Name: firecrawl-scraper
Rating: 56.8 (1 reviews)
Author: administrakt0r

firecrawl-scraper

Deep web scraping, screenshots, PDF parsing, and website crawling using Firecrawl API. Use when you need deep content extraction from web pages, page interaction is required (clicking, scrolling, etc.), or you want screenshots or PDF parsing.

Quality

65%

Does it follow best practices?

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Securityby

Low

Low-risk findings worth noting

Fix and improve this skill with Tessl

tessl review fix ./plugins/AI-Agents-Safe-Coding-Skills-claude/skills/firecrawl-scraper/SKILL.md

The canonical home for this skill is firecrawl-scraper in administrakt0r/AI-Agents-Safe-Coding-Skills

Quality

Content

47%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The body is lean and well-sectioned but almost content-free: it defers examples, usage, and troubleshooting to an external GitHub repo instead of providing executable Firecrawl patterns or a real workflow. It reads more as a pointer than a usable skill.

Suggestions

Add at least one executable Firecrawl API example (scrape, crawl, screenshot, or PDF parse) with the actual request/CLI form so Claude can act without visiting the repo.

Expand the 'Step-by-Step Guide' into a concrete workflow with an API-key setup step and a validation/verification checkpoint for batch crawls.

Replace the external 'See GitHub Repository' pointers for Examples and Troubleshooting with bundled reference files (e.g., references/examples.md) so the skill is self-contained.

Dimension	Reasoning	Score
Conciseness	The body is short and avoids over-explaining concepts Claude already knows, but the Overview merely restates the description and several lines are boilerplate ('Use naturally in Claude Code conversations'), so a few tokens could be trimmed — efficient with minor waste, not perfectly lean.	4 / 5
Actionability	Aside from the install command, the guidance is high-level ('Configure Firecrawl API key', 'Use naturally') with no API call examples, parameters, or concrete scraping patterns, leaving the specific execution steps missing.	2 / 5
Workflow Clarity	The 3-step guide ('Install', 'Configure API key', 'Use naturally') is a rough, poorly-defined sequence with no validation checkpoints; given batch scraping is a stated use case, the missing validation caps this well below a clear workflow.	2 / 5
Progressive Disclosure	The skill is under 50 lines with clear, well-organized sections (When to Use, Installation, etc.), but Examples and Troubleshooting defer to external GitHub URLs rather than bundled one-level-deep references, a minor organization gap.	4 / 5
	Total	12 / 20 Passed

Description

83%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description is well-formed: it states concrete capabilities and gives explicit 'Use when...' triggers covering extraction, interaction, screenshots, and PDF parsing. It is close to ideal, with only minor gaps in action specificity and synonym coverage.

Dimension	Reasoning	Score
Specificity	Lists several concrete actions — 'Deep web scraping, screenshots, PDF parsing, and website crawling' — but stops there without sub-actions (e.g., crawl modes, output formats), so it sits at 'several specific actions; minor gaps' rather than the comprehensive 5.	4 / 5
Completeness	Explicitly answers both 'what' ('Deep web scraping, screenshots, PDF parsing, and website crawling using Firecrawl API') and 'when' ('Use when you need deep content extraction from web pages, page interaction is required... or you want screenshots or PDF parsing') with concrete trigger phrases.	5 / 5
Trigger Term Quality	Natural user phrases are present ('web scraping', 'screenshots', 'PDF parsing', 'page interaction... clicking, scrolling', 'deep content extraction'), giving good keyword coverage, though synonyms/extensions beyond PDF are limited, so just short of comprehensive.	4 / 5
Distinctiveness Conflict Risk	The Firecrawl-specific deep-scraping and page-interaction niche is mostly distinct, though it can overlap with related web/search skills (tavily-web, exa-search) listed in the body, leaving minor overlap risk.	4 / 5
	Total	17 / 20 Passed

Validation

93%

Warnings & errors only

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 15 / 16 Passed

Validation for skill structure

Criteria	Description	Result
frontmatter_unknown_keys	Unknown frontmatter key(s) found; consider removing or moving to metadata	Warning

	Total	15 / 16 Passed

Repository: administrakt0r/AI-Agents-Safe-Coding-Skills
Path: plugins/AI-Agents-Safe-Coding-Skills-claude/skills/firecrawl-scraper/SKILL.md
Commit: 57c135b

Reviewed: 3 days ago

Table of Contents

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