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Pp Apartments

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mvanhorn
pp-apartments

The apartment-hunt CLI that actually works in 2026 — Surf-cleared bot protection plus a local SQLite store the website itself doesn't have. Trigger phrases: `find apartments in <city>`, `watch apartment listings for <area>`, `rank rentals by price per square foot`, `compare these apartments`, `use apartments-pp-cli`, `run apartments`.

Overview

Publishermvanhorn
Repositoryprinting-press-library
Skill namepp-apartments
Stars
2K
Forks
614
Bundled files
Instructions only
LicenseApache-2.0
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by mvanhorn on GitHub. Read the source before you install it.

Installation

Install the Pp Apartments AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/mvanhorn/printing-press-library.git /tmp/printing-press-library
mkdir -p .claude/skills
cp -r /tmp/printing-press-library/cli-skills/pp-apartments .claude/skills/pp-apartments
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Pp Apartments in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Pp Apartments on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Pp Apartments is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Apartments.com — Printing Press CLI

Prerequisites: Install the CLI

This skill drives the apartments-pp-cli binary. You must verify the CLI is installed before invoking any command from this skill. If it is missing, install it first:

  1. Install via the Printing Press installer. It defaults binaries to $HOME/.local/bin on macOS/Linux and %LOCALAPPDATA%\Programs\PrintingPress\bin on Windows:
    bash
    npx -y @mvanhorn/printing-press-library install apartments --cli-only
  2. Verify: apartments-pp-cli --version
  3. Ensure the reported install directory is on $PATH for the agent/runtime that will invoke this skill.

If the npx install fails (no Node, offline, etc.), fall back to a direct Go install (requires Go 1.26.6 or newer):

bash
go install github.com/mvanhorn/printing-press-library/library/other/apartments/cmd/apartments-pp-cli@latest

If --version reports "command not found" after install, the runtime cannot see the binary directory on $PATH. Do not proceed with skill commands until verification succeeds.

When to Use This CLI

Use this CLI when an agent or human needs structured Apartments.com data and needs the workflows the website itself doesn't expose: cross-search diffs over time, $/sqft and total-cost-of-occupancy rankings, multi-slug union queries, side-by-side comparison, and digest-style summaries. Reach for it for relocation tracking, value-per-dollar screens across shortlists, leasing-agent weekly digests, and any rental-search scenario that needs JSON + offline composition. Skip it for one-off browsing — the apartments.com website is fine for that.

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.

Time-series intelligence

  • watch — Re-run a stored search and surface what's NEW, REMOVED, or PRICE-CHANGED since the last sync.

    Pick this when an agent is tracking a relocation over time and needs a reproducible 'what changed since last week' digest, not a fresh search.

    bash
    apartments-pp-cli watch austin-2br --json --since 7d
  • drops — List listings whose max-rent dropped by ≥N% within a time window.

    Pick this when timing the market or watching for distressed listings.

    bash
    apartments-pp-cli drops --since 14d --min-pct 5 --json
  • stale — Flag listings whose price and availability haven't changed in N days — often phantom or stuck.

    Pick this when a listing seems too good to be true; stale ones often are.

    bash
    apartments-pp-cli stale --days 30 --json --select url,maxrent,unchanged_days
  • phantoms — Surface listings flagged by a three-signal join: 404 on re-fetch, dropped from saved-search results, or stale ≥45 days.

    Pick this when prepping a shortlist for tour scheduling — phantoms waste tour slots.

    bash
    apartments-pp-cli phantoms --json
  • history — Time-series of every observation of one listing — rent, availability, status.

    Pick this when reasoning about a single listing's price trajectory.

    bash
    apartments-pp-cli history https://www.apartments.com/example-property-1234 --json

Cross-market joins

  • nearby — Fan out a search across multiple cities, zips, or neighborhoods and return one ranked, deduped list.

    Pick this when an agent needs a single ranked feed across multiple search slugs without writing a fan-out loop.

    bash
    apartments-pp-cli nearby austin-tx round-rock-tx pflugerville-tx --beds 2 --price-max 2500 --rank sqft --agent

Local-store math

  • value — Rank synced listings by 12-month total cost (rent + pet rent + pet deposit + pet fee), filtered to your hard budget.

    Pick this when budget is binding and pet fees might push a listing over the line.

    bash
    apartments-pp-cli value --budget 2800 --pet dog --months 12 --json --select rank,url,total_cost
  • rank — Rank synced listings by ratio metrics — price per square foot or price per bedroom.

    Pick this when value-per-dollar is the goal, not 'best match' or 'lowest price'.

    bash
    apartments-pp-cli rank --by sqft --beds 2 --price-max 2500 --json --limit 10
  • floorplans — Rank per-floor-plan rent/sqft across synced listings — same building can yield 4 plans at different ratios.

    Pick this when a building has multiple floor plans and you want the cheap one specifically.

    bash
    apartments-pp-cli floorplans --rank price-per-sqft --beds 2 --json --limit 10
  • must-have — Filter synced listings to those whose amenities array contains ALL listed terms via FTS5.

    Pick this when the must-haves are free-text, not in apartments.com's amenity dropdown.

    bash
    apartments-pp-cli must-have "in-unit washer" "covered parking" "dishwasher" --json

Shortlist workflows

  • compare — Pivot 2–8 listings into a wide table — one column per listing — with computed $/sqft and amenity overlap.

    Pick this when narrowing a shortlist; the wide table makes amenity-overlap deltas obvious.

    bash
    apartments-pp-cli compare austin-arboretum-1 austin-arboretum-2 austin-arboretum-3 --json
  • digest — Single-shot composer: new + removed + price-drops + top-5 by $/sqft + stale + phantom flags for one saved search over N days.

    Pick this when an agent needs a Monday-morning summary in one call.

    bash
    apartments-pp-cli digest --saved-search austin-2br --since 7d --format md
  • shortlist — Tag-based local shortlist table; add/show/remove listings with notes and tags.

    Pick this when an agent or user is curating a shortlist; downstream commands like compare read from it.

    bash
    apartments-pp-cli shortlist add https://www.apartments.com/example-1234 --tag austin --note "liked the kitchen"

Aggregations

  • market — Median, p10, p90 of rent and rent/sqft, pet-friendly share, by city/state and bed count.

    Pick this when an agent needs to anchor 'is this a fair price' against the local distribution.

    bash
    apartments-pp-cli market austin-tx --beds 2 --json

HTTP Transport

This CLI uses Chrome-compatible HTTP transport for browser-facing endpoints. It does not require a resident browser process for normal API calls.

Discovery Signals

This CLI was generated with browser-observed traffic context.

  • Capture coverage: 0 API entries from 0 total network entries
  • Protocols: html-ssr (95% confidence)
  • Generation hints: use Surf with Chrome TLS fingerprint at runtime (UsesBrowserHTTPTransport), all responses are HTML/SSR — extract via html_extract mode: page, no clearance cookie capture; no resident browser sidecar, schema.org microdata (meta itemprop=streetAddress|addressLocality|addressRegion|postalCode) plus data-beds / data-baths / data-maxrent attributes are the primary extraction targets
  • Candidate command ideas: rentals — Path-slug search is the primary entry point at apartments.com; listing — Listing detail page extracts schema.org microdata
  • Caveats: protection-active: Apartments.com (CoStar) employs Akamai-style bot detection. stdlib HTTP returns 403; Surf with Chrome TLS fingerprint clears it. Watch for protection escalation that might require Chrome-clearance cookie import or full-browser fallback in future versions.

Command Reference

listing — Fetch a single Apartments.com listing detail page by URL or property ID, parsing rent, beds/baths, address, amenities, and pet policy.

  • apartments-pp-cli listing <property_id> — Fetch one Apartments.com listing detail page and parse schema.org microdata.

rentals — Search Apartments.com rental listings by city, beds, baths, price, and pet policy. Returns parsed listing placards.

  • apartments-pp-cli rentals — Run a path-slug search at apartments.com and return listing placards parsed from the HTML response.

Hand-written commands

  • apartments-pp-cli sync-search <saved-search> — Run a saved search against apartments.com and snapshot placards into the local store.
  • apartments-pp-cli watch <saved-search> — Diff the latest sync of a saved search against the previous; emit NEW / REMOVED / PRICE-CHANGED listings.
  • apartments-pp-cli nearby <slug...> — Fan out a search across multiple city/zip/neighborhood slugs and return one ranked, deduped list.
  • apartments-pp-cli value — Rank synced listings by 12-month total cost of occupancy (rent + pet rent + pet deposit + pet fee).
  • apartments-pp-cli rank — Rank synced listings by ratio metrics — $/sqft or $/bed.
  • apartments-pp-cli compare <url-or-id...> — Pivot 2–8 listings into a wide table — one column per listing — with computed $/sqft and amenity overlap.
  • apartments-pp-cli drops — List listings whose max-rent dropped by ≥N% within a time window.
  • apartments-pp-cli stale — Flag listings whose price and availability have not changed in N days — phantom or stuck signal.
  • apartments-pp-cli phantoms — Surface listings flagged by a three-signal union: 404 on re-fetch, dropped from saved-search results, or stale ≥45...
  • apartments-pp-cli market <city-state> — Aggregate synced listings: median, p10, p90 of rent and rent/sqft, plus pet-friendly share.
  • apartments-pp-cli history <url-or-id> — Time-series of every observation of one listing — rent, availability, status.
  • apartments-pp-cli digest — Weekly digest composer: new + removed + price-drops + top-by-sqft + stale + phantoms in one structured output.
  • apartments-pp-cli floorplans — Rank per-floor-plan rent/sqft across synced listings.
  • apartments-pp-cli must-have <term...> — Filter synced listings to those whose amenities array contains ALL listed terms via FTS5.
  • apartments-pp-cli shortlist — Local shortlist table — add / show / remove listings with notes and tags.

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 APARTMENTS_NO_AUTO_REFRESH=1 to skip the freshness hook without changing source selection.

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
apartments-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 0 means at least one match; exit code 2 means no confident match — fall back to --help or use a narrower query.

Recipes

Three-neighborhood relocation hunt

bash
apartments-pp-cli nearby austin-tx round-rock-tx pflugerville-tx --beds 2 --price-max 2500 --pets dog --rank sqft --json --select url,addressLocality,maxrent,sqft,price_per_sqft

Single ranked feed across three target neighborhoods, deduped by listing URL, with --select keeping only the columns the agent needs.

Weekly leasing-agent digest

bash
apartments-pp-cli digest --saved-search client-rachel --since 7d --format md

Composes new / removed / price-drops / top-5-by-sqft / stale / phantom flags for a single client search into a markdown report ready to paste into email.

Total-cost screen with hard budget

bash
apartments-pp-cli value --budget 2800 --pet dog --months 12 --json --select rank,url,maxrent,pet_rent,total_cost,price_per_sqft

Ranks the synced listings by 12-month total cost (rent + pet rent + pet deposit + pet fee), filtered to under-budget rows only.

Phantom-detection sweep before tour scheduling

bash
apartments-pp-cli phantoms --json --select url,reason,unchanged_days

Three-signal union — 404, dropped from saved search, stale ≥45 days. Filter your shortlist before booking tours so you don't drive across town to a leased unit.

Offline FTS amenity intersect

bash
apartments-pp-cli must-have "in-unit washer" "covered parking" "dishwasher" --json --select url,addressLocality,maxrent,amenities

Path filter for amenities apartments.com's filter dropdown doesn't expose. FTS5 AND-join over the synced amenities array.

Auth Setup

No authentication required.

Run apartments-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
    apartments-pp-cli listing example-property --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:

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

Entries are stored locally at ~/.apartments-pp-cli/feedback.jsonl. They are never POSTed unless APARTMENTS_FEEDBACK_ENDPOINT is set AND either --send is passed or APARTMENTS_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:

SinkEffect
stdoutDefault; 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.

apartments-pp-cli profile save briefing --json
apartments-pp-cli --profile briefing listing example-property
apartments-pp-cli profile list --json
apartments-pp-cli profile show briefing
apartments-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

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

Argument Parsing

Parse $ARGUMENTS:

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

MCP Server Installation

  1. Install the MCP server:
    bash
    go install github.com/mvanhorn/printing-press-library/library/other/apartments/cmd/apartments-pp-mcp@latest
  2. Register with Claude Code:
    bash
    claude mcp add apartments-pp-mcp -- apartments-pp-mcp
  3. Verify: claude mcp list

Direct Use

  1. Check if installed: which apartments-pp-cli If not found, offer to install (see Prerequisites at the top of this skill).
  2. Match the user query to the best command from the Unique Capabilities and Command Reference above.
  3. Execute with the --agent flag:
    bash
    apartments-pp-cli <command> [subcommand] [args] --agent
  4. If ambiguous, drill into subcommand help: apartments-pp-cli <command> --help.

Frequently asked questions

What does the Pp Apartments AI skill do?

The apartment-hunt CLI that actually works in 2026 — Surf-cleared bot protection plus a local SQLite store the website itself doesn't have. Trigger phrases: `find apartments in <city>`, `watch apartment listings for <area>`, `rank rentals by price per square foot`, `compare these apartments`, `use apartments-pp-cli`, `run apartments`.

Why use Pp Apartments on TypingMind?

Because you install it once and use it with any model. Pp Apartments is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Pp Apartments in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/mvanhorn/printing-press-library/tree/main/cli-skills/pp-apartments. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Pp Apartments?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Pp Apartments?

As many as you like. As long as a model supports skills, you can use Pp Apartments with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Pp Apartments AI skill free?

Yes. It is published on GitHub by mvanhorn under the Apache-2.0 license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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