# PJQ — Public Judgment Quotient (remote · pjq.life)

Observatory of public media reception: classify YouTube comments for mood, support and controversy.

- Trust score: 61/100 (medium)
- Change this week: +7
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-08-03

## Components

- remote · `pjq.life`: 61/100 (this document), [markdown](https://verifymcp.io/servers/life-pjq-pjq/pjq.md), [page](https://verifymcp.io/servers/life-pjq-pjq/pjq)

## Channel facts

- Endpoint: `https://pjq.life/mcp/`
- Transports: `streamable-http`
- Auth: `required`
- Version: `1.0.0`

## Trust breakdown

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-08-03.

- **Endpoint Security**: 63/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - Authorisation not fully verified: no authorisation is required to call this server, and 7 tool(s) never declared a destructiveHint. The MCP spec treats an absent hint as destructive by default, so we cannot call this surface safe.
  - HTTPS is enforced; there's no plaintext access path.
  - The HSTS (Strict-Transport-Security) header is present.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 49/100
  - AI-judged instruction clarity (fair).
  - Tool/resource definitions use about 662 tokens (~94/item across 7 items; 7 tools + 0 resources), lean.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 27/100
  - Stability observed for 8 of 30 days with no destabilising changes; credit accrues until the full window elapses.
- **Tool Coverage**: 71/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 0% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Capabilities**: 100/100
  - Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.

## Install

### Claude

```bash
claude mcp add --transport http life-pjq-pjq https://pjq.life/mcp/
```

### Codex

```toml
[mcp_servers.life-pjq-pjq]
url = "https://pjq.life/mcp/"
```

### opencode

```json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "life-pjq-pjq": {
      "type": "remote",
      "url": "https://pjq.life/mcp/",
      "enabled": true
    }
  }
}
```

### OpenClaw

```bash
openclaw mcp add life-pjq-pjq --url https://pjq.life/mcp/ --transport streamable-http
```

### Hermes

```yaml
mcp_servers:
  life-pjq-pjq:
    url: "https://pjq.life/mcp/"
```

### Other

```json
{
  "mcpServers": {
    "life-pjq-pjq": {
      "type": "http",
      "url": "https://pjq.life/mcp/"
    }
  }
}
```

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

## Changelog

Every change recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-08-02 (score 61, +1)

No change was recorded against any check on this day. Stability & Change Management went from 20 to 23. That category is still filling its 30-day observation window: 6 days of observed history at the previous scan, 7 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-08-01 (score 60, 0)

- [functional improvement] Endpoint reachability: unreachable → reachable

### 2026-07-31 (score 60, +4)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-30 (score 56, +1)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-29 (score 55, 0)

- [security regression] Endpoint reachability: reachable → unreachable
- [security regression] HSTS header: pass → unverified
- [security regression] Stability: 0.07 → unverified
- [security regression] TLS certificate: pass → unverified
- [security regression] Transport: pass → fail
- [security] Authorization: Authorisation not yet verified: we couldn't confirm whether this endpoint requires it.
- [functional regression] Tool coverage: 100 → unverified
- [functional regression] Capabilities: pass → unverified
- [functional] First check of Schema quality: unverified

### 2026-07-28 (score 55, +1)

No change was recorded against any check on this day. Stability & Change Management went from 3 to 7. That category is still filling its 30-day observation window: 1 days of observed history at the previous scan, 2 at this one. The score rises as the window fills, whether or not the server changes.

### 2026-07-27 (score 54, 0)

- [functional] We updated how we score, so this day's move reflects our rubric, not a change to the server

### 2026-07-26 (score 54)

First indexed and scored.

## MCP tools (7)

### `videos_list` (~34 tokens)

Все видео из канона. Поля: id, external_id, title, channel_name, domain, tier, first_seen.

Output parameters:

- `result` (array)

### `video_verdict` (~99 tokens)

Последний снапшот вердикта по YouTube video_id (11 симв.).

Возвращает строку из verdicts + расклад в %% (из v_verdict_mood):
n_sampled, cnt_* по 7 категориям, pct_*, mood_net (-1..+1), support_pct,
qa_sampled_pct / qa_agreement_pct, classifier_model, rubric_version.

Input parameters:

- `video_id` (string, required)

Output parameters:

- `result`

### `video_history` (~51 tokens)

Все снапшоты по video_id во времени (от старого к новому).

Полезно для анализа динамики mood — как меняется приём со временем.

Input parameters:

- `video_id` (string, required)

Output parameters:

- `result` (array)

### `video_exemplars` (~79 tokens)

Exemplar-цитаты последнего снапшота по video_id.

Если stance задан (SUP/AGA/NEU/OFF/THIN/SUS/AGN) — фильтруется по нему.
Это единственное место, где хранится текст комментариев.

Input parameters:

- `stance`
- `video_id` (string, required)

Output parameters:

- `result` (array)

### `controversial_videos` (~115 tokens)

Самые спорные видео — высокий controversy (раскол SUP/AGA, 0..1).

Для поиска тем с максимальным расколом мнений в аудитории. Отличается от
mood_net (направление): controversy = размер раскола. 1.0 = война 50/50.

limit: сколько вернуть (1..20, default 5). days: макс возраст вердикта (default 30).

Input parameters:

- `days` (integer)
- `limit` (integer)

Output parameters:

- `result` (array)

### `mood_matrix` (~112 tokens)

Агрегатный mood-вью с фильтрами по домену и tier.

domain ∈ {POL, ECON, BIZ, TECH, EDU, ENV, SOC, MED, TRV, ENT, LIFE, unassigned}.
tier   ∈ {official, semi_official, independent, unassigned}.
Возвращает последние `limit` снапшотов с расчётом mood_net и support_pct.

Input parameters:

- `domain`
- `limit` (integer)
- `tier`

Output parameters:

- `result` (array)

### `video_classify` (~172 tokens)

Полный pipeline: URL -> вердикт в SQLite + Obsidian vault.

ВАЖНО: долгая операция, ~10-20 мин на 300 комментов (haiku 10м + sonnet QA 8м).
\`qa=False` — пропустить sonnet-эскалацию (быстрее, но без QA-метрик).
Возвращает verdict_id + summary (hard_counts + mood + QA-stats).

На публичном сервере отключён env-флагом PJQ_PUBLIC_CLASSIFY_DISABLED=1 —
синхронный classify не выдерживает параллельной нагрузки и угрожает
Claude Max-подписке. Замена на job queue + worker в работе.

Input parameters:

- `qa` (boolean)
- `url` (string, required)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/life-pjq-pjq/pjq#diagnostics

## Score history

- 2026-08-03: 61
- 2026-08-02: 61
- 2026-08-01: 60
- 2026-07-31: 60
- 2026-07-30: 56
- 2026-07-29: 55
- 2026-07-28: 55
- 2026-07-27: 54
- 2026-07-26: 54

## Links

- Remote endpoint: https://pjq.life/mcp/
- Authorisation metadata: https://pjq.life/.well-known/oauth-protected-resource/mcp
- Repository: https://github.com/Makaric/pjq
- Website: https://pjq.life/
- Changelog RSS feed: https://verifymcp.io/servers/life-pjq-pjq/pjq/changelog.xml
- Changelog JSON feed: https://verifymcp.io/servers/life-pjq-pjq/pjq/changelog.json
- HTML version of this page: https://verifymcp.io/servers/life-pjq-pjq/pjq