# Pp Cdc Pakistan

> The only machine-readable view of Pakistani custody data — per-security CDS penetration and a twenty-year eligibility record, from a source no tool has ever automated. Trigger phrases: `how much of this symbol is in CDS`, `CDS eligibility history for`, `has this PSX symbol been reused`, `government stake in this Pakistani company`, `CDC statistics`, `use cdc-pakistan`, `run cdc-pakistan`.

- Skill: `mvanhorn-printing-press-libra/pp-cdc-pakistan` (Agent Skill)
- Install (CLI): `npx skillmds add mvanhorn-printing-press-libra/pp-cdc-pakistan`
- Raw SKILL.md: https://api.skillmd.com/api/skills/mvanhorn-printing-press-libra/pp-cdc-pakistan/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Security
- License: Apache-2.0
- Author: mvanhorn (https://skillmd.com/u/mvanhorn-printing-press-libra)
- Updated: 2026-09-09
- Page: https://skillmd.com/skills/mvanhorn-printing-press-libra/pp-cdc-pakistan

---

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     regenerated post-merge by tools/generate-skills/. Hand-edits here are
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# CDC Pakistan — Printing Press CLI

## Prerequisites: Install the CLI

This skill drives the `cdc-pakistan-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 `$HOME/.local/bin` on macOS/Linux and `%LOCALAPPDATA%\Programs\PrintingPress\bin` on Windows:
   ```bash
   npx -y @mvanhorn/printing-press-library install cdc-pakistan --cli-only
   ```
2. Verify: `cdc-pakistan-pp-cli --version`
3. Ensure the reported install directory is on `$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/payments/cdc-pakistan/cmd/cdc-pakistan-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.

CDC publishes the sole per-security custody-penetration figures in the Pakistani market as split PDFs behind a bot challenge, with no API and no history endpoint. This CLI mints a browser clearance once, replays it over plain HTTP, and turns the downloads corpus into a queryable local store. `coverage map` proves what is mirrored, `identity ledger` stops symbol recycling from corrupting your return series, and `eligibility state` folds two decades of notices into a per-security lifecycle.

## When to Use This CLI

Reach for this CLI when you need Pakistani custody-layer facts that exist nowhere else in machine-readable form: what share of a security's capital sits in the central depository, whether a symbol has been reused by a different issuer, or when a security entered or left CDS eligibility. It is also the right tool when you need to prove a local mirror is complete before running research on it.

## Anti-triggers

Do not use this CLI for:
- Do not use this CLI for holder-level or sub-account positions — CDC does not publish them, they require an individual investor's own login.
- Do not use it for the nine-class investor taxonomy that NCCPL and MUFAP publish — CDC exposes only Individual versus Corporate, at aggregate level.
- Do not use it for daily prices, volumes or index data — that is the PSX CLI's surface.
- Do not use it to determine whether a security is tradable today — CDS eligibility is a custody status, not a trading suspension.
- Do not ask it for a free-float time series — only one live vintage of the penetration report exists.

## Unique Capabilities

These capabilities aren't available in any other tool for this API.

### Local state that compounds
- **`coverage map`** — See exactly which document buckets are mirrored, which are genuinely absent at source, and which were never asked for.

  _Run this before trusting any other command's completeness; it is the only command that writes the document index._

  ```bash
  cdc-pakistan-pp-cli coverage map --category notices --agent
  ```
- **`identity ledger`** — Reconstruct a security's symbol, name and ISIN history so you never splice two different issuers into one return series.

  _Reach for this before joining CDC data to any symbol-keyed price series; symbol recycling silently corrupts factor research._

  ```bash
  cdc-pakistan-pp-cli identity ledger --symbol LOTCHEM --agent
  ```
- **`stats history`** — Track the sixteen CDS aggregate metrics forward from your first sync, with archived rows labelled as such.

  _Use to measure retail-participation growth; archived rows are non-contiguous and must never be read as a continuous series._

  ```bash
  cdc-pakistan-pp-cli stats history --metric sub_accounts_individual --agent
  ```

### Twenty years of regulatory events
- **`eligibility state`** — Get a security's full CDS-eligibility history folded from twenty years of notices into a six-state lifecycle.

  _Use for CDS-eligibility history, but note CDS eligibility is not the same as PSX trading suspension and is not a tradability gate._

  ```bash
  cdc-pakistan-pp-cli eligibility state --isin PK0069501016 --agent
  ```

### Extraction you can trust
- **`verify rows`** — Prove the PDF extraction is trustworthy by asserting the report's own percentage column against its own share and capital columns.

  _Run this before any analysis that depends on the penetration numbers; residual signatures tell you which column drifted._

  ```bash
  cdc-pakistan-pp-cli verify rows --vintage 2025-11-30 --agent
  ```
- **`verify schema`** — Refuse to blend vintages whose column sets are incompatible, and refuse a month that is missing one of its parts.

  _Run this whenever a new vintage lands; it blocks silently-incompatible data instead of averaging it._

  ```bash
  cdc-pakistan-pp-cli verify schema --vintage 2025-11-30 --agent
  ```

### Cross-source joins
- **`float triangulate`** — Put CDC custody penetration beside PSX free-float shares and NCCPL free-float percent, with each denominator named.

  _Use this to see where the three float definitions disagree; it deliberately never blends them into one number._

  ```bash
  cdc-pakistan-pp-cli float triangulate --symbol OGDC --agent
  ```
- **`gop stake`** — Derive state-held capital per security from the difference between the including-GoP and excluding-GoP capital columns.

  _Use for a current cross-section of state ownership; there is only one vintage, so no time series exists._

  ```bash
  cdc-pakistan-pp-cli gop stake --min-pct 25 --agent
  ```

## Command Reference

**assets** — Static PDF report files under /assets/uploads/YYYY/MM/.

- `cdc-pakistan-pp-cli assets` — Fetch one report PDF. Also challenged by Cloudflare, so the same clearance cookie is required.

**downloads** — CDC downloads corpus — 7,956 documents across 15 categories, 2007-2026.

- `cdc-pakistan-pp-cli downloads` — List download items for one (category, year, page).

**statistics** — CDS aggregate statistics — a 16-row HTML table, overwritten monthly. Current-state only.

- `cdc-pakistan-pp-cli statistics` — Fetch the current CDS aggregate statistics table.


### Finding the right command

When you know what you want to do but not which command does it, ask the CLI directly:

```bash
cdc-pakistan-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

### Prove the mirror before trusting it

```bash
cdc-pakistan-pp-cli coverage map --agent --select buckets.category,buckets.year,buckets.state
```

Returns the tri-state coverage per bucket so you can tell a genuine source gap from an unasked question.

### Narrow a wide eligibility history for an agent

```bash
cdc-pakistan-pp-cli eligibility state --isin PK0069501016 --agent --select events.effective_date,events.state,events.notice_url
```

The full event payload is large; selecting three dotted paths keeps an agent's context small while preserving the audit trail.

### Find state-owned concentration

```bash
cdc-pakistan-pp-cli gop stake --min-pct 25 --agent --select rows.symbol,rows.gop_shares,rows.gop_pct
```

Lists securities where the Government of Pakistan holds at least a quarter of paid-up capital.

### Catch a symbol collision before a join

```bash
cdc-pakistan-pp-cli identity resolve --symbol LOTCHEM --as-of 2019-06-30 --agent
```

Returns the identity in force on that date, or NOT_IN_VINTAGE rather than guessing.

### Audit an extraction end to end

```bash
cdc-pakistan-pp-cli verify rows --vintage 2025-11-30 --agent --select findings.check_name,findings.severity,findings.isin
```

Surfaces only the failing checks and the ISINs they belong to.

## Auth Setup

CDC sits behind a Cloudflare JS challenge on every path. The authoritative gesture is `auth clearance set`, which stores three things as one unit: the `cf_clearance` cookie, the **exact User-Agent that minted it** (the cookie is bound to that User-Agent and is useless without it), and the mint time. Clear the challenge once in a real browser, then pass the cookie and that browser's User-Agent:

```bash
# The cookie is read from stdin so it never reaches your shell history.
printf '%s' "$CF_CLEARANCE" | cdc-pakistan-pp-cli auth clearance set --user-agent "$UA"
cdc-pakistan-pp-cli auth clearance status
```

`$UA` must be the exact User-Agent of the browser you cleared the challenge in.

The clearance has a **measured hard lifetime of roughly thirty minutes from mint**, regardless of traffic — the cookie's own expiry field claims a year and is not to be trusted. The long-running commands (`coverage map`, `verify rows`, `stats history --snapshot`) check the remaining margin before starting and refuse early rather than dying midway through a fan-out; the thin single-request commands (`downloads`, `statistics`, `assets`) send the stored pair but do not pre-check the margin, so past the window they simply return a challenge error.

`auth login --chrome` is the framework's generic cookie import. It populates the generated credential store and is enough for the thin fetchers, but it captures neither the minting User-Agent nor a mint time, so it cannot support the margin guard and does not satisfy the commands that read the clearance store. Prefer `auth clearance set`.

Run `cdc-pakistan-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
  cdc-pakistan-pp-cli downloads --agent
  ```
- **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 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 `CDC_PAKISTAN_HOME=<dir>` to relocate all four path kinds under one root.
- Use per-kind env vars only when a specific kind must diverge: `CDC_PAKISTAN_CONFIG_DIR`, `CDC_PAKISTAN_DATA_DIR`, `CDC_PAKISTAN_STATE_DIR`, `CDC_PAKISTAN_CACHE_DIR`.
- Resolution order is per-kind env var, `--home`, `CDC_PAKISTAN_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.
- Stored secrets live in `credentials.toml` under the data dir. Existing legacy `config.toml` secrets are read for compatibility and leave `config.toml` on the first auth write.
- Run `cdc-pakistan-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": {
      "cdc-pakistan": {
        "command": "cdc-pakistan-pp-mcp",
        "env": {
          "CDC_PAKISTAN_HOME": "/srv/cdc-pakistan"
        }
      }
    }
  }
  ```

Fleet precedence: an inherited per-kind env var overrides an explicit `--home` for that kind. Use `CDC_PAKISTAN_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 `CDC_PAKISTAN_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, run:

```bash
cdc-pakistan-pp-cli recall "<user's question>" --agent
```

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>", "cdc-pakistan-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 `cdc-pakistan-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; `cdc-pakistan-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 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.
- 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:

```bash
cdc-pakistan-pp-cli teach --query "<user's question>" --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.
cdc-pakistan-pp-cli teach \
  --query "<user's question>" \
  --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).
cdc-pakistan-pp-cli teach-playbook \
  --query "<user's question>" \
  --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`.

```bash
cdc-pakistan-pp-cli playbook amend \
  --query "<exact recall query string>" \
  --add-note "<your concrete correction>"
# (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

`cdc-pakistan-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.
- `CDC_PAKISTAN_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:

```
cdc-pakistan-pp-cli feedback "the --since flag is inclusive but docs say exclusive"
cdc-pakistan-pp-cli feedback --stdin < notes.txt
cdc-pakistan-pp-cli feedback list --json --limit 10
```

Entries are stored locally as `feedback.jsonl` under the resolved data dir. They are never POSTed unless `CDC_PAKISTAN_FEEDBACK_ENDPOINT` is set AND either `--send` is passed or `CDC_PAKISTAN_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). 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.

```
cdc-pakistan-pp-cli profile save briefing --json
cdc-pakistan-pp-cli --profile briefing downloads
cdc-pakistan-pp-cli profile list --json
cdc-pakistan-pp-cli profile show briefing
cdc-pakistan-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`:

1. **Empty, `help`, or `--help`** → show `cdc-pakistan-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/payments/cdc-pakistan/cmd/cdc-pakistan-pp-mcp@latest
   ```
2. Register with Claude Code:
   ```bash
   claude mcp add cdc-pakistan-pp-mcp -- cdc-pakistan-pp-mcp
   ```
3. Verify: `claude mcp list`

## Direct Use

1. Check if installed: `which cdc-pakistan-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
   cdc-pakistan-pp-cli <command> [subcommand] [args] --agent
   ```
4. If ambiguous, drill into subcommand help: `cdc-pakistan-pp-cli <command> --help`.

