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Skills/Data Science & ML
firecrawl avatar

Firecrawl Dashboard Reporting

firecrawl/firecrawl-workflowsOfficial

This workflow uses Firecrawl's browser automation to pull metrics from analytics dashboards and internal web tools you already have access to. It handles authenticated sessions, clicks through tabs, scrolls tables, and extracts KPIs into structured reports. The workflow can work in parallel across multiple dashboards and returns both markdown summaries and JSON with actual numbers, not just screenshots. Honest take: this is useful if you're tired of manually copying metrics from five different admin panels every week, but it won't magically solve login issues or read data that's locked in a canvas chart. It respects access controls and will tell you to re-authenticate rather than trying anything sketchy.

installs
31.7K
GitHub stars
208
last updated
Aug 21, 2026
View on GitHubSave

Install

$ npx -y skills add firecrawl/firecrawl-workflows --skill firecrawl-dashboard-reporting --agent claude-code

Installs into .claude/skills of the current project.

Files

Firecrawl Dashboard Reporting

Use this to extract visible metrics from dashboards the user can legitimately access.

Onboarding Interview

Infer dashboard URLs, metrics, date range, and output format from context. If dashboard targets are clear and accessible, proceed immediately.

Ask at most 1-3 concise questions only if blocked, such as the dashboard URLs, auth/profile requirement, or date range.

Firecrawl Collection Plan

Use Firecrawl browser for authenticated dashboards and UI interaction:

  • open each dashboard
  • set or verify date range
  • extract visible KPI cards, tables, and labels
  • click tabs, expand sections, and scroll tables
  • use export/download buttons only when appropriate and allowed

If login has expired, ask the user to re-authenticate rather than attempting to bypass access controls.

Parallel Work

If appropriate, use sub-agents or equivalent parallel task runners. Split by dashboard platform or metric category. Each researcher should return metrics, units, period, source URL, and caveats.

Final Deliverable

# Dashboard Report

## Summary
[Highlights, alerts, trends]

## Metrics By Dashboard
[Platform, metric, value, unit, change, period]

## Tables Or Exports
[Captured tables/files and what they contain]

## Notes And Caveats
[Auth issues, chart-only data, unavailable metrics]

## Rerun Inputs
workflow: firecrawl-dashboard-reporting
dashboards: [urls]
date_range: [range]
metrics: [list]
output: [json/markdown]

JSON Shape

Use reportedAt, dateRange, dashboards[], metrics[], tables[], exports[], and summary.

Quality Bar

  • Extract actual numbers, not just chart labels.
  • Note when a chart cannot be read precisely.
  • Preserve date ranges and source URLs.
SKILL.md on GitHub

Sponsors

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Details

Repository
github.com/firecrawl/firecrawl-workflows
Categories
Data Science & ML, Marketing & SEO
First seen
Jun 3, 2026

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