---
name: pp-traveloka
description: "Research dated flights and hotel stays with source price bases, complete itineraries and comparable quote snapshots. Trigger phrases: `Compare Traveloka flights for these dates`, `Find Traveloka hotel rates for this party`, `Inspect this Traveloka room cancellation policy`, `Compare two Traveloka quote snapshots`, `use Traveloka`, `run Traveloka`."
author: "Jet Sng"
license: "Apache-2.0"
argument-hint: "<command> [args] | install cli|mcp"
allowed-tools: "Read Bash"
metadata:
  openclaw:
    requires:
      bins:
        - traveloka-pp-cli
    install:
      - kind: go
        bins: [traveloka-pp-cli]
        module: github.com/mvanhorn/printing-press-library/library/travel/traveloka/cmd/traveloka-pp-cli
---
<!-- GENERATED FILE — DO NOT EDIT.
     This file is a verbatim mirror of library/travel/traveloka/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/". -->

# Traveloka — Printing Press CLI

## Local delivery and scoped session

From the delivered Traveloka project directory, build the local binary with Go 1.26.6 or newer and make this directory visible on PATH:

```bash
go build -o traveloka-pp-cli ./cmd/traveloka-pp-cli
export PATH="$PWD:$PATH"
traveloka-pp-cli --version
```

Continue only when the local binary resolves. Consumer access needs the scoped guest-session workflow in Auth Setup below.

The catalog installer reference below applies after a separate public release. For this local delivery, use the built binary above.

## Prerequisites: Install the CLI

This skill drives the `traveloka-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 `$HOME/.local/bin` on macOS/Linux and `%LOCALAPPDATA%\Programs\PrintingPress\bin` on Windows:
   ```bash
   npx -y @mvanhorn/printing-press-library install traveloka --cli-only
   ```
2. Verify: `traveloka-pp-cli --version`
3. Ensure the reported install directory is on `$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/travel/traveloka/cmd/traveloka-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.

Retrieve Traveloka flight and hotel offers with explicit dates, party, market and currency. Compare selected dates and source-backed snapshots while retaining itinerary details, room policies, price units and canonical booking links.

## When to Use This CLI

Use this CLI for explicit-date Traveloka flight and hotel research, detailed room and itinerary inspection, and canonical booking handoff. Use date grids for a small list of acceptable dates and snapshot commands for reproducible comparisons of already retrieved offers.

## Anti-triggers

Do not use this CLI for:
- Booking, paying, cancelling or modifying a reservation
- Account/profile changes or loyalty operations
- CAPTCHA bypass, proxy rotation or synthetic clearance tokens
- Tours, buses, packages or other Traveloka products
- Guaranteed final ticket prices or inferred sold-out inventory

## Unique Capabilities

These five commands compare explicit dates or retrieved Traveloka offers.

### Explicit date comparisons
- **`flights date-grid`** — Compare retrieved trip totals across a bounded list of explicit departure and return dates.

  _Use this when the traveller can choose among specific dates and needs fresh, comparable offers._

  ```bash
  traveloka-pp-cli flights date-grid --origin SIN --destination CGK --depart-dates 2026-11-20,2026-11-21 --limit 2 --agent
  ```
- **`hotels date-grid`** — Compare source stay totals for one property across equal-length stays with fixed occupancy.

  _Use this to compare specific alternative stays without assuming identical rooms are available._

  ```bash
  traveloka-pp-cli hotels date-grid --property-id 9000000001714 --stays 2027-01-06:2027-01-08,2027-01-13:2027-01-15 --adults 2 --rooms 1 --limit 2 --agent
  ```

### Retrieved offer comparisons
- **`flights shortlist`** — Keep retrieved flight offers that trade price against stops and elapsed time.

  _Use this to reduce an existing search to source-backed trade-offs without a subjective score. Offers with missing price, stops or duration remain in unknown_dimensions._

  ```bash
  traveloka-pp-cli flights shortlist --snapshot /private/tmp/traveloka-flight.json --agent
  ```
- **`hotels flexibility`** — See the stay-price difference between comparable cancellable and nonrefundable room rates.

  _Use this when choosing a rate plan for the same room and stay. Unknown or unmatched policies remain unpaired; zero comparable cancellation pairs is a valid result._

  ```bash
  traveloka-pp-cli hotels flexibility --snapshot /private/tmp/traveloka-rooms.json --agent
  ```

### Retrieval history
- **`quotes diff`** — Compare matched-offer price and policy changes between two explicit retrieval snapshots.

  _Use this to explain changes between two actual searches without inferring sold-out inventory._

  ```bash
  traveloka-pp-cli quotes diff --before /private/tmp/traveloka-flight-before.json --after /private/tmp/traveloka-flight-after.json --agent
  ```

## 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: 15 API entries from 15 total network entries
- Protocols: rest_json (75% confidence)
- Auth signals: browser-clearance-session
- The delivered source operations are the eight read-only airport, flight and hotel endpoints listed above; shopper commands orchestrate these calls.
- Advanced source commands require explicit operation-specific JSON through `--data` or a bounded `--data-file` object (maximum 2 MiB). These inputs contain public search fields and fresh source IDs; cookies and request-token envelopes remain in the private session. `--data-file` cannot be combined with `--data` or `--stdin`.

## Command Reference

**airport** — Advanced read-only Traveloka airport source operations. Clean resolve/flights/hotels commands orchestrate the shopper workflows.

- `traveloka-pp-cli airport` — Resolve ranked airport/city matches; prefer the resolve command.

**flight** — Advanced read-only Traveloka flight source operations. Clean resolve/flights/hotels commands orchestrate the shopper workflows.

- `traveloka-pp-cli flight initial` — Start a dated flight search; prefer flights search for the complete workflow.
- `traveloka-pp-cli flight poll` — Read incremental flight inventory or selected-outbound return options.
- `traveloka-pp-cli flight prefetch` — Read source-confirmed prices for selected flight journeys; search preparation only.

**hotel** — Advanced read-only Traveloka hotel source operations. Clean resolve/flights/hotels commands orchestrate the shopper workflows.

- `traveloka-pp-cli hotel catalog` — Read dated property inventory; prefer hotels search.
- `traveloka-pp-cli hotel features` — Read hotel autocomplete feature metadata.
- `traveloka-pp-cli hotel lookup` — Resolve ranked hotel destinations and properties; prefer resolve.
- `traveloka-pp-cli hotel rooms` — Read dated room/rate plans; prefer hotels rooms.


### Finding the right command

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

```bash
traveloka-pp-cli which "compare flight dates"
```

`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

### Complete return flights

```bash
traveloka-pp-cli flights search --origin SIN --destination CGK --depart 2026-11-20 --return-date 2026-11-27 --adults 1 --limit 3 --agent --select offers,query,retrieved_at
```

Return both itineraries with authoritative combined totals and the matched shopper context.

### Explicit flight dates

```bash
traveloka-pp-cli flights date-grid --origin SIN --destination CGK --depart-dates 2026-11-20,2026-11-21 --limit 2 --agent
```

Run a bounded date comparison with an outcome for every requested cell.

### Hotel stay alternatives

```bash
traveloka-pp-cli hotels date-grid --property-id 9000000001714 --stays 2027-01-06:2027-01-08,2027-01-13:2027-01-15 --adults 2 --rooms 1 --limit 2 --agent
```

Keep occupancy fixed while retaining returned room and rate identities.

### Same-room cancellation price difference

```bash
traveloka-pp-cli hotels flexibility --snapshot /private/tmp/traveloka-rooms.json --agent
```

Pair explicit policies only when room, stay, meal, occupancy and payment match. Unknown or unmatched rates remain unpaired, and no comparable pairs is a valid result.

## Auth Setup

Consumer searches require a legitimate anonymous Traveloka browser session. Run auth capture --launch --timeout 2m with an already installed browser-use backend, or auth import-session with Traveloka-only cookie and captured-request JSON files. auth capture without --launch prints its plan. Capture closes its task guest browser before POST airport validation; ordinary searches replay directly over HTTP. Select the private mode-0600 session file with TRAVELOKA_SESSION_FILE or --session-file. Protection/expiry requires explicit normal-browser refresh. Airport validation proves that endpoint at that time; actual flight/hotel access is checked by the intended query. No partner API key, account change, CAPTCHA solving or global installation is performed.

Run `traveloka-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
  traveloka-pp-cli resolve --query Singapore --kind airport --agent --select locations
  ```
- **Previewable** — `--dry-run` shows the request without sending
- **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

## 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 `TRAVELOKA_HOME=<dir>` to relocate all four path kinds under one root.
- Use per-kind env vars only when a specific kind must diverge: `TRAVELOKA_CONFIG_DIR`, `TRAVELOKA_DATA_DIR`, `TRAVELOKA_STATE_DIR`, `TRAVELOKA_CACHE_DIR`.
- Resolution order is per-kind env var, `--home`, `TRAVELOKA_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 `credentials.toml`, `data.db`, cookies, and auth sidecars. `state` contains persisted queries, jobs, and `teach.log`. `cache` contains regenerable HTTP/cache files.
- Traveloka cookie and captured-request secrets live in the private mode-0600 session JSON, defaulting to `traveloka-session.json` under the resolved state dir. Select another file with `--session-file` or `TRAVELOKA_SESSION_FILE`. Generic credential compatibility uses `credentials.toml` under the data dir; legacy `config.toml` secrets leave that file on the first generic auth write.
- Run `traveloka-pp-cli doctor --fail-on warn` to surface path and credential-location 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": {
      "traveloka": {
        "command": "traveloka-pp-mcp",
        "env": {
          "TRAVELOKA_HOME": "/srv/traveloka"
        }
      }
    }
  }
  ```

Fleet precedence: an inherited per-kind env var overrides an explicit `--home` for that kind. Use `TRAVELOKA_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 `TRAVELOKA_HOME`, or `doctor` will not find credentials 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=$(cat /path/to/question.txt)
traveloka-pp-cli recall "$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>", "traveloka-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 `traveloka-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 SIN` prints the candidate's full payload before materializing it - check that the printed payload matches the behavior you verified. `learnings reject SIN` tombstones the derivation signature so the same candidate does not resurface. The envelope carries only the few candidates worth acting on now; `traveloka-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.

### 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 entiti