Official agent skill

Apify Booking Host Leads

by apify in apify/awesome-skills

Find and enrich B2B leads from Booking.com - hotels, apartments, and vacation rentals - and pull each host's or property manager's real contact details (email, phone, company name, registration…

OfficialApache-2.0Auto-check passedData & Analytics

Install Apify Booking Host Leads

skills CLI
$ npx skills add apify/awesome-skills --skill apify-booking-host-leads -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install apify/awesome-skills apify-booking-host-leads --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/apify/awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/apify-booking-host-leads .claude/skills/apify-booking-host-leads && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
apify-booking-host-leads
GitHub stars
265
Token cost
~2.3k tokens
SKILL.md length
879 words
Files
2 (incl. references)
Skills in repo
25
Repo updated
First seen
Licence
Apache-2.0

At a glance

Find and enrich B2B leads from Booking.com - hotels, apartments, and vacation rentals - and pull each host's or property manager's real contact details (email, phone, company name, registration…

  • Works in 6 steps: Collect inputs. Ask the user for:… → Tier 1 - Scrape Booking.com. Run… → Tier 2 - Google Maps (only rows still… → …
  • The user says things like get emails from Booking.com
  • SKILL.md covers The key insight, Prerequisites, Workflow and Actor routing, plus 2 more sections
  • Needs APIFY_TOKEN

What it does

Apify Booking Host Leads is an agent skill from apify/awesome-skills, published by the product's own GitHub organization. Find and enrich B2B leads from Booking.com - hotels, apartments, and vacation rentals - and pull each host's or property manager's real contact details (email, phone, company name, registration number). Use when the user says things like "get emails from Booking.com", "Booking.com lead generation", "find tour operator / property manager / host contacts", "scrape accommodation owner emails", or "build a list of Booking hosts". The host's email is usually already inside the Booking scraper's traderInfo field (EU/AU…

Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/gotchas.md`).

It sits in Data & Analytics, covering Web scraping. It works with Apify and Google Maps Platform. The repository describes itself as: Community collection of Apify agent skills for AI coding assistants. The licence is Apache-2.0.

When your agent uses it

  • The user says things like get emails from Booking.com
  • Booking.com lead generation
  • Find tour operator / property manager / host contacts
  • Scrape accommodation owner emails

Example prompts

  • “s or property manager”
  • “get emails from Booking.com”
  • “Booking.com lead generation”
  • “/apify-booking-host-leads”

Requirements

  • A credential in APIFY_TOKEN

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Collect inputs. Ask the user for: destination (city/area), property type (Apartments / Guest houses / Holiday homes / Villas surface the…
  2. Tier 1 - Scrape Booking.com. Run voyager/booking-scraper. Build a lead row per property from traderInfo and hostInfo (see Mapping below)…
  3. Tier 2 - Google Maps (only rows still missing an email). Run lukaskrivka/google-maps-with-contact-details with searchStringsArray = [", "…
  4. Tier 3 - Google Search (only rows still missing a website). Run apify/google-search-scraper with one query per lead (" official website")…
  5. Tier 4 - scrape the website (only rows with a website but no email). Default: vdrmota/contact-info-scraper (deterministic, ~14s/site)…
  6. Deliver. Output one row per property. Report total rows, % with an email, and the contactSource breakdown. Rows still empty keep…

What it can do on your machine

Read from SKILL.md and the folder at commit 1eb0cd0. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • apify.com
    • console.apify.com
    • mcp.apify.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • APIFY_TOKEN

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Apify Booking Host Leads loads about 2.3k tokens when it runs, and up to ~2.7k if it reads all its reference files. Until then it costs about 186 tokens; SKILL.md has 879 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~186
When it runs · the whole SKILL.md, loaded when a task matches
~2.3k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~2.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from apify/awesome-skills at commit 1eb0cd0, republished under its Apache-2.0 licence (© apify). 879 words, ~2,292 tokens.

Download SKILL.mdSave it as .claude/skills/apify-booking-host-leads/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
apify-booking-host-leads
description
Find and enrich B2B leads from Booking.com - hotels, apartments, and vacation rentals - and pull each host's or property manager's real contact details (email, phone, company name, registration number). Use when the user says things like "get emails from Booking.com", "Booking.com lead generation", "find tour operator / property manager / host contacts", "scrape accommodation owner emails", or "build a list of Booking hosts". The host's email is usually already inside the Booking scraper's traderInfo field (EU/AU trader-transparency disclosure) - this skill leads with that and uses a Google Maps email scraper only as a fallback, instead of relying on Google Maps first (which mostly returns the wrong business).
author
Daniela Ryplová
author_url
https://github.com/danielarypl
metadata.keywords
booking, booking.com, lead-generation, leads, email-finder, hosts, property-managers, tour-operators, hospitality, traderinfo, contact-enrichment, b2b

Booking.com host & operator lead finder

Turn a Booking.com destination search into a clean table of accommodation hosts / property managers with their real contact details.

The key insight

When you scrape Booking.com, the host's contact email is sometimes already in the data under traderInfo (a trader-transparency disclosure). But this is region-dependent: strong in the EU (Zurich apartments: 80%) and Australia (Melbourne apartments: 82% in a 50-property test), and increasingly present in Asia (Beijing apartments: 65% as of June 2026, typically a QQ, 163, or Gmail address plus a Chinese company name). It is historically sparser in the US and UK. A naive chained Google Maps email scraper found emails for only ~10% and often matched the wrong business.

So use a waterfall: try the cheapest source first, fall through to more expensive ones only for leads still missing a contact. Never start with a Google Maps email extractor.

TierSourceGetsFires when
1Booking traderInfoemail, phone, companyalways (free, already scraped)
2Google Maps Email Extractor (by name)email, phone, socials, websitelead still has no email
3Google Search (by name)a candidate websitelead still has no website
4Website contact scraper (on the website)email / phone / socialslead has a website but still no email

Prerequisites

Workflow

  1. Collect inputs. Ask the user for: destination (city/area), property type (Apartments / Guest houses / Holiday homes / Villas surface the most independent operators; none = all), max properties, and output format (CSV / JSON / Google Sheet).
  2. Tier 1 - Scrape Booking.com. Run voyager/booking-scraper. Build a lead row per property from traderInfo and hostInfo (see Mapping below). Mark rows where traderInfo.email is present as contactSource: booking-trader.
  3. Tier 2 - Google Maps (only rows still missing an email). Run lukaskrivka/google-maps-with-contact-details with searchStringsArray = ["<name>, <destination>", ...]. Fill email/phone/socials and capture any website it returns. Mark filled rows google-maps.
  4. Tier 3 - Google Search (only rows still missing a website). Run apify/google-search-scraper with one query per lead ("<name> <city> official website"). Take the first non-OTA/non-social organicResults[].url as the candidate website.
  5. Tier 4 - scrape the website (only rows with a website but no email). Default: vdrmota/contact-info-scraper (deterministic, ~14s/site). Optional: apify/ai-web-scraper with a prompt for email/phone/contact-form URL - but in live testing it was slow and failed on multiple sites, so prefer the contact scraper. Mark filled rows website-contact (or website-ai). Cap the count to control cost.
  6. Deliver. Output one row per property. Report total rows, % with an email, and the contactSource breakdown. Rows still empty keep BookingURL (contact via Booking messaging).
Show full SKILL.md (316 more words)Show less
Mapping (Booking item → lead row)
Output columnSource field
name, type, address, city, country, rating, ratingLabel, stars, reviews, BookingURLtop-level Booking fields (address.full, address.city, address.country, rating, ratingLabel, reviews, url)
email, phonetraderInfo.email / traderInfo.phone → fallback Google Maps emails[0] / phones[0]
companyName, registrationNumber, traderAddresstraderInfo.companyName / .registrationNumber / .address
hostName, managedPropertieshostInfo.name / hostInfo.managedProperties (operator-size signal)
website, socialsGoogle Maps fallback only; drop OTA domains (booking.com, agoda, expedia, etc.)
contactSourcebooking-trader | google-maps | none

Put email and phone immediately after address in the output.

Always return BookingURL (link to the property), rating, ratingLabel (e.g. "Superb", "Exceptional"), and reviews (review count) for every lead. These give each row its own quality signal, so leads can be ranked and prioritized without re-opening Booking.

Actor routing

Waterfall tierActor IDMaintainerBest for
1 - Booking + trader contactsvoyager/booking-scrapercommunityPrimary. traderInfo holds host email/phone/company
2 - email/social/website by namelukaskrivka/google-maps-with-contact-detailscommunityEmails Booking doesn't disclose; also returns a website
3 - discover a websiteapify/google-search-scraperapifyFinding the host's official site when Maps has none
4 - extract from the website (default)vdrmota/contact-info-scrapercommunityDeterministic email/phone/social extraction; fast and reliable
4 - extract from the website (alt)apify/ai-web-scraperapifyLLM extraction via prompt; flexible but slow/unreliable in testing

Prefer apify-maintained Actors where available.

Calling Actors — Apify CLI

Three flags on every call (--json, --user-agent, 2>/dev/null):

# 1. Scrape Booking.com
apify actors call "voyager/booking-scraper" \
  -i '{"search":"Melbourne","maxItems":50,"propertyType":"Apartments","currency":"USD","language":"en-us","sortBy":"distance_from_search","rooms":1,"adults":2}' \
  --json \
  --user-agent apify-awesome-skills/apify-booking-host-leads \
  2>/dev/null

# Tier 2 - enrich names that have no traderInfo email
apify actors call "lukaskrivka/google-maps-with-contact-details" \
  -i '{"searchStringsArray":["<name>, Melbourne"],"locationQuery":"Melbourne","maxCrawledPlacesPerSearch":1,"language":"en"}' \
  --json \
  --user-agent apify-awesome-skills/apify-booking-host-leads \
  2>/dev/null

# Tier 3 - discover a website for leads that still have none
apify actors call "apify/google-search-scraper" \
  -i '{"queries":"<name> Melbourne official website","maxPagesPerQuery":1,"resultsPerPage":5,"countryCode":"us","languageCode":"en"}' \
  --json \
  --user-agent apify-awesome-skills/apify-booking-host-leads \
  2>/dev/null

# Tier 4 - AI-extract a contact email / form URL from the website
# (confirm the prompt/instructions field name against the Actor's input schema)
apify actors call "apify/ai-web-scraper" \
  -i '{"startUrls":[{"url":"<website>"}],"prompt":"Extract the contact email, phone, and contact-form URL. Return JSON keys: email, phone, contactFormUrl."}' \
  --json \
  --user-agent apify-awesome-skills/apify-booking-host-leads \
  2>/dev/null

# Inspect input schema / fetch results
apify actors info "voyager/booking-scraper" --input --json \
  --user-agent apify-awesome-skills/apify-booking-host-leads 2>/dev/null
apify datasets get-items DATASET_ID --format json \
  --user-agent apify-awesome-skills/apify-booking-host-leads 2>/dev/null

The Apify MCP server (https://mcp.apify.com) and any MCP client (e.g. mcpc) are equivalent alternatives.

Troubleshooting

  • No emails returned → you are probably reading Google Maps output instead of traderInfo. Re-check the Booking item's traderInfo field first.
  • Emails for the wrong business → that is the Google Maps fallback matching a generic place. Trust contactSource: booking-trader rows; treat google-maps rows as lower confidence.
  • Many contactSource: none rows → those hosts disclosed no trader info and have no Google Business match. Use the BookingURL to contact via Booking, or accept the blank.
  • Run cost climbs → skip the Google Maps fallback entirely; traderInfo alone covers ~80%.
  • See references/gotchas.md for cost notes.

© apify, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file (references) in skills/apify-booking-host-leads of apify/awesome-skills.

  • SKILL.md
  • references/gotchas.md

Open the folder on GitHubat commit 1eb0cd0

Compare with similar skills

Apify Booking Host Leads next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Apify Booking Host Leads compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Apify Booking Host Leads this skillapify/awesome-skills265—~2.3kAutomated safety check: PassApache-2.0
Apify Brand Reputation Monitoringsickn33/agentic-awesome-skills47k2 repos~1.2kAutomated safety check: NotesMIT
Apify Competitor IntelligenceaAAaqwq/AGI-Super-Team1053 repos~1.3kAutomated safety check: NotesMIT
Apify Multi-Platform Scraperapify/agent-skills2.4k2 repos~1.4kAutomated safety check: NotesNone
Apify Market Researchsickn33/agentic-awesome-skills47k2 repos~1.2kAutomated safety check: NotesMIT
Google Maps ScraperMahanaicoach/google-maps-scraper-kit1.3k—~2.8kAutomated safety check: PassMIT

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Questions about Apify Booking Host Leads

What does Apify Booking Host Leads do?

Find and enrich B2B leads from Booking.com - hotels, apartments, and vacation rentals - and pull each host's or property manager's real contact details (email, phone, company name, registration…. Apify Booking Host Leads is an agent skill from apify/awesome-skills, published by the product's own GitHub organization.com - hotels, apartments, and vacation rentals - and pull each host's or property manager's real contact details (email, phone, company name, registration number).

When should I use Apify Booking Host Leads?

Apify Booking Host Leads fits situations like: the user says things like get emails from Booking.com; booking.com lead generation; find tour operator / property manager / host contacts; scrape accommodation owner emails.

How do I install Apify Booking Host Leads in Claude Code?

Run `npx skills add apify/awesome-skills --skill apify-booking-host-leads -a claude-code`. Or copy the skill folder (skills/apify-booking-host-leads in apify/awesome-skills) into .claude/skills/apify-booking-host-leads in your project. Claude Code loads it when a task matches its description.

How do I install Apify Booking Host Leads in Codex?

Run `npx skills add apify/awesome-skills --skill apify-booking-host-leads -a codex`. Or copy the skill folder (skills/apify-booking-host-leads in apify/awesome-skills) into .agents/skills/apify-booking-host-leads in your project. Codex loads it when a task matches its description.

Can I use Apify Booking Host Leads in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add apify/awesome-skills --skill apify-booking-host-leads -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/apify-booking-host-leads, .gemini/skills/apify-booking-host-leads, .github/skills/apify-booking-host-leads and .opencode/skills/apify-booking-host-leads in your project.

What does Apify Booking Host Leads need to run?

Going by SKILL.md and its folder, Apify Booking Host Leads needs credentials named APIFY_TOKEN. Our summary lists: A credential in APIFY_TOKEN.

Does Apify Booking Host Leads access the network?

SKILL.md names 3 domains. As links in the text: apify.com, console.apify.com and mcp.apify.com. This is read from the text; nothing was executed.

Is Apify Booking Host Leads safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Apify Booking Host Leads use?

Apify Booking Host Leads is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Apify Booking Host Leads use?

About 2.3k tokens (SKILL.md is roughly 9.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 380 tokens, read only when the agent opens those files.

What are the alternatives to Apify Booking Host Leads?

Skills that share tags, products or a category with Apify Booking Host Leads: Apify Brand Reputation Monitoring (sickn33/agentic-awesome-skills, 47k stars), Apify Competitor Intelligence (aAAaqwq/AGI-Super-Team, 105 stars), Apify Multi-Platform Scraper (apify/agent-skills, 2.4k stars) and Apify Market Research (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Apify Booking Host Leads?

apify (a GitHub organization, an official publisher) maintains it in apify/awesome-skills, which has 265 GitHub stars. The repository holds 25 skills in this directory. The repository was last updated on September 22, 2026.

Source: apify/awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.