P

parallel-monitor

by @parallel-webv
4.5(120)

This skill enables AI agents to continuously monitor web content for changes, such as price updates, news, or document filings. It supports creating, listing, updating, and deleting monitoring tasks, and provides notifications when changes are detected, facilitating automated data tracking and real-time information retrieval.

web-monitoringdata-extractionautomationchange-detectionGitHub
Installation
git clone https://github.com/parallel-web/parallel-agent-skills.git
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Before / After Comparison

1
Before

Business personnel manually visited multiple competitor websites periodically to check for price changes, product updates, or news releases, consuming significant time and often missing critical information, leading to delayed market response.

After

The AI agent, using continuous monitoring skills, automatically tracks specified web content. Upon detecting price changes or important announcements, it immediately sends notifications via webhook, reducing critical information acquisition time from hours to minutes, significantly improving market response speed.

SKILL.md

Web Monitor

Action: $ARGUMENTS

Requires parallel-cli ≥ 0.3.0 (the monitor command was added in 0.3.0). If parallel-cli monitor errors with no such command or similar, tell the user to run parallel-cli update (or pipx upgrade parallel-web-tools if installed via pipx), then retry.

What this skill does

Monitors are long-running, server-side jobs that re-check the web on a cadence and emit events when something changes. Unlike search/research/findall (one-shot lookups), monitors persist until deleted and can optionally fire a webhook on each event.

Decide the action

Parse the user's request and pick one:

IntentAction
"Track / watch / monitor / alert me when X"create
"What am I monitoring?" / "List monitors"list
"What changed?" / "Show me events for monitor X"events
"Show monitor X" / "Get details for X"get
"Change cadence / query / webhook for X"update
"Test the webhook" / "Fire a test event"simulate (requires a webhook on the monitor)
"Show me the full payload for event group X"event-group
"Stop / delete monitor X"delete (always confirm before deleting)

Create a monitor

parallel-cli monitor create "<query>" --cadence daily --json

Cadence options: hourly, daily (default), weekly, every_two_weeks. Match cadence to how often the source actually changes — hourly for prices/news, weekly for filings/staffing.

Optional flags:

  • --webhook https://example.com/hook — POST events to a URL as they happen
  • --metadata '{"team":"competitive-intel"}' — attach JSON metadata for your own bookkeeping
  • --output-schema '<json>' — structure the event payload (advanced)

Parse the JSON to extract the monitor_id. Tell the user:

  • The monitor has been created with its ID
  • The cadence (so they know when to expect first event)
  • That events accumulate server-side — they can run parallel-cli monitor events $MONITOR_ID later to see what changed

If they configured a webhook, suggest testing it:

parallel-cli monitor simulate "$MONITOR_ID"

simulate requires a webhook to be configured on the monitor. Without one it errors with Webhook not configured for this monitor — do not run it on monitors created without --webhook.

List monitors

parallel-cli monitor list -n 10 --json

Default to -n 10 — accounts with many historical monitors can return megabytes of JSON otherwise. Raise the limit only if the user explicitly asks for "all" or a larger set. Present as a table: ID, query (truncated), cadence, created.

Note: monitor list is not guaranteed to be sorted newest-first, so a monitor you just created may not appear in the first page of results. If a user is verifying creation, prefer monitor get $MONITOR_ID (using the ID returned by create) over scanning the list.

View events for a monitor

parallel-cli monitor events "$MONITOR_ID" --lookback 10d --json

Lookback format: Nd (days) or Nw (weeks). Default 10d.

For deeper detail on a specific event group:

parallel-cli monitor event-group "$MONITOR_ID" "$EVENT_GROUP_ID" --json

Summarize for the user: count of events in the period, then a bulleted list of what changed with timestamps. Cite source URLs from the event payload.

Get / update / delete

parallel-cli monitor get "$MONITOR_ID" --json
parallel-cli monitor update "$MONITOR_ID" --cadence weekly --json
parallel-cli monitor delete "$MONITOR_ID" --json

Always confirm before deleting — deletion is permanent.

Setup

Requires parallel-cli (installed and authenticated). If parallel-cli --version fails, or if a later command fails with an authentication error, tell the user to see https://docs.parallel.ai/integrations/cli and stop.

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Statistics

Installs6.6K
Rating4.5 / 5.0
Version
Updated2026年5月21日
Comparisons1

User Rating

4.5(120)
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Compatible Platforms

🤖claude-code

Timeline

Created2026年5月21日
Last Updated2026年5月21日