agent-mode.md.

Deep-Dive References

ReferenceContent
references/prompt-writing.md
Prompt templates and anti-patterns
references/engines.md
When to use tasks vs workflows
references/schemas.md
JSON schema patterns for extraction
references/pagination.md
Pagination strategy and guardrails
references/block-types.md
Workflow block type details with examples
references/parameters.md
Parameter design and variable usage
references/ai-actions.md
AI action patterns and examples
references/precision-actions.md
Intent-only, selector-only, hybrid modes
references/credentials.md
Credential naming, lifecycle, safety
references/sessions.md
Session reuse and freshness decisions
references/common-failures.md
Failure pattern catalog with fixes
references/screenshots.md
Screenshot-led debugging workflow
references/status-lifecycle.md
Run status states and guidance
references/rerun-playbook.md
Rerun procedures and comparison
references/complex-inputs.md
Date pickers, uploads, dropdowns
references/tool-map.md
Complete tool inventory by outcome
references/cli-parity.md
CLI/MCP mapping and agent-aware features
references/quick-start-patterns.md
Quick start examples, common patterns, and workflow templates