firecrawl-dashboard-reporting Skill for Claude: What It Does and How to Install It

Makes your agent read the numbers off web dashboards and turn KPIs, tables and charts into a report or date-range table.

Installs: 31.8K; on skills.sh
Stars: 214; on GitHub
Updated: Nov 2026; last repo commit

This skill makes your agent open a dashboard in a Firecrawl browser, set the date range and read the visible KPI cards, tables and labels. It covers public stats and status pages as well as analytics tools you are signed in to.

It returns a report, and a JSON shape if you ask for one. It needs a Firecrawl API key and the Firecrawl CLI, and when your login expires it asks you to sign in again instead of working around it.

Good for

Anyone who copies numbers from analytics dashboards into reports
Marketing and ops leads who report on KPIs every week
People who track public stats and status pages

Install firecrawl-dashboard-reporting

Claude Code

Copy this prompt.

Install the firecrawl-dashboard-reporting skill in Claude Code. Run this command:

/plugin marketplace add firecrawl/firecrawl-workflows
/plugin install firecrawl-workflows@firecrawl-workflows

Then check that it loaded and tell me how to use it.

2
Paste it into Claude Code. It shows the change and asks before running it.

Pick one route. The plugin routes install the whole firecrawl-workflows plugin: 16 skills (counted from the skills list in its plugin.json), and the repo tree has no hooks, agents or MCP config files. The skills-only routes install just firecrawl-dashboard-reporting. The skill drives the Firecrawl CLI and needs a Firecrawl API key. Install the Firecrawl CLI first, since the skill runs firecrawl commands: npm install -g firecrawl-cli (Firecrawl CLI docs), or npx -y firecrawl-cli@latest init -y --browser to install it, sign in and add the shared skills in one step. Then run firecrawl login or export FIRECRAWL_API_KEY. Who pays: the Firecrawl account that owns the key. Every call uses credits; a new account starts on the free plan with 1,000 credits a month and no card. Per Firecrawl's billing docs: Interact (browser sessions) 2 to 7 credits per browser minute.

Built from the package data we hold. Not yet tested by us. Source.

What's in the skill

When it loads

Read metrics off web dashboards with Firecrawl browser: public stats, status and transparency pages as well as analytics tools the user is signed in to. Use when the user wants numbers, KPIs or charts from a dashboard turned into a report, summary or date-range table, even without an explicit request to scrape.

Sections in SKILL.md

Onboarding Interview
Firecrawl Collection Plan
Parallel Work
Final Deliverable
Summary
Metrics By Dashboard
Tables Or Exports
Notes And Caveats
Rerun Inputs
JSON Shape
Quality Bar

Key facts

Author: Firecrawl (frontmatter author, and the repo owner)
License: ISC (frontmatter and the README)
Installs on skills.sh: 31,775 (Nov 2, 2026)
GitHub stars: 214 for the whole firecrawl/firecrawl-workflows repo (Nov 2, 2026)
Last repo commit: Nov 1, 2026
What it includes: 1 file: SKILL.md (bundles no scripts)
Needs: A Firecrawl API key (FIRECRAWL_API_KEY) with credits, and the Firecrawl CLI (npm install -g firecrawl-cli)
Part of: The firecrawl-workflows plugin: 16 skills in its Claude plugin.json (counted), 19 skill folders in the repo tree
Works in: AI coding agents, per the README. The repo also ships plugin manifests for Claude Code, Codex and Cursor

What it includes

Uses a Firecrawl browser, with your login for protected dashboards
SKILL.md asks you about auth or profile requirements when they are not clear.
Network · Open each dashboard
Sets or checks the date range before reading numbers
Date ranges are kept in the report.
Network · Set the date range
KPI cards, tables and labels, with tab clicks, expanded sections and table scrolling
The quality bar asks for actual numbers, not just chart labels, and a note when a chart cannot be read precisely.
Network · Extract the visible data
Uses export or download buttons only when appropriate and allowed
Anything captured is listed under Tables Or Exports.
Write · Export buttons
Five sections from Summary to Rerun Inputs
Summary, Metrics By Dashboard, Tables Or Exports, Notes And Caveats and Rerun Inputs.
Read · Report
reportedAt, dateRange, dashboards[], metrics[], tables[], exports[], summary
The structure to use when you ask for JSON output.
Read · JSON shape

From the official docs

Permissions

Medium risk

It browses dashboards using your login, so it can see anything that login can see. Use the least-privileged account that works and say whether exports are allowed.

What it can do

Read your data
Create and change things
Delete things
Read-only mode

Watch out for

It works inside dashboards you are signed in to
The browser reads whatever your login can see. Use a viewer-level account if your analytics tool offers one (our advice). github.com
It can click export and download buttons
SKILL.md allows exports only when appropriate and allowed. Say in your prompt if you want read-only reporting. github.com
Expired logins stop the run
SKILL.md says to ask you to re-authenticate and not to bypass access controls. github.com
It spends your Firecrawl credits
Every call is billed in credits to the account behind the key. Per Firecrawl's billing docs: Interact (browser sessions) 2 to 7 credits per browser minute. A free account has 1,000 credits a month, so a large run can use it up. docs.firecrawl.dev

Security advisories

No published security advisories as of Nov 2, 2026.

Technical details

Turning on read-only	No read-only mode is documented in SKILL.md. Use version control for files it writes.
Talks to	Firecrawl hosted service. The dashboards and analytics tools you point it at
Sign-in and keys	SKILL.md declares FIRECRAWL_API_KEY as a required input and mentions an auth/profile requirement for protected dashboards. It does not say where the key or the login session is kept.
Scopes	Runs Firecrawl browser sessions against the dashboard URLs you give it Clicks tabs, expands sections, scrolls tables and may use export or download buttons Needs FIRECRAWL_API_KEY Spends credits on the Firecrawl account that owns your API key

Questions

What does the firecrawl-dashboard-reporting skill do?

It makes your agent read metrics off web dashboards and turn them into a report. It handles public stats and status pages as well as analytics tools you are signed in to.

How do I install it in Claude Code or Codex?

Use the install box at the top of this page. Each client has a plugin route and skills CLI commands. Install the Firecrawl CLI first (npm install -g firecrawl-cli, per its docs), then run firecrawl login or set FIRECRAWL_API_KEY.

Who pays for it?

You do, through the Firecrawl account that owns your API key. Firecrawl bills in credits, and a new account starts on the free plan with 1,000 credits a month and no card. Per its billing docs: Interact (browser sessions) 2 to 7 credits per browser minute. Check your balance with firecrawl credit-usage.

Can it log in to my dashboards?

SKILL.md says to use a Firecrawl browser for authenticated dashboards and to ask you about auth or profile needs. If a login has expired it asks you to re-authenticate and does not try to bypass access controls. It does not say how the login is stored.

Can it export or download data?

Only when appropriate and allowed, per SKILL.md. Captured tables and files are listed in the report under Tables Or Exports.

Is it safe to install?

It is a single SKILL.md file and bundles no scripts. When it runs, your agent drives a browser in dashboards you can access, so use accounts with the least access that works, and check what it exported.

Information

updated Nov 2, 2026

Repository: firecrawl/firecrawl-workflows
Folder: skills/firecrawl-dashboard-reporting

firecrawl/firecrawl-workflows skills.sh

Sources

Docs, issue trackers and discussions this page is built from.

Show all 8

firecrawl-dashboard-reporting SKILL.md · github.com
firecrawl-workflows README · github.com
firecrawl-workflows plugin.json · github.com
firecrawl-workflows marketplace.json · github.com
firecrawl-workflows Codex plugin.json · github.com
Firecrawl CLI docs · docs.firecrawl.dev
Firecrawl billing and credits · docs.firecrawl.dev
firecrawl/cli README · github.com