SKILLEMALL.ai
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DC scrapling-official

Scrape web pages using Scrapling with HTTP requests, stealth browsers, JavaScript rendering, browser actions, API response capture, concurrent spiders, and adaptive parsing. Use when asked to scrape, crawl, or extract data from websites; web_fetch fails; the site has anti-bot protections; write Python code to scrape/crawl; or write spiders.

D4Vinci/Scrapling Agent Skills author: D4Vinci BSD-3-Clause 25 files · 4 scripts body ≈ 6 317 tokens Open the sourcegithub.com↗ analyzed 3 d ago

Scrape web pages using Scrapling with HTTP requests, stealth browsers, JavaScript rendering, browser actions, API response capture, concurrent spiders, and…

As a process C 51/100 · Has gaps — weak spots: when it triggers, inputs and preconditions, consistency

IntegrationCloudflareDockerSoftware developmenttype and topics are labelled automatically from the skill text
Runs in: 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) OpenClaw Goose OpenCode
JSON
Technical rating
D
66/100
safety, quality, tests
Safety 60%
55
Quality 40%
82
Run on models
none yet
Process rating
C
51/100
Has gaps
Inputs and preconditions w 11
0
Progress reporting w 2
0
When it triggers w 12
20
the three weakest of ten parameters · all ten

What is at stake

Medium-severity findings: the skill is probably honest, but read what alarmed the scanner.

Exfiltration medium severity

Below is the worst case for this category. The finding here is medium: the guard saw a sign, not a proof.

If you install

The instructions or scripts send data out: environment variables, keys, file contents, chat history. You may never notice, because the agent performs the upload as "part of the task".

For the author

If the upload is not needed for the task, remove it: catalogs flag such skills and delist them. If it is needed, name the destination explicitly, say what leaves the machine, and give the user a switch.

How to improve

  1. The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
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 · 9

✓ No critical or high findings

Medium and low: 9
  • medium Exfiltration exfil-webhook-url references/fetching/static.md:60
    Webhook / callback URL commonly used for exfiltration (verify the destination) (quoted — discussed, not commanded)
    page = Fetcher.get('https://scrapling.requestcatcher.com/get', stealthy_headers=True)
    quoted
  • medium Exfiltration exfil-webhook-url references/fetching/static.md:61
    Webhook / callback URL commonly used for exfiltration (verify the destination) (quoted — discussed, not commanded)
    page = Fetcher.get('https://scrapling.requestcatcher.com/get', proxy='http://username:password@loca…030')
    quoted
  • medium Exfiltration exfil-webhook-url references/fetching/static.md:79
    Webhook / callback URL commonly used for exfiltration (verify the destination) (quoted — discussed, not commanded)
    page = await AsyncFetcher.get('https://scrapling.requestcatcher.com/get', stealthy_headers=True)
    quoted
  • medium Exfiltration exfil-webhook-url references/fetching/static.md:80
    Webhook / callback URL commonly used for exfiltration (verify the destination) (quoted — discussed, not commanded)
    page = await AsyncFetcher.get('https://scrapling.requestcatcher.com/get', proxy='http://username:password@loca…030')
    quoted
  • medium Exfiltration exfil-webhook-url references/fetching/static.md:113
    Webhook / callback URL commonly used for exfiltration (verify the destination) (quoted — discussed, not commanded)
    page = Fetcher.post('https://scrapling.requestcatcher.com/post', data={'key': 'value'}, params={'q': 'query'})
    quoted
  • medium Exfiltration exfil-webhook-url SKILL.md:131
    Webhook / callback URL commonly used for exfiltration (verify the destination) (quoted — discussed, not commanded)
    scrapling extract get "https://scrapling.requestcatcher.com" content.md --cookies "session=abc123; user=john" --ai-targeted
    quoted
  • medium Exfiltration exfil-webhook-url SKILL.md:172
    Webhook / callback URL commonly used for exfiltration (verify the destination) (quoted — discussed, not commanded)
    scrapling extract fetch "https://scrapling.requestcatcher.com/" content.md --network-idle --ai-targeted
    quoted
  • medium Exfiltration exfil-webhook-url SKILL.md:178
    Webhook / callback URL commonly used for exfiltration (verify the destination) (quoted — discussed, not commanded)
    scrapling extract fetch "https://scrapling.requestcatcher.com/" page.html --no-headless --disable-resources --ai-targeted
    quoted
  • medium Exfiltration exfil-webhook-url SKILL.md:181
    Webhook / callback URL commonly used for exfiltration (verify the destination) (quoted — discussed, not commanded)
    scrapling extract fetch "https://scrapling.requestcatcher.com" content.md --ai-targeted
    quoted

Files scanned: 25. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning body-long SKILL.md body ≈ 6317 tokens (recommended < 5000); move details to references/

Process rating: all ten parameters 51/100

  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 30Running it twice. 3 mutating operations with no state check
  • 40Consistency. Frontmatter name (scrapling-official) differs from the folder (Scrapling-Skill)
  • 60Tools and files. Uses tools (web, python, node) that frontmatter does not declare
  • 60Result and completion. Output format stated, no completion criterion
  • 60Failures and branches. 2 branches
  • 70Execution cost. Instruction body is 6317 tokens
  • 100Steps. 24 steps
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing

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)
  • +2Single-language instructions
  • +3Description length 342: enough signal without eating the budget
  • +4Structure: 16 headings
  • +3Step-by-step instructions: 24 items
  • +3Output format is stated explicitly
  • +4Has examples (17 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: 82.

In the sandbox Скрипты не запустились

The skill's scripts were run in a throwaway machine: no network, fake keys in the home directory, a tracer watching. We wrote down what they did. Reaching for the network or for secrets caps the technical grade at C; a quiet run adds no points.

Запущено 4 скрипта; каждому дали двадцать секунд, поддельный домашний каталог с ключами и сеть, в которой ничего нет.

Ни один не дошёл до работы — им не хватило зависимостей, аргументов или файлов. Это не отзыв о поведении: наблюдать было не за чем.

examples/01_fetcher_session.pyне запустился: ModuleNotFoundError: No module named 'scrapling'
examples/02_browser_session.pyне запустился: ModuleNotFoundError: No module named 'scrapling'
examples/03_stealthy_session.pyне запустился: ModuleNotFoundError: No module named 'scrapling'
examples/04_spider.pyне запустился: ModuleNotFoundError: No module named 'scrapling'

19 Oct 2026