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firecrawl-core-workflow-b

Execute Firecrawl secondary workflow: LLM extraction, batch scraping, and site mapping. Use when extracting structured data from pages, batch scraping known URLs, or discovering site structure with the map endpoint. Trigger with phrases like "firecrawl extract", "firecrawl batch scrape", "firecrawl map site", "firecrawl structured data", "firecrawl JSON extract".

72

Quality

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Advisory

Suggest reviewing before use

SKILL.md
Quality
Evals
Security

Quality

Content

80%

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

Content is highly actionable and concise, with executable code throughout and a useful error table. Its main gaps are missing failure-state handling in the async batch poll loop and a monolithic structure with no internal progressive disclosure.

Suggestions

Add a failed/failed-state branch to the async batch poll loop (e.g. check status === "failed", surface the error, and retry or abort) so the batch workflow has a real validation feedback loop.

Verify or validate batch/extract results after completion (e.g. check that result.data is non-empty and matches expected schema) before treating the operation as done.

Split the larger code examples (Steps 4 and 6, plus the e-commerce example) into reference files under references/ with one-level-deep links from the body to improve progressive disclosure.

DimensionReasoningScore

Conciseness

The body is lean — code-first with brief inline comments, an Overview, Prerequisites, and an error table — and does not explain concepts Claude already knows (e.g. what an LLM or JSON Schema is), so most tokens earn their place despite some repeated import boilerplate across blocks.

3 / 3

Actionability

All six steps contain fully executable TypeScript with real FirecrawlApp method calls and parameters (scrapeUrl, batchScrapeUrls, asyncBatchScrapeUrls, checkBatchScrapeStatus, mapUrl), and Step 6 is a complete copy-paste-ready pipeline function.

3 / 3

Workflow Clarity

Steps are clearly sequenced and Step 4 includes a poll loop, but the async batch polling only checks for "completed" and never handles a "failed" state or validates results, so per the batch-operation guideline workflow clarity is capped at 2.

2 / 3

Progressive Disclosure

The ~210-line body is well-sectioned (Overview, Instructions, Error Handling, Resources, Next Steps) with clearly signaled external doc links, but all code and detail is inline in one file with no internal one-level-deep references splitting content that could live separately.

2 / 3

Total

10

/

12

Passed

Description

100%

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 specific, complete, and well-triggered: it names three concrete capabilities, includes a "Use when" clause with natural trigger phrases, and stays in third-person voice. It is a strong, low-conflict description.

DimensionReasoningScore

Specificity

Lists multiple specific concrete actions — "LLM extraction, batch scraping, and site mapping" plus "extracting structured data from pages, batch scraping known URLs... discovering site structure with the map endpoint" — matching the highest anchor.

3 / 3

Completeness

Explicitly answers both what ("Execute Firecrawl secondary workflow: LLM extraction, batch scraping, and site mapping") and when ("Use when extracting structured data from pages, batch scraping known URLs, or discovering site structure with the map endpoint") with an explicit trigger clause.

3 / 3

Trigger Term Quality

Provides natural phrases a user would say ("firecrawl extract", "firecrawl batch scrape", "firecrawl map site", "firecrawl structured data", "firecrawl JSON extract") with good variation coverage, exceeding the "some relevant keywords" bar.

3 / 3

Distinctiveness Conflict Risk

Occupies a clear Firecrawl-specific niche (extract/batch/map) with distinct triggers tied to the map endpoint, making it unlikely to fire for the wrong skill such as the scrape/crawl workflow.

3 / 3

Total

12

/

12

Passed

Validation

87%

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

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

allowed_tools_field

'allowed-tools' contains unusual tool name(s)

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

14

/

16

Passed

Repository
jeremylongshore/claude-code-plugins-plus-skills
Reviewed

Table of Contents

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