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firecrawl

Firecrawl integration. Manage data, records, and automate workflows. Use when the user wants to interact with Firecrawl data.

52

Quality

58%

Does it follow best practices?

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Adds up to 20 points to the overall score

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SecuritybySnyk

Low

Low-risk findings worth noting

Fix and improve this skill with Tessl

tessl review fix ./skills/firecrawl/SKILL.md
SKILL.md
Quality
Evals
Security

Quality

Content

67%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 a largely executable, well-structured CLI integration guide with a solid connection-state workflow and feedback loops. It is held back by an unnecessary introductory/marketing paragraph and minor step-labeling inconsistencies.

Suggestions

Trim the opening 'what Firecrawl is and who uses it' paragraph and the auth-plumbing marketing line to save tokens.

Fix the step numbering: label the connection step '1a', add an explicit 'Step 2' anchor, and resolve the 'skip to Step 2' reference.

Add one complete worked example (connect → search → run) with realistic values to close the actionability gap.

DimensionReasoningScore

Conciseness

The body is largely command-driven and efficient, but the opening paragraph explaining what Firecrawl is and who uses it, plus marketing lines like 'focus on the integration logic rather than auth plumbing', add unnecessary padding.

3 / 5

Actionability

It provides many concrete, copy-paste-ready membrane commands with flags and a proxy option table, but examples rely on placeholders (CONNECTION_ID, actionId) and lack a full worked end-to-end example.

4 / 5

Workflow Clarity

The connection flow has explicit state checkpoints and a poll→handle-clientAction→re-poll feedback loop, but the dangling 'skip to Step 2' reference and a '1b' heading with no '1a'/'Step 2' leave minor sequence gaps.

4 / 5

Progressive Disclosure

Content is organized into clear, well-labeled sections and is self-contained with no broken or nested references, though the step-labeling inconsistency is a minor organization gap.

4 / 5

Total

15

/

20

Passed

Description

50%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 correctly pairs a Use-when trigger with a named tool, but its action language is generic and it lacks the natural scrape/crawl/extract terms users would actually say. It is distinct yet under-specified.

Suggestions

Replace generic verbs with concrete Firecrawl actions, e.g. 'Crawl websites, extract page content, and run Firecrawl reports.'

Add natural trigger terms users say, such as 'web scraping', 'crawl a site', or 'extract data from a URL'.

Sharpen the Use-when clause to reference those scrape/crawl/extract intents rather than the vague 'interact with Firecrawl data'.

DimensionReasoningScore

Specificity

The description names the Firecrawl domain but its actions ('Manage data, records, and automate workflows') are generic rather than concrete — it never mentions crawling, scraping, or page extraction.

2 / 5

Completeness

It states a 'what' ('Manage data, records, and automate workflows') and an explicit 'Use when the user wants to interact with Firecrawl data' trigger, though the 'when' could be more specific.

4 / 5

Trigger Term Quality

It repeats 'Firecrawl' and 'Firecrawl data' but omits the natural phrases users actually say (scrape, crawl, extract, web data), leaving only one generic trigger phrase.

2 / 5

Distinctiveness Conflict Risk

Firecrawl is a specific named product giving it a clear niche and low conflict risk, but the generic 'manage data' phrasing leaves minor overlap with other data skills.

4 / 5

Total

12

/

20

Passed

Validation

93%

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

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

Total

15

/

16

Passed

Repository
membranedev/application-skills
Reviewed

Table of Contents

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