Configure Firecrawl CI/CD integration with GitHub Actions and automated scraping tests. Use when setting up automated testing of Firecrawl integrations, configuring CI pipelines, or validating scraping behavior in pull requests. Trigger with phrases like "firecrawl CI", "firecrawl GitHub Actions", "firecrawl automated tests", "CI firecrawl", "test firecrawl in CI".
85
83%
Does it follow best practices?
Impact
Pending
No eval scenarios have been run
Advisory
Suggest reviewing before use
Quality
Discovery
89%Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.
This is a well-structured skill description with explicit 'Use when' guidance and dedicated trigger phrases, making it strong on completeness and distinctiveness. The main weakness is that the capability description could be more specific about the concrete actions performed (e.g., generating workflow YAML files, writing test assertions, configuring environment variables). Overall it's a solid description that would perform well in skill selection.
Suggestions
Add more specific concrete actions to boost specificity, e.g., 'Generates GitHub Actions workflow YAML, writes scraping test assertions, configures API keys as secrets, and validates response schemas in CI.'
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Names the domain (Firecrawl CI/CD with GitHub Actions) and some actions (configure integration, automated scraping tests), but doesn't list multiple concrete actions in detail—e.g., it doesn't specify what configuration steps, what kinds of tests, or what validation outputs are produced. | 2 / 3 |
Completeness | Clearly answers both 'what' (configure Firecrawl CI/CD integration with GitHub Actions and automated scraping tests) and 'when' (setting up automated testing, configuring CI pipelines, validating scraping behavior in PRs), with an explicit 'Use when' clause and trigger phrases. | 3 / 3 |
Trigger Term Quality | Includes a strong set of natural trigger terms: 'firecrawl CI', 'firecrawl GitHub Actions', 'firecrawl automated tests', 'CI firecrawl', 'test firecrawl in CI'. These cover realistic variations a user would say, plus domain terms like 'CI pipelines', 'pull requests', and 'automated testing'. | 3 / 3 |
Distinctiveness Conflict Risk | Highly distinctive—the combination of 'Firecrawl' + 'CI/CD' + 'GitHub Actions' is a very specific niche. It's unlikely to conflict with general CI skills or general Firecrawl usage skills due to the narrow focus on CI integration and automated testing. | 3 / 3 |
Total | 11 / 12 Passed |
Implementation
77%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is a strong, highly actionable skill with complete, executable code examples covering the full CI/CD pipeline for Firecrawl. The workflow is clearly sequenced with good operational safeguards (credit awareness, conditional test execution, timeouts). The main weakness is that the content is somewhat long for a SKILL.md overview—the detailed test files could be referenced rather than inlined—and a few sections explain things Claude would already know.
Suggestions
Consider moving the full integration test and unit test code blocks into separate referenced files (e.g., INTEGRATION_TESTS.md, UNIT_TESTS.md) and keeping only a brief summary with key patterns in the main skill.
Remove the Prerequisites section—Claude can infer these requirements from the workflow content itself.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | The content is mostly efficient with executable code examples, but includes some unnecessary sections like 'Prerequisites' listing obvious requirements and the 'Overview' paragraph that restates what the skill title already conveys. The error handling table and resources section add value but the overall length (~150 lines) could be tightened. | 2 / 3 |
Actionability | Fully executable code throughout: complete GitHub Actions YAML workflows, TypeScript integration and unit test files, and bash commands for secret configuration. Every step is copy-paste ready with specific file paths, package names, and realistic test assertions. | 3 / 3 |
Workflow Clarity | Clear 5-step sequence from secrets configuration through integration tests, unit tests, and credit-aware CI. Includes validation via test assertions, conditional execution guards (skipIf, if conditions on event types/tags), timeouts, and the error handling table serves as a troubleshooting checklist for common CI failures. | 3 / 3 |
Progressive Disclosure | The content is well-structured with clear headings and a logical progression, but it's quite long and monolithic. The integration tests, unit tests, and credit-aware CI sections could be split into separate reference files. The 'Next Steps' reference to 'firecrawl-deploy-integration' is good but the main body contains too much inline detail. | 2 / 3 |
Total | 10 / 12 Passed |
Validation
81%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 9 / 11 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
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 | 9 / 11 Passed | |
c8a915c
Table of Contents
If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.