Airbnb — Printing Press CLI

Prerequisites: Install the CLI

This skill drives the

airbnb-pp-cli

binary. You must verify the CLI is installed before invoking any command from this skill. If it is missing, install it first:

Install via the Printing Press installer:

bash

npx -y @mvanhorn/printing-press install airbnb --cli-only

Verify:
```
airbnb-pp-cli --version
```
Ensure
```
$GOPATH/bin
```
(or
```
$HOME/go/bin
```
) is on
```
$PATH
```
.

If the

npx

install fails (no Node, offline, etc.), fall back to a direct Go install (requires Go 1.23+):

bash

go install github.com/mvanhorn/printing-press-library/library/travel/airbnb/cmd/airbnb-pp-cli@latest

--version

reports "command not found" after install, the install step did not put the binary on

$PATH

. Do not proceed with skill commands until verification succeeds.

When to Use This CLI

Reach for this CLI when an agent or user names an Airbnb listing URL, asks about Airbnb fees or direct-booking savings, mentions 'book direct,' or wants to plan a trip across listings. The cheapest command is the headline; plan and compare extend it. The local store accumulates listings, hosts, and price history across sessions, so re-running queries gets faster and richer over time.

When Not to Use This CLI

Do not activate this CLI for requests that require creating, updating, deleting, publishing, commenting, upvoting, inviting, ordering, sending messages, booking, purchasing, or changing remote state. This printed CLI exposes read-only commands for inspection, export, sync, and analysis.

Unique Capabilities

These capabilities aren't available in any other tool for this API.

Host-direct arbitrage

cheapest
— Given an Airbnb or VRBO listing URL, find the host's direct booking site and report the cheapest of three sources.
When a user names an Airbnb/VRBO listing, this is the right tool to reach for. Returns a structured comparison of OTA fees vs direct booking with actionable URLs.
bash
```
airbnb-pp-cli cheapest 'https://www.airbnb.com/rooms/37124493?check_in=2026-05-16&check_out=2026-05-19' --agent
```
plan
— Search Airbnb and VRBO in parallel for a city/dates/budget, then run cheapest on the top results, return a ranked-by-savings list.
The agent-friendly trip planner. One call returns ranked results across both platforms with direct-booking URLs and savings amounts.
bash
```
airbnb-pp-cli plan 'Lake Tahoe' --checkin 2026-05-16 --checkout 2026-05-19 --guests 4 --budget 1500 --agent
```
compare
— Side-by-side: OTA total (with cleaning + service + tax fees) vs direct booking total, with dollar and percent savings.
Use when an agent needs to justify a booking recommendation with concrete savings numbers.
bash
```
airbnb-pp-cli compare 'https://www.airbnb.com/rooms/37124493' --checkin 2026-05-16 --checkout 2026-05-19 --json
```
find-twin
— Reverse image search a listing's photos to find the same property on direct booking sites or alternate platforms.
When host extraction fails (vague host name), reverse image search is the most reliable signal.
bash
```
airbnb-pp-cli find-twin 'https://www.airbnb.com/rooms/37124493' --json
```

Cross-platform

match
— Given a listing on Airbnb (or VRBO), find the same property on the other platform via geocode + amenities + photo signal.
Cross-platform price discrimination is real; the same condo can cost 15 percent less on VRBO. This finds it.
bash
```
airbnb-pp-cli match 'https://www.airbnb.com/rooms/37124493' --json
```

Local state that compounds

watch
— Add saved listings to a watchlist with target prices; daily sync checks for drops; cron-friendly exit codes signal hits.
Use when a user is shopping a specific listing and waiting for a price drop. Schedule watch check daily; act on exit code 7.
bash
```
airbnb-pp-cli watch add 'https://www.airbnb.com/rooms/37124493' --max-price 350 --checkin 2026-05-16 --checkout 2026-05-19
```
host portfolio
— Given a host or property management company name, list every known listing under them across Airbnb and VRBO.
Discover bulk patterns: which PMCs operate in this city, which have direct sites, where to focus arbitrage.
bash
```
airbnb-pp-cli host portfolio 'Vacasa' --json --select listings.title,listings.location
```
wishlist diff
— Track price changes on Airbnb wishlists over time; report which saved listings dropped, by how much, and over what window.
User saved a listing months ago and forgot. This surfaces price movement so they can act before booking.
bash
```
airbnb-pp-cli wishlist diff --since 2026-04-01 --json
```
fingerprint
— Stable hash from photos + amenities + host + city; used by match for dedupe; exposed for power-user export workflows.
Build your own external joins on listings; stable across sessions.
bash
```
airbnb-pp-cli fingerprint 'https://www.airbnb.com/rooms/37124493'
```

Discovery Signals

This CLI was generated with browser-observed traffic context.

Capture coverage: 66 API entries from 299 total network entries
Protocols: rpc_envelope (80% confidence), rest_json (75% confidence)
Auth signals: api_key — headers: X-Airbnb-API-Key, X-Goog-Api-Key
Generation hints: has_rpc_envelope, weak_schema_confidence
Candidate command ideas: create_GetViewportInfo — Derived from observed POST /$rpc/google.internal.maps.mapsjs.v1.MapsJsInternalService/GetViewportInfo traffic.; create_StaysPdpSections — Derived from observed POST /api/v3/StaysPdpSections/{hash} traffic.; create_get_data_layer_variables — Derived from observed POST /api/v2/get-data-layer-variables traffic.; create_js — Derived from observed POST /js/ traffic.; create_marketing_event_tracking — Derived from observed POST /api/v2/marketing_event_tracking traffic.; create_messages — Derived from observed POST /tracking/jitney/logging/messages traffic.; create_realtimeconversion — Derived from observed POST /track/realtimeconversion traffic.; get_GetConsentFlagsQuery — Derived from observed GET /api/v3/GetConsentFlagsQuery/{hash} traffic.
Caveats: empty_payload: API-looking request returned an empty or null payload; schema confidence is weak.; empty_payload: API-looking request returned an empty or null payload; schema confidence is weak.; empty_payload: API-looking request returned an empty or null payload; schema confidence is weak.; empty_payload: API-looking request returned an empty or null payload; schema confidence is weak.; empty_payload: API-looking request returned an empty or null payload; schema confidence is weak.; empty_payload: API-looking request returned an empty or null payload; schema confidence is weak.; empty_payload: API-looking request returned an empty or null payload; schema confidence is weak.; empty_payload: API-looking request returned an empty or null payload; schema confidence is weak.; empty_payload: API-looking request returned an empty or null payload; schema confidence is weak.; empty_payload: API-looking request returned an empty or null payload; schema confidence is weak.

Command Reference

airbnb_listing — Airbnb listings (search and detail) via SSR HTML scrape (openbnb pattern, no auth required).

```
airbnb-pp-cli airbnb_listing get
```
— Get full Airbnb listing detail (amenities, house rules, location, highlights, description, policies, host) via SSR...
```
airbnb-pp-cli airbnb_listing search
```
— Search Airbnb listings by location, dates, and guest count via the public SSR HTML page (openbnb pattern). Walks...

airbnb_wishlist — Airbnb wishlists (read user's saved listings; requires auth login --chrome).

```
airbnb-pp-cli airbnb_wishlist items
```
— Get items in a specific wishlist by listing IDs.
```
airbnb-pp-cli airbnb_wishlist list
```
— List the user's wishlists via Airbnb's GraphQL persisted query.

host — Host identity extraction (the linchpin of host-direct arbitrage).

```
airbnb-pp-cli host extract
```
— Extract the host's brand or display name from a listing URL across both platforms. Uses propertyManagement.name...
```
airbnb-pp-cli host portfolio
```
— List every known listing under one host or PMC across Airbnb and VRBO from the local store.

vrbo_listing — VRBO listings (search and detail) via /graphql with Akamai warmup pattern.

```
airbnb-pp-cli vrbo_listing get
```
— Get full VRBO property detail via the propertyDetail GraphQL operation (operation name discovered at runtime). Falls...
```
airbnb-pp-cli vrbo_listing search
```
— Search VRBO properties via the propertySearch GraphQL operation. Uses Akamai warmup (GET / first, wait 1.5s, then POST).

Freshness Contract

This printed CLI owns bounded freshness only for registered store-backed read command paths. In

--data-source auto

mode, those paths check

sync_state

and may run a bounded refresh before reading local data.

--data-source local

never refreshes.

--data-source live

reads the API and does not mutate the local store. Set

AIRBNB_PP_NO_AUTO_REFRESH=1

to skip the freshness hook without changing source selection.

Covered paths:

```
airbnb-pp-cli airbnb_wishlist
```
```
airbnb-pp-cli airbnb_wishlist items
```
```
airbnb-pp-cli airbnb_wishlist list
```

When JSON output uses the generated provenance envelope, freshness metadata appears at

meta.freshness

. Treat it as current-cache freshness for the covered command path, not a guarantee of complete historical backfill or API-specific enrichment.

Finding the right command

When you know what you want to do but not which command does it, ask the CLI directly:

bash

airbnb-pp-cli which "<capability in your own words>"

which

resolves a natural-language capability query to the best matching command from this CLI's curated feature index. Exit code

means at least one match; exit code

means no confident match — fall back to

--help

or use a narrower query.

Recipes

Find the cheapest way to book a saved Airbnb listing

bash

airbnb-pp-cli cheapest 'https://www.airbnb.com/rooms/37124493' --checkin 2026-05-16 --checkout 2026-05-19 --json --select savings,direct.url,direct.total,airbnb.total

Returns just the savings and price comparison fields, not the full host-extraction trace.

Plan a 4-guest Tahoe trip across both platforms

bash

airbnb-pp-cli plan 'Lake Tahoe' --checkin 2026-05-16 --checkout 2026-05-19 --guests 4 --budget 1500 --agent

Fans out across Airbnb + VRBO + direct discovery; ranks by total savings.

Watch for price drops on saved listings

bash

airbnb-pp-cli watch add 'https://www.airbnb.com/rooms/37124493' --max-price 350 && airbnb-pp-cli watch check

Add to watchlist, then check with cron — exits 7 when any drop is under threshold.

Find a Vacasa property in Austin and book direct

bash

airbnb-pp-cli host portfolio 'Vacasa' --city Austin --agent --select listings.title,listings.direct_url

Bulk discovery of one PMC's portfolio with direct URLs already resolved.

Compare deeply nested response

bash

airbnb-pp-cli airbnb get 37124493 --agent --select listing.title,listing.coordinate.latitude,listing.coordinate.longitude,pricingQuote.structuredStayDisplayPrice.primaryLine.price,pricingQuote.structuredStayDisplayPrice.secondaryLine.price

Use --select with dotted paths to narrow Airbnb's deeply nested SSR Apollo cache to just the high-gravity fields.

Auth Setup

Public search and listing detail need no auth. Authenticated features (Airbnb wishlists, trip history) use cookie import via auth login --chrome. The web-search backend is pluggable: Parallel.ai (paid, best), DuckDuckGo HTML (free default), Brave Search API (free tier), or Tavily (free tier).

Run

airbnb-pp-cli doctor

to verify setup.

Agent Mode

Add

--agent

to any command. Expands to:

--json --compact --no-input --no-color --yes

Pipeable — JSON on stdout, errors on stderr
Filterable —
```
--select
```
keeps a subset of fields. Dotted paths descend into nested structures; arrays traverse element-wise. Critical for keeping context small on verbose APIs:
bash
```
airbnb-pp-cli airbnb_listing get --agent --select id,name,status
```
Previewable —
```
--dry-run
```
shows the request without sending
Offline-friendly — sync/search commands can use the local SQLite store when available
Non-interactive — never prompts, every input is a flag
Read-only — do not use this CLI for create, update, delete, publish, comment, upvote, invite, order, send, or other mutating requests

Response envelope

Commands that read from the local store or the API wrap output in a provenance envelope:

json

{
  "meta": {"source": "live" | "local", "synced_at": "...", "reason": "..."},
  "results": <data>
}

Parse

.results

for data and

.meta.source

to know whether it's live or local. A human-readable

N results (live)

summary is printed to stderr only when stdout is a terminal — piped/agent consumers get pure JSON on stdout.

Agent Feedback

When you (or the agent) notice something off about this CLI, record it:

airbnb-pp-cli feedback "the --since flag is inclusive but docs say exclusive"
airbnb-pp-cli feedback --stdin < notes.txt
airbnb-pp-cli feedback list --json --limit 10

Entries are stored locally at

~/.airbnb-pp-cli/feedback.jsonl

. They are never POSTed unless

AIRBNB_PP_FEEDBACK_ENDPOINT

is set AND either

--send

is passed or

AIRBNB_PP_FEEDBACK_AUTO_SEND=true

. Default behavior is local-only.

Write what surprised you, not a bug report. Short, specific, one line: that is the part that compounds.

Output Delivery

Every command accepts

--deliver <sink>

. The output goes to the named sink in addition to (or instead of) stdout, so agents can route command results without hand-piping. Three sinks are supported:

Sink	Effect
`stdout`	Default; write to stdout only
`file:<path>`	Atomically write output to `<path>` (tmp + rename)
`webhook:<url>`	POST the output body to the URL ( `application/json` or `application/x-ndjson` when `--compact` )

Unknown schemes are refused with a structured error naming the supported set. Webhook failures return non-zero and log the URL + HTTP status on stderr.

Named Profiles

A profile is a saved set of flag values, reused across invocations. Use it when a scheduled agent calls the same command every run with the same configuration - HeyGen's "Beacon" pattern.

airbnb-pp-cli profile save briefing --json
airbnb-pp-cli --profile briefing airbnb_listing get
airbnb-pp-cli profile list --json
airbnb-pp-cli profile show briefing
airbnb-pp-cli profile delete briefing --yes

Explicit flags always win over profile values; profile values win over defaults.

agent-context

lists all available profiles under

available_profiles

so introspecting agents discover them at runtime.

Exit Codes

Code	Meaning
0	Success
2	Usage error (wrong arguments)
3	Resource not found
4	Authentication required
5	API error (upstream issue)
7	Rate limited (wait and retry)
10	Config error

Argument Parsing

Parse

$ARGUMENTS

Empty,
help
, or
--help
→ show
```
airbnb-pp-cli --help
```
output
Starts with
install
→ ends with
```
mcp
```
→ MCP installation; otherwise → see Prerequisites above
Anything else → Direct Use (execute as CLI command with
```
--agent
```
)

MCP Server Installation

Install the MCP server:

bash

go install github.com/mvanhorn/printing-press-library/library/travel/airbnb/cmd/airbnb-pp-mcp@latest

bash

claude mcp add airbnb-pp-mcp -- airbnb-pp-mcp

Verify:
```
claude mcp list
```

Direct Use

Check if installed:
```
which airbnb-pp-cli
```
If not found, offer to install (see Prerequisites at the top of this skill).
Match the user query to the best command from the Unique Capabilities and Command Reference above.

Execute with the

--agent

flag:

bash

airbnb-pp-cli <command> [subcommand] [args] --agent

If ambiguous, drill into subcommand help:
```
airbnb-pp-cli <command> --help
```
.

pp-airbnb

NPX Install

Tags

SKILL.md Content

Airbnb — Printing Press CLI

Prerequisites: Install the CLI

When to Use This CLI

When Not to Use This CLI

Unique Capabilities

Host-direct arbitrage

Cross-platform

Local state that compounds

Discovery Signals

Command Reference

Freshness Contract

Finding the right command

Recipes

Find the cheapest way to book a saved Airbnb listing

Plan a 4-guest Tahoe trip across both platforms

Watch for price drops on saved listings

Find a Vacasa property in Austin and book direct

Compare deeply nested response

Auth Setup

Agent Mode

Response envelope

Agent Feedback

Output Delivery

Named Profiles

Exit Codes

Argument Parsing

MCP Server Installation

Direct Use