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AF firecrawl-build-onboarding

Get Firecrawl credentials and SDK setup into a project. Use when an application needs `FIRECRAWL_API_KEY`, when an agent should add Firecrawl to `.env`, when the user wants to authenticate Firecrawl for app code, or when choosing the first SDK and docs for a new Firecrawl integration. This skill includes its own browser auth flow, so it does not depend on the website onboarding skill.

ClawHub Agent Skills author: eohmig v1.0.0 MIT-0 5 files body ≈ 1 006 tokens Open the sourceclawhub.ai↗ analyzed 28 h ago

Get Firecrawl credentials and SDK setup into a project.

As a process F 44/100 · Will not run — References files that are not bundled: ../firecrawl-build/SKILL.md, ../firecrawl-build-scrape/SKILL.md, ../firecrawl-build-search/SKILL.md

IntegrationSoftware developmentAI and agentstype and topics are labelled automatically from the skill text
Runs in: OpenClaw Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) Goose OpenCode
JSON
Technical rating
A
90/100
safety, quality, tests
Safety 60%
100
Quality 40%
75
Run on models
none yet
Process rating
F
44/100
Will not run
References files that are not bundled: ../firecrawl-build/SKILL.md, ../firecrawl-build-scrape/SKILL.md, ../firecrawl-build-search/SKILL.md
Tools and files w 18
0
Result and completion w 14
0
Inputs and preconditions w 11
0
the three weakest of ten parameters · all ten

How to improve

  1. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 0

✓ No critical or high findings

Files scanned: 5. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: ../firecrawl-build/SKILL.md
  • warning missing-ref reference to a missing file: ../firecrawl-build-scrape/SKILL.md
  • warning missing-ref reference to a missing file: ../firecrawl-build-search/SKILL.md
  • note frontmatter-key unknown frontmatter key "inputs"
  • note frontmatter-key unknown frontmatter key "references"

Process rating: all ten parameters 44/100

Will not run. References files that are not bundled: ../firecrawl-build/SKILL.md, ../firecrawl-build-scrape/SKILL.md, ../firecrawl-build-search/SKILL.md
  • 0Tools and files. 3 referenced file(s) missing: ../firecrawl-build/SKILL.md, ../firecrawl-build-scrape/SKILL.md, ../firecrawl-build-search/SKILL.md
  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Progress reporting. Says nothing while it works
  • 30Running it twice. 1 mutating operations with no state check
  • 55Failures and branches. 1 branches
  • 70When it triggers. States when to use, but not when not to
  • 100Steps. 20 steps
  • 100Consistency. Name and required fields are in place
  • 100Execution cost. Instruction body is 1006 tokens

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • +3Output format is not stated: the model decides each time
  • +2Single-language instructions
  • +3Description length 387: enough signal without eating the budget
  • +4Structure: 7 headings
  • +3Step-by-step instructions: 20 items
  • +4Has examples (3 code blocks)
  • +4Reference files are cited in the instructions (3 of 3)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 75.

External checks

ClawHub: clean
This Firecrawl onboarding skill is purpose-aligned, but users should handle the API key carefully because it is saved into project configuration.
LLM: benign (high) · VirusTotal: · 1 Jun 2026