Agent skill

Pp Immoweb

by mvanhorn in mvanhorn/printing-press-library

Search Immoweb from the terminal with every site filter, then get the answers the site can't give: price cuts, days on market, commune medians and rental yield.

Apache-2.0Auto-check: notes

Install Pp Immoweb

skills CLI
$ npx skills add mvanhorn/printing-press-library --skill pp-immoweb -a claude-code

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

GitHub CLI
$ gh skill install mvanhorn/printing-press-library pp-immoweb --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/mvanhorn/printing-press-library.git skills-src && mkdir -p .claude/skills && cp -r skills-src/cli-skills/pp-immoweb .claude/skills/pp-immoweb && 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
pp-immoweb
GitHub stars
2.1k
Token cost
~8.6k tokens
SKILL.md length
3,777 words
Files
1
Skills in repo
506
Repo updated
First seen
Licence
Apache-2.0

At a glance

Search Immoweb from the terminal with every site filter, then get the answers the site can't give: price cuts, days on market, commune medians and rental yield.

  • Works in 6 steps: recall before any discovery → decision tree → always read warnings → …
  • Phrases: search immoweb
  • SKILL.md covers Prerequisites: Install the CLI, When to Use This CLI, Anti-triggers and Unique Capabilities, plus 8 more sections
  • Calls go, claude and npx

What it does

Pp Immoweb is an agent skill from mvanhorn/printing-press-library. Search Immoweb from the terminal with every site filter, then get the answers the site can't give: price cuts, days on market, commune medians and rental yield. Trigger phrases: search immoweb, find an apartment to rent in Ixelles, is this house cheap for the area, which listings dropped their price, median rent in Ixelles, compare communes Ixelles and Saint-Gilles, what's new in my saved search, rental yield in Liège, use immoweb, run immoweb-pp-cli.

Its SKILL.md is about 8.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Official library of CLIs generated by the CLI Printing Press. Endorsed, tested, and community-contributed. The licence is Apache-2.0.

When your agent uses it

  • Phrases: search immoweb
  • Find an apartment to rent in Ixelles
  • Is this house cheap for the area
  • Which listings dropped their price

Example prompts

  • “/pp-immoweb”

Requirements

  • Node.js
  • Pre-approved tools (allowed-tools): Read, Bash

Workflow steps

6 steps, taken from the step headings in SKILL.md.

  1. recall before any discovery
  2. decision tree
  3. always read warnings
  4. teach & after finalizing your response - always
  5. playbooks - optional flags, automatic synthesis
  6. playbook amend & when your debug response identifies a correction

What it can do on your machine

Read from SKILL.md and the folder at commit 76de244. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Bash

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • go
    • claude
    • npx

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

  • Network

    No URLs in SKILL.md. Its commands use npx, which can reach the network depending on how they are called.

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

  • Credentials

    Names no API keys, tokens, secrets or passwords.

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

Context cost

Pp Immoweb loads about 8.6k tokens when it runs. Until then it costs about 122 tokens; SKILL.md has 3,777 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~122
When it runs · the whole SKILL.md, loaded when a task matches
~8.6k

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: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
    allowed-tools: Read, Bash

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 mvanhorn/printing-press-library at commit 76de244, republished under its Apache-2.0 licence (© mvanhorn). 3,777 words, ~8,618 tokens.

Download SKILL.mdSave it as .claude/skills/pp-immoweb/SKILL.md (or your agent's skills folder).
name
pp-immoweb
description
Search Immoweb from the terminal with every site filter, then get the answers the site can't give: price cuts, days on market, commune medians and rental yield. Trigger phrases: `search immoweb`, `find an apartment to rent in Ixelles`, `is this house cheap for the area`, `which listings dropped their price`, `median rent in Ixelles`, `compare communes Ixelles and Saint-Gilles`, `what's new in my saved search`, `rental yield in Liège`, `use immoweb`, `run immoweb-pp-cli`.
allowed-tools
Read, Bash
author
sambassio
license
Apache-2.0
argument-hint
<command> [args] | install cli|mcp
<!-- GENERATED FILE — DO NOT EDIT.
     This file is a verbatim mirror of library/other/immoweb/SKILL.md,
     regenerated post-merge by tools/generate-skills/. Hand-edits here are
     silently overwritten on the next regen. Edit the library/ source instead.
     See the repository agent guide, section "Generated artifacts: registry.json, cli-skills/". -->

Immoweb — Printing Press CLI

Prerequisites: Install the CLI

This skill drives the immoweb-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 immoweb --cli-only
  2. Verify: immoweb-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). This installs into $GOPATH/bin (default $HOME/go/bin), so add that directory to $PATH instead:

bash
go install github.com/mvanhorn/printing-press-library/library/other/immoweb/cmd/immoweb-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.

Talks to the same JSON endpoints the immoweb.be website uses, with no login and no browser, and exposes every search filter as a flag. Everything you look at lands in a local SQLite history, so watch shows what is new, cheaper or gone since last time, deal judges one listing against its neighbours, and market rebuilds the commune price statistics Immoweb no longer publishes.

When to Use This CLI

Use this CLI for Belgian property searches on Immoweb: finding houses, apartments, land or rentals by commune and criteria, reading one listing's full details, tracking saved searches over time, and answering price questions (is this listing cheap, what did it cost before, what yield does a commune give) from the locally recorded history. It needs no Immoweb account.

Anti-triggers

Do not use this CLI for:

  • Do not use it to contact agencies, book visits or post listings; those are Immoweb account or write actions it does not perform.
  • Do not use it for property outside Belgium or for other portals such as Zimmo, Immovlan or Biddit auctions.
  • Do not use it for official valuations, notary or registration-duty calculations; its figures are asking-price statistics, not appraisals.
  • Do not use it to read the user's Immoweb favourites or account saved searches; it keeps its own local saved searches instead.

Unique Capabilities

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

Market intelligence
  • market — Median asking price, €/m², price-cut share and recent disappearances for one or several communes, broken down by bedrooms, EPC, type or postcode. Student rooms and per-room lets are left out. Pulls missing areas on first use (--no-pull to stay offline).

    Reach for this when an agent needs neighbourhood price levels or wants to compare communes before searching.

    bash
    immoweb-pp-cli market ixelles saint-gilles --type apartment --deal rent --by bedrooms --agent
  • yield — Estimates gross rental yield for a sale listing or a whole commune from comparable rents, and refuses when there are too few comparables. Pulls missing areas on first use (--no-pull to stay offline).

    Use for investor questions about rental return before looking at individual listings.

    bash
    immoweb-pp-cli yield --commune liege --type apartment --agent
Decision support
  • deal — Tells you whether one listing is cheap or expensive: €/m² percentile against comparable listings, days on market, price-cut history, demand and EPC gap. Pulls missing areas on first use (--no-pull to stay offline).

    Use before advising on an offer or deciding whether a specific listing is worth a visit.

    bash
    immoweb-pp-cli deal 21828249 --agent
  • triage — Ranks the current matches of a saved search (or ad-hoc filters) by a transparent score: EUR/m2 percentile within the same postal code, freshness, price cut, private seller and EPC (with --enrich) so you know who to call first.

    Use when a search returns too many listings and the user needs a prioritised short list with reasons.

    bash
    immoweb-pp-cli triage --type apartment --deal rent --commune ixelles --max-price 1500 --min-bedrooms 2 --agent
Local state that compounds
  • drops — Lists stored listings whose asking price fell (from prices recorded by find/watch/pull and Immoweb's old-price field), with first and latest price, number of cuts, total % cut and days listed.

    Use to find motivated sellers or negotiation leverage across everything the user has tracked.

    bash
    immoweb-pp-cli drops --commune liege --since 30d --agent

Discovery Signals

This CLI was generated with browser-observed traffic context.

  • Capture coverage: 12 API entries from 12 total network entries
  • Protocols: rest_json (75% confidence)

Command Reference

listings — Immoweb classifieds: search, count, map results, full details and similar listings

  • immoweb-pp-cli listings count — Exact number of listings matching the filters (search pages cap at 9,969)
  • immoweb-pp-cli listings get — Full details of one listing: EPC, cadastral income, surfaces, heating, agency contact, photos, views and bookmarks
  • immoweb-pp-cli listings map — Up to 200 listings per call with GPS coordinates (the bulk path used by the Immoweb map view)
  • immoweb-pp-cli listings search — Search listings with every Immoweb filter (30 per page, raw Immoweb result objects)
  • immoweb-pp-cli listings similar — Listings Immoweb considers similar to a given listing

locations — Resolve commune names and postal codes to Immoweb location filters

  • immoweb-pp-cli locations — Look up a commune, locality or postal code; returns the postalCodes value to pass to search filters

Search, track and analyse

  • immoweb-pp-cli find - Live search with friendly filters (--type, --deal, --commune/--postcode/--province, price, bedrooms, surfaces, --epc, --garden...), --url to start from a pasted Immoweb search, --pages, --private-only, --hide-under-option, --near lat,lng --radius-km. Results are stored locally.
  • immoweb-pp-cli show <id|url> - Readable listing card: price, EUR/m2, EPC, cadastral income, surfaces, days online, demand, agency contact, recorded price history.
  • immoweb-pp-cli photos <id|url> - Download photos (--dir, --size small|medium|large|xl) or only list their URLs (--list).
  • immoweb-pp-cli saved add|list|remove - Named local searches (same filters as find, or --url).
  • immoweb-pp-cli watch <saved> / watch --all - New listings, price changes (with the old price) and listings gone since the last run. The first run records a silent baseline.
  • immoweb-pp-cli pull - Harvest every listing of an area into the local store (--commune/--postcode, --type, --deal); splits the area into price bands of up to 200 listings so it needs only a few requests, and marks listings that disappeared as gone.
  • immoweb-pp-cli hide <id...> (--undo) - Dismiss listings so find, watch and triage skip them.
  • immoweb-pp-cli shortlist add|list|remove - Local shortlist with notes.
  • immoweb-pp-cli dump - Export stored listings as --format csv|geojson|jsonl (a JSON array with --json).
  • market, deal, triage, drops, yield - see Unique Features.

find, show, watch, pull and the automatic pulls of market/deal/yield/triage fill the local store; drops, dump, search and --no-pull runs read it. Do not use the generic sync command to fill the store: it has no area filter and would page through listings for all of Belgium. Use pull instead.

Known behaviours

  • The 19 Brussels communes resolve to their own postal codes (Ixelles = 1050), because Immoweb's "(all localities)" grouping adds neighbouring codes (Ixelles would include 1000, the City of Brussels). Elsewhere a commune follows Immoweb's grouping: check it with immoweb-pp-cli locations --query <name>, and use --postcode or market --by postcode for a clean split.
  • Student rooms (kots) and per-room lets are left out of market, yield and triage, and deal compares rooms only with rooms; --include-rooms keeps them.
  • The first market, deal or yield on an area pulls it from Immoweb (a few seconds, up to ~20 s for large communes on a slow connection). The pull is reused for 24 h (--refresh-after); --no-pull or --data-source local stay offline.
  • Days on market come from Immoweb's publication date, which only the listing detail carries: they appear after show, deal or triage --enrich. Without it, market leaves the median out and says why, and triage scores freshness on the last update date.
  • Listings without a published price ("price on request") cannot be reached through price bands; pull reports them as without_price.
  • Immoweb soft-throttles by returning empty pages; the CLI turns that into exit code 7 instead of an empty result. Wait a minute and retry.
  • triage leaves out hidden listings and listings under option (--include-under-option keeps them).
Finding the right command

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

bash
immoweb-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. --json (and other machine formats) keep that exit-2 contract and write {"matches":[]} on stdout so agents can inspect the envelope without treating a miss as success.

Recipes

bash
immoweb-pp-cli triage --type apartment --deal rent --commune ixelles --max-price 1500 --min-bedrooms 2 --agent

Ranks current matches with the per-factor breakdown (EUR/m2 vs the same postal code, freshness, cut, private seller); add --enrich 5 to score EPC for the top five.

Is this house fairly priced?
bash
immoweb-pp-cli deal 21828249 --agent

Returns the €/m² percentile against comparables, days on market and any recorded price cuts.

Key facts from a listing, agent-sized
bash
immoweb-pp-cli listings get 21828249 --agent --select classified.price.mainValue,classified.property.netHabitableSurface,classified.transaction.certificates.epcScore,classified.statistics.viewCount

The raw detail JSON is about 20 KB; --select keeps only the dotted fields the agent needs.

Compare commune rents
bash
immoweb-pp-cli market ixelles saint-gilles etterbeek --type apartment --deal rent --by bedrooms --agent

Median rent and €/m² per bedroom count, side by side, with sample sizes.

Recent price cuts in what you have tracked
bash
immoweb-pp-cli drops --since 30d --agent

Reads the local store only: cuts come from prices recorded by find, watch and pull plus Immoweb's own old-price field, so pull an area first (immoweb-pp-cli pull --commune liege --type apartment --deal sale).

Auth Setup

No authentication required.

Run immoweb-pp-cli doctor to verify setup.

Agent Mode

Add --agent to any command. Expands to: --json --compact --no-input --no-color.

Global format flags share one contract on promoted, novel, sync, and --deliver paths:

  • --json — one JSON document on stdout (sync progress events go to stderr)

  • --compact — keep identity/status/timestamp fields; does not change the document vs stream shape

  • --csv / --plain — tabular rows (collection envelopes unwrap to the row array)

  • --quiet — one identity value per row, no envelope

  • 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
    immoweb-pp-cli listings get 21828249 --agent --select classified
  • Previewable — --dry-run shows the request without sending

  • Offline-friendly — drops, dump, search and --no-pull runs read the local SQLite store filled by find, show, watch and pull (never sync, which has no area filter)

  • Non-interactive — never prompts, every input is a flag

  • Read-only toward Immoweb — it never contacts agencies or changes anything on immoweb.be; its only writes are the local store (saved searches, hidden listings, shortlist) and downloaded photos

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 (for market/deal/yield, pass --data-source local rather than --no-pull when you need the envelope to say local). A human-readable N results (live) summary is printed to stderr only when stdout is a terminal AND no machine-format flag (--json, --csv, --compact, --quiet, --plain, --select) is set — piped/agent consumers and explicit-format runs get pure JSON on stdout.

Paths and state

Agents should treat the CLI's path resolver as part of the runtime contract:

  • Use --home <dir> for one invocation, or set IMMOWEB_HOME=<dir> to relocate all four path kinds under one root.

  • Use per-kind env vars only when a specific kind must diverge: IMMOWEB_CONFIG_DIR, IMMOWEB_DATA_DIR, IMMOWEB_STATE_DIR, IMMOWEB_CACHE_DIR.

  • Resolution order is per-kind env var, --home, IMMOWEB_HOME, XDG (XDG_CONFIG_HOME, XDG_DATA_HOME, XDG_STATE_HOME, XDG_CACHE_HOME), then platform defaults.

  • config contains settings like config.toml and profiles. data contains data.db (listings, price history, saved searches). state contains persisted queries, jobs, and teach.log. cache contains regenerable HTTP/cache files.

  • Run immoweb-pp-cli doctor --fail-on warn to surface path warnings. agent-context exposes a schema v4 paths block for agents that need the resolved dirs.

  • For MCP, pass relocation through the MCP host config. The MCP binary does not inherit CLI flags:

    json
    {
      "mcpServers": {
        "immoweb": {
          "command": "immoweb-pp-mcp",
          "env": {
            "IMMOWEB_HOME": "/srv/immoweb"
          }
        }
      }
    }

Fleet precedence: an inherited per-kind env var overrides an explicit --home for that kind. Use IMMOWEB_HOME or per-kind vars as durable fleet levers, and use --home only for a single invocation. Relocation is not reversible by unsetting env vars; move files manually before clearing IMMOWEB_HOME, or doctor will not find the local store left under the former root.

Automatic learning

This CLI ships a self-capturing learning loop. The CLI does its own bookkeeping: every invocation is journaled locally, a failed flag followed by a corrected retry auto-derives a flag_alias candidate, and a teach on a query family without a playbook auto-synthesizes a playbook_candidate from the session's journal. Your job is judgment only: recall first, act on surfaced candidates, teach the final answer, playbook amend when you observe a correction. You never record failures by hand.

Step 1: recall before any discovery

Before list/search/drill commands on a new user question, pass the question as an argv or MCP tool argument to recall --agent. Do not interpolate user-controlled text into a shell command line.

Quoted recall "<question>" breaks on an apostrophe, which is ordinary English. A quoted heredoc breaks when a body line equals the delimiter, and that delimiter is published in these docs. Write the question with a non-shell file-writing tool, then read it back as data:

bash
# Write the question verbatim with your file-writing tool (no shell involved).
# Command substitution on a file only ever yields data — the shell never
# parses the file's bytes as syntax.
QUERY=$(cat /path/to/question.txt)
immoweb-pp-cli recall "$QUERY" --agent

Prefer MCP: pass the question as the tool's query argument. "$QUERY" after a file read is argv-safe; putting the question itself in the command text is not.

The response envelope:

json
{
  "query": "...",
  "normalized": "<normalized form>",
  "query_entities": ["..."],
  "found": true | false,
  "match_score": 0.0,
  "results": [
    { "resource_id": "...", "resource_type": "...", "venue": "...",
      "confidence": 2, "entity_match": "exact|partial|unknown",
      "source": "taught|preseed|pattern", "warnings": ["..."] }
  ],
  "mismatches": [ /* only when --debug-mismatches */ ],
  "warnings": [ /* top-level */ ],
  "candidates": [
    { "id": 12, "class": "flag_alias | playbook_candidate",
      "summary": "...", "sightings": 3, "last_seen": "...",
      "rationale": "...",
      "next_action": ["<trial command>", "immoweb-pp-cli learnings confirm 12"] }
  ],
  "playbook": {
    "query_family": "...",
    "playbook": {
      "steps": [ { "cmd": "<command with {slot} substitution>", "purpose": "..." } ],
      "entity_slots": ["$ENTITY"],
      "expected_tool_calls": 3
    },
    "slots_resolved": { "$ENTITY": { "token": "<live token>", "canonical": "<canonical>" } },
    "notes": "<workarounds + gotchas for this query family>"
  },
  "notes": "<duplicate surface for non-playbook callers>"
}

Empty-store short-circuit: if the store has no learnings, playbooks, or candidates yet (recall finds nothing and learnings list and learnings candidates are both empty), skip recall for the rest of this session instead of taxing every query; resume recall-first once something has been taught.

Step 2: decision tree

Read candidates, playbook, notes, results[0], and warnings in that order:

if Candidates present (warnings include "candidates_present"):
    -> candidates are try-then-confirm, never facts. Follow each candidate's
       two-step next_action verbatim: run the trial command first, then run
       `learnings confirm <id>` only after the trial verified the behavior.
       Reject a wrong candidate with `learnings reject <id>`.
    -> NEVER re-teach something recall surfaced as a candidate; confirm or
       reject that candidate instead of teaching a duplicate.
    -> candidates ride alongside playbooks and resource hits, not instead of
       them; continue with the branches below after acting on them.

if Playbook present:
    -> READ Playbook.notes verbatim FIRST (workarounds + gotchas the CLI surface doesn't expose)
    -> replay Playbook.steps in order, substituting Playbook.slots_resolved entries
       for the entity slot tokens. If a step's slot is unresolved, fall back to
       discovery for that step only.
    -> the Playbook's expected_tool_calls is a budget; if you find yourself running
       materially more, record the divergence via `immoweb-pp-cli playbook amend`
       at end-of-session.

elif Notes present (no Playbook):
    -> read Notes verbatim before any discovery step; they carry known gotchas
       for this query family even when no structured choreography exists yet.

elif Found AND Results[0].EntityMatch == "exact" AND Results[0].Confidence >= 2:
    -> skip discovery; fetch live data for Results[*].ResourceID in parallel

elif Found AND Results[0].EntityMatch == "partial":
    -> candidate hint, NOT a hit; read the resource title to validate before trusting

elif (any row in Mismatches[] when --debug-mismatches was passed):
    -> treat as cold start; the stored learning is for a different entity
       (different canonical resolved from query_entities)

else:  // Found == false, no playbook, no notes
    -> cold start; run discovery normally; teach the answer afterward (Step 4).
       If the family has no playbook yet, that teach auto-synthesizes a
       playbook candidate from this session's journal - you do not need to
       record one by hand.

Playbook and Notes are orthogonal to the per-resource path. A recall response can carry both a Playbook AND a Results[] hit - use both: the Playbook tells you which choreography to run; the resource hits short-circuit specific steps. Default to skipping mismatches; pass --debug-mismatches only when investigating cold-start surprises.

Candidate judgment details: learnings confirm <id> prints the candidate's full payload before materializing it - check that the printed payload matches the behavior you verified. learnings reject <id> tombstones the derivation signature so the same candidate does not resurface. The envelope carries only the few candidates worth acting on now; immoweb-pp-cli learnings candidates lists the full open set.

Graceful degradation: if learnings confirm is an unknown command, you are driving an older binary - ignore the candidates guidance and follow the rest of the protocol.

Show full SKILL.md (1,506 more words)Show less
Step 3: always read warnings
  • low_confidence: row exists at confidence<2. Treat as a hint, not a skip-discovery hit.
  • resource_not_in_store: the local store doesn't have the resource the learning points at. The match validator couldn't classify entities — direct-fetch and re-evaluate.
  • cross_alias_match (per-result): the row was taught under a different alias and matched the live query's canonical via entity_lookups (e.g., a "USA" teach satisfying a "United States" recall). Trust the resource_id.
  • similar_shape_different_entity:<canonical> (top-level): a structurally matching row exists but its canonical entity differs from the live query's. Treated as cold start; the warning carries the conflicting canonical as a hint, but the row is NOT promoted into Results.
  • ambiguous_alias (top-level): a single query entity resolved to multiple canonicals (e.g., "Cards" → Arizona Cardinals + St. Louis Cardinals). Surface the ambiguity from context before committing to a resource.
  • candidates_present (top-level): the envelope carries a candidates section. Handle it via the candidates branch in Step 2 before anything else.
  • lookup_refresh_available (top-level): an entity in the query has no lookup row yet, but synced data could provide one. Run immoweb-pp-cli pull --commune <name> --type <type> --deal <sale|rent> to add listings for that area.
  • Top-level no_learnings_for_query_family: the table had no rows above the Jaccard floor. Pure cold start.
Step 4: teach & after finalizing your response - always

Teaching is unconditional. After resolving a query the store could not answer, background-teach the final resource mapping - no call-count threshold, no judging whether it was "worth" learning. The teach is the anchor of the loop: it triggers playbook synthesis for a family without a playbook, and same-referent phrasings fold into one family so near-duplicate teaches do not fragment the store. Fire it after assembling your user-facing response but BEFORE emitting it, with a shell & so the call returns immediately. Pass the query the same way as recall — argv/MCP, or file-then-$QUERY. Do not splice the question into the command text:

bash
QUERY=$(cat /path/to/question.txt)
immoweb-pp-cli teach --query "$QUERY" --resource-type <type> --resource <id1> --resource <id2>
# (append shell `&` to background it)

Silent on success. Errors only land in teach.log under the resolved state dir. Teach the most specific resource - if the user asked a broad question and you walked through parent records to find the specific answer, teach the leaf id, not the parent. The CLI uses seeded entity_lookups for cross-alias resolution at recall time, so a teach under one alias (e.g., "Niners") satisfies future queries under another alias (e.g., "49ers", "San Francisco") automatically.

PII rule: teach the structural question with identifiers stripped - never include names, emails, phone numbers, account ids, or other personal identifiers in taught queries or notes. The CLI scans teach queries for obvious email/phone shapes and warns, but does not block; strip before teaching rather than relying on the warning.

Step 5: playbooks - optional flags, automatic synthesis

You do not need to decide whether a session "deserves" a playbook: a teach on a family without one auto-synthesizes a playbook_candidate from the session's journal, and the next session judges it via confirm/reject. Attach explicit playbook flags only when you already hold choreography worth recording verbatim - workarounds the CLI didn't surface (silently-dropped flags, undocumented params, pagination tricks, payload gotchas). Prefer the integrated one-call form - record the resource learning and the playbook in the same teach invocation:

bash
# Common case: record both the resource learning AND the playbook in one call.
QUERY=$(cat /path/to/question.txt)
immoweb-pp-cli teach \
  --query "$QUERY" \
  --resource <id> \
  --playbook-file ~/playbooks/<shape>.json \
  --playbook-notes-file ~/playbooks/<shape>-notes.md
# (append shell `&` to background it)

# Alternate: playbook-only (no resource to record alongside).
QUERY=$(cat /path/to/question.txt)
immoweb-pp-cli teach-playbook \
  --query "$QUERY" \
  --playbook-file ~/playbooks/<shape>.json \
  --notes-file ~/playbooks/<shape>-notes.md

Playbook files are JSON with steps, entity_slots, expected_tool_calls. Notes files are markdown carrying the gotchas verbatim. File-free callers (MCP-only agents) pass the same content inline: --playbook-json and --playbook-notes on the integrated teach form, --playbook-json and --notes on teach-playbook. On the integrated teach form, the playbook flags are optional - omit them entirely for a resource-only teach. On the standalone teach-playbook form, at least one of the playbook and notes flags must be set; both empty is rejected. Playbooks are keyed on the structural query family (entities stripped) so a recipe taught from one entity-shaped query applies to every other query of the same shape, with slots_resolved binding the live query's canonical at recall time.

When you DO find a playbook on a future recall, treat it as ground truth: replay the steps with slots_resolved substitutions, skip the discovery that the choreography already documents, and read notes before any step.

Step 6: playbook amend & when your debug response identifies a correction

If your debug-protocol response identifies a concrete correction the notes or playbook should know — a workaround, an undocumented endpoint shape, a stale field name, observed schema drift, an empty-payload fallback — fire playbook amend BEFORE emitting your user-facing response. Same fire-and-forget posture as teach. Pass the query and note as argv/MCP arguments, or write each with a non-shell file tool and read them back (QUERY=$(cat ...), NOTE=$(cat ...)). Do not interpolate either string into the command text:

bash
QUERY=$(cat /path/to/question.txt)
NOTE=$(cat /path/to/note.txt)
immoweb-pp-cli playbook amend \
  --query "$QUERY" \
  --add-note "$NOTE"
# (append shell `&` to background it)

What counts as worth amending: a behavior you OBSERVED this session that future-you would benefit from knowing. Examples worth amending:

  • A workaround for a CLI surface that silently drops or misorders a flag.
  • An undocumented endpoint shape (response wrapped in {meta, results}, payload nested two levels deeper than the docs claim).
  • Observed schema drift (a field renamed, an index that shifted between seasons, a category label that the API now returns lower-cased).

What does NOT belong in notes:

  • The year-specific or entity-specific answer to the user's question. That's the response, not a learning.
  • Per-team / per-athlete / per-row data the playbook already retrieves at runtime.
  • Statements that paraphrase what the existing notes already say.

The amend command appends to the family's existing notes with a timestamped marker ([amend YYYY-MM-DDTHH:MMZ]: <text>). Multiple amends accumulate; the audit trail is visible. If no playbook exists yet for the family, amend creates a notes-only one (so cold-start corrections still land).

PII discipline for amend notes

playbook amend notes are designed to potentially flow upstream as shared knowledge in future versions of the Printing Press. Keep them clean of user-identifying content so the upstream-contribution path stays open without retroactive scrubbing:

  • Do NOT embed paths to user filesystems, personal API keys or tokens, user email addresses, user GitHub handles, or specific query histories tied to a single user.
  • Acceptable: endpoint shapes, undocumented field names, API gotchas, observed schema drift, workarounds for CLI surfaces, generalizable pagination or retry tactics.

If a correction is only meaningful with user-specific context, it belongs in a personal note, not in the playbook amend.

Measuring the loop

immoweb-pp-cli learnings stats reports recall hit rate, teach-to-reuse, playbook resolution rate, and candidate confirm/reject counts from the local learn_events table. Rates are null until they have a denominator; everything stays on this machine. Use it to check whether the loop is earning its keep for this CLI.

Disabling learning
  • --no-learn on a single command short-circuits both recall and the teach write path. Use for deterministic agent flows or tests that must not be affected by accumulated learnings.
  • IMMOWEB_NO_LEARN=true in the environment globally disables the pipeline.

Agent Feedback

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

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

Entries are stored locally as feedback.jsonl under the resolved data dir. They are never POSTed unless IMMOWEB_FEEDBACK_ENDPOINT is set AND either --send is passed or IMMOWEB_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). Binary-response commands write decoded payload bytes (not the base64 JSON envelope) and print a small JSON receipt on stdout; --json/--csv do not refuse when this sink is set.
webhook:<url>POST the output body to the URL (application/json)

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 or recurring agent reuses the same saved flags while providing different input each run.

immoweb-pp-cli profile save briefing --json
immoweb-pp-cli --profile briefing listings get 21828249
immoweb-pp-cli profile list --json
immoweb-pp-cli profile show briefing
immoweb-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
1Unexpected failure
2Usage error (wrong arguments)
3Not found (listing removed or sold, unknown saved search)
4Immoweb refused the request (HTTP 401/403, usually bot protection; wait and retry)
5API error (upstream issue)
7Rate limited (soft throttling; wait and retry)
10Config error

Argument Parsing

Parse $ARGUMENTS:

  1. Empty, help, or --help → show immoweb-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/immoweb/cmd/immoweb-pp-mcp@latest
  2. Register with Claude Code:
    bash
    claude mcp add immoweb-pp-mcp -- immoweb-pp-mcp
  3. Verify: claude mcp list

Direct Use

  1. Check if installed: which immoweb-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
    immoweb-pp-cli <command> [subcommand] [args] --agent
  4. If ambiguous, drill into subcommand help: immoweb-pp-cli <command> --help.

© mvanhorn, 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

Just SKILL.md in cli-skills/pp-immoweb of mvanhorn/printing-press-library.

Open the folder on GitHubat commit 76de244

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Questions about Pp Immoweb

What does Pp Immoweb do?

Search Immoweb from the terminal with every site filter, then get the answers the site can't give: price cuts, days on market, commune medians and rental yield. Pp Immoweb is an agent skill from mvanhorn/printing-press-library. Search Immoweb from the terminal with every site filter, then get the answers the site can't give: price cuts, days on market, commune medians and rental yield.

When should I use Pp Immoweb?

Pp Immoweb fits situations like: phrases: search immoweb; find an apartment to rent in Ixelles; is this house cheap for the area; which listings dropped their price.

How do I install Pp Immoweb in Claude Code?

Run `npx skills add mvanhorn/printing-press-library --skill pp-immoweb -a claude-code`. Or copy the skill folder (cli-skills/pp-immoweb in mvanhorn/printing-press-library) into .claude/skills/pp-immoweb in your project. Claude Code loads it when a task matches its description.

How do I install Pp Immoweb in Codex?

Run `npx skills add mvanhorn/printing-press-library --skill pp-immoweb -a codex`. Or copy the skill folder (cli-skills/pp-immoweb in mvanhorn/printing-press-library) into .agents/skills/pp-immoweb in your project. Codex loads it when a task matches its description.

Can I use Pp Immoweb 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 mvanhorn/printing-press-library --skill pp-immoweb -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/pp-immoweb, .gemini/skills/pp-immoweb, .github/skills/pp-immoweb and .opencode/skills/pp-immoweb in your project.

What does Pp Immoweb need to run?

Going by SKILL.md and its folder, Pp Immoweb needs the command-line tools its instructions call (go, claude and npx). Our summary lists: Node.js. Its frontmatter pre-approves these tools: Read, Bash.

Does Pp Immoweb access the network?

SKILL.md contains no URLs. Its commands use npx, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Pp Immoweb safe to install?

Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does Pp Immoweb use?

Pp Immoweb is published under the Apache-2.0 licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Pp Immoweb use?

About 8.6k tokens (SKILL.md is roughly 34k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Pp Immoweb?

Skills that share tags, products or a category with Pp Immoweb: Sites (asgeirtj/system_prompts_leaks, 69k stars), Terminal Opener (affaan-m/ECC, 276k stars), Filter (zalando/skipper, 3.3k stars) and Terminal Ops (affaan-m/ECC, 276k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Pp Immoweb?

mvanhorn (a GitHub user) maintains it in mvanhorn/printing-press-library, which has 2,056 GitHub stars. The repository holds 506 skills in this directory. The repository was last updated on October 9, 2026.

Source: mvanhorn/printing-press-library on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.