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Universal Web Scraper · lingxling | DecimalAI

databy lingxling

Universal Web Scraper

lingxling/apify-ultimate-scraper

Source lingxling/awesome-skills-cn ↗License MIT

AI-driven data extraction from 55+ Actors across all major platforms. This skill automatically selects the best Actor for your task.

SkillScore23Maintained

Automatic

Data Engineer pack

Last verified 8/28/2026

What it changes

Passed 3 of 11 test cases with the skill, and 2 of 11 without it.

Without skill14%

With skill23%

Checks it passed that the model alone missed

Fetches the input schema using mcpc before running the execution script.
Passes authorization header with APIFY_TOKEN bearer token in the mcpc tool call.
Calls mcpc tools-call search-actors with keywords parameter set to 'Amazon products'.

2 fixed3 passed either way17 still failing0 broke

Pass-rate lift: +9 pp
Tokens: +63%
Agent turns: 0%
Response time: -46%

Model gemini-3.6-flashMeasured 8/28/2026v15 of 22 cases passed with skill · 11 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/lingxling-apify-ultimate-scraper/SKILL.md https://app.decimal.ai/s/lingxling-apify-ultimate-scraper/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add lingxling-apify-ultimate-scraper, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/lingxling-apify-ultimate-scraper/ and pins it in .decimal/skills.lock

decimalai skills add lingxling-apify-ultimate-scraper

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/lingxling-apify-ultimate-scraper/SKILL.md https://app.decimal.ai/s/lingxling-apify-ultimate-scraper/SKILL.md

Raw file: /s/lingxling-apify-ultimate-scraper/SKILL.md ↗ · machine-readable summary at /s/lingxling-apify-ultimate-scraper.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

A test case the skill fixed. Same model, same prompt, with and without the skill.

Prompt

We want to track trending audio tracks and sound metrics on TikTok to inform music licensing choices. Select the sound extraction tool, fetch actor schema, and execute.

What was checked, without and with the skill
Checked	Without skill	With skill
Selects clockworks/tiktok-sound-scraper for TikTok sound metrics extraction.	Passed	Passed
Fetches the input schema using mcpc before running the execution script.	Missed	Passed

case-12 · gemini-3.6-flash · 8/28/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md234 linessingle file

Universal Web Scraper

AI-driven data extraction from 55+ Actors across all major platforms. This skill automatically selects the best Actor for your task.

When to Use

The user needs web data extraction but has not yet chosen a specific Apify Actor.
You need a general-purpose Apify entry point that maps a broad scraping goal to the most suitable Actor.
The task spans multiple platforms and benefits from one unified workflow for actor selection, execution, and summarization.

Prerequisites

(No need to check it upfront)

.env file with APIFY_TOKEN
Node.js 20.6+ (for native --env-file support)
mcpc CLI tool: npm install -g @apify/mcpc

Workflow

Copy this checklist and track progress:

Task Progress:
- [ ] Step 1: Understand user goal and select Actor
- [ ] Step 2: Fetch Actor schema via mcpc
- [ ] Step 3: Ask user preferences (format, filename)
- [ ] Step 4: Run the scraper script
- [ ] Step 5: Summarize results and offer follow-ups

Step 1: Understand User Goal and Select Actor

First, understand what the user wants to achieve. Then select the best Actor from the options below.

Instagram Actors (12)

Actor ID	Best For
`apify/instagram-profile-scraper`	Profile data, follower counts, bio info
`apify/instagram-post-scraper`	Individual post details, engagement metrics
`apify/instagram-comment-scraper`	Comment extraction, sentiment analysis

Track record

Benchmark

3 / 11

test cases passed, vs 2 / 11 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

lingxling / awesome-skills-cn

antigravity-awesome-skills/skills/apify-ultimate-scraper/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Universal Web Scraper

When to Use

Prerequisites

Workflow

Step 1: Understand User Goal and Select Actor

Instagram Actors (12)

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills