ilyautov/consilium-principis

},       "description": "A council of AI personas of real thinkers + a decision map (Monte Carlo), with a fail-closed fidelity contour.",       "homepage": "https://github.com/ilyautov/consilium-principis",

"description": "A council of AI personas of real thinkers + a decision map (Monte Carlo), with a fail-closed fidelity contour.",       "homepage": "https://github.com/ilyautov/consilium-principis",       "tags": [

"homepage": "https://github.com/ilyautov/consilium-principis",

"name": "Ilya Utov",     "email": "ilyautov@gmail.com",     "url": "https://github.com/ilyautov"

"email": "ilyautov@gmail.com",     "url": "https://github.com/ilyautov"   },

"url": "https://github.com/ilyautov"

},   "homepage": "https://github.com/ilyautov/consilium-principis",   "repository": "https://github.com/ilyautov/consilium-principis",

"homepage": "https://github.com/ilyautov/consilium-principis",

"repository": "https://github.com/ilyautov/consilium-principis",

"license": "MIT",   "supportUrl": "https://github.com/ilyautov/consilium-principis/issues",   "mcpServers": {

"supportUrl": "https://github.com/ilyautov/consilium-principis/issues",

[Credential-related source omitted]

[Credential-related source omitted]

# Адрес ollama, если не дефолтный. Проверь настройку: `python3 scripts/setup_full.py`, # диагностика: `python3 scripts/doctor.py`. Помни: FULL требует ещё и `pip install numpy`. # OLLAMA_HOST=http://127.0.0.1:11434

# диагностика: `python3 scripts/doctor.py`. Помни: FULL требует ещё и `pip install numpy`. # OLLAMA_HOST=http://127.0.0.1:11434 # EMBED_MODEL=bge-m3

# OLLAMA_HOST=http://127.0.0.1:11434

# ── Dev/eval (обычному пользователю не нужны) ─────────────────────────────────

contact_links:   - name: Support and usage help     url: https://github.com/ilyautov/consilium-principis/discussions

- name: Support and usage help     url: https://github.com/ilyautov/consilium-principis/discussions     about: Ask installation and usage questions without exposing private data.

url: https://github.com/ilyautov/consilium-principis/discussions

about: Ask installation and usage questions without exposing private data.   - name: Security vulnerability or data exposure     url: https://github.com/ilyautov/consilium-principis/security/advisories/new

- name: Security vulnerability or data exposure     url: https://github.com/ilyautov/consilium-principis/security/advisories/new     about: Report security issues privately; do not create a public issue.

url: https://github.com/ilyautov/consilium-principis/security/advisories/new

<!-- Commands/tests. The offline suite is mandatory: / Команды/тесты. Оффлайн-сьют обязателен: --> <!-- OLLAMA_HOST=http://127.0.0.1:59999 python3 -m pytest tests/ -q -->

<!-- OLLAMA_HOST=http://127.0.0.1:59999 python3 -m pytest tests/ -q -->

python-version: ["3.10", "3.11", "3.12", "3.13"]     env:       OLLAMA_HOST: http://127.0.0.1:59999  # ollama недоступен → лексический пол

env:       OLLAMA_HOST: http://127.0.0.1:59999  # ollama недоступен → лексический пол     steps:

OLLAMA_HOST: http://127.0.0.1:59999  # ollama недоступен → лексический пол

[Credential-related source omitted]

runs-on: ubuntu-latest     env:       OLLAMA_HOST: http://127.0.0.1:59999

env:       OLLAMA_HOST: http://127.0.0.1:59999     steps:

OLLAMA_HOST: http://127.0.0.1:59999

runs-on: macos-latest     env:       OLLAMA_HOST: http://127.0.0.1:59999

env:       OLLAMA_HOST: http://127.0.0.1:59999     steps:

OLLAMA_HOST: http://127.0.0.1:59999

# Реестр скиллов OpenClaw: https://clawhub.ai

- name: Run offline test suite         env:           OLLAMA_HOST: http://127.0.0.1:59999

env:           OLLAMA_HOST: http://127.0.0.1:59999         run: python -m pytest tests/ -q

OLLAMA_HOST: http://127.0.0.1:59999

env:       CONSILIUM_NO_PAUSE: "1"       OLLAMA_HOST: http://127.0.0.1:59999

CONSILIUM_NO_PAUSE: "1"       OLLAMA_HOST: http://127.0.0.1:59999     steps:

OLLAMA_HOST: http://127.0.0.1:59999

[Credential-related source omitted]

Format — [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),

versions — [SemVer](https://semver.org/). Dates in ISO (YYYY-MM-DD).

[Credential-related source omitted]

[Credential-related source omitted]

- The Linux ollama hint in `setup_full.py` points to the official download page   and install script instead of `curl … | sh`; QUICKSTART describes removing   the skill folder instead of quoting `rm -rf`.

and install script instead of `curl … | sh`; QUICKSTART describes removing

and install script instead of `curl … | sh`; QUICKSTART describes removing

the skill folder instead of quoting `rm -rf`.

- **Eval (M5/M6):** `safe_expr` OverflowError→SafeExprEvalError; judge median, tolerance ≥1/n,

[Unreleased]: https://github.com/ilyautov/consilium-principis/compare/v0.2.1...HEAD

[0.2.1]: https://github.com/ilyautov/consilium-principis/releases/tag/v0.2.1

[0.2.0]: https://github.com/ilyautov/consilium-principis/releases/tag/v0.2.0

[0.1.3]: https://github.com/ilyautov/consilium-principis/releases/tag/v0.1.3

[0.1.2]: https://github.com/ilyautov/consilium-principis/releases/tag/v0.1.2

[0.1.1]: https://github.com/ilyautov/consilium-principis/releases/tag/v0.1.1

[0.1.0]: https://github.com/ilyautov/consilium-principis/tree/v0.1.0

> Release: [v0.2.1](https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb)

git clone https://github.com/ilyautov/consilium-principis ~/consilium-principis

**Install:** 1. Download `consilium-principis.mcpb` from the [latest release](https://github.com/ilyautov/consilium-principis/releases/latest).

1. Download `consilium-principis.mcpb` from the [latest release](https://github.com/ilyautov/consilium-principis/releases/latest).

> Релиз: [v0.2.1](https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb)

- **Без терминала:** скачай **ZIP** проекта и распакуй в домашнюю папку (получится   `~/consilium-principis`) → [скачать ZIP](https://github.com/ilyautov/consilium-principis/archive/refs/heads/master.zip)

`~/consilium-principis`) → [скачать ZIP](https://github.com/ilyautov/consilium-principis/archive/refs/heads/master.zip)

git clone https://github.com/ilyautov/consilium-principis ~/consilium-principis

**Установить:** 1. Скачай `consilium-principis.mcpb` со [страницы релиза](https://github.com/ilyautov/consilium-principis/releases/latest).

1. Скачай `consilium-principis.mcpb` со [страницы релиза](https://github.com/ilyautov/consilium-principis/releases/latest).

The project's value is grounding personas in **genuine, legally free** texts. Only public-domain material goes into the repository (Sun Tzu, Marcus Aurelius, Epictetus, Machiavelli, etc., usually from [Project Gutenberg](https://www.gutenbe

from [Project Gutenberg](https://www.gutenberg.org)).

OLLAMA_HOST=http://127.0.0.1:59999 python3 -m pytest tests/ -q

git clone https://github.com/ilyautov/consilium-principis

Only **Python 3.10+** is required. Smart cross-lingual search is optional ([ollama](https://ollama.com) + `bge-m3`); without it the contour runs on the lexical floor.

([ollama](https://ollama.com) + `bge-m3`); without it the contour runs on the lexical floor.

Ценность проекта в заземлении персон в **подлинных, легально свободных** текстах. В репозиторий попадают ТОЛЬКО материалы в общественном достоянии (Сунь-цзы, Марк Аврелий, Эпиктет, Макиавелли и т.п., обычно из [Project Gutenberg](https://ww

и т.п., обычно из [Project Gutenberg](https://www.gutenberg.org)).

OLLAMA_HOST=http://127.0.0.1:59999 python3 -m pytest tests/ -q

git clone https://github.com/ilyautov/consilium-principis

Нужен только **Python 3.10+**. Умный кросс-язычный поиск опционален ([ollama](https://ollama.com) + `bge-m3`); без него контур работает на лексическом полу.

([ollama](https://ollama.com) + `bge-m3`); без него контур работает на лексическом полу.

Executable file

test: 	OLLAMA_HOST=http://127.0.0.1:59999 python3 -m pytest tests/ -q

OLLAMA_HOST=http://127.0.0.1:59999 python3 -m pytest tests/ -q

[Credential-related source omitted]

> Release: [v0.2.1](https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb)

1. Open **Claude Code**. 2. Give it this link: `https://github.com/ilyautov/consilium-principis`.

2. Give it this link: `https://github.com/ilyautov/consilium-principis`.

Other hosts are not verified merely because they can read a config. Check the experimental host matrix in [`docs/CONNECT-HOSTS.en.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/CONNECT-HOSTS.en.md) and generate a conf

matrix in [`docs/CONNECT-HOSTS.en.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/CONNECT-HOSTS.en.md) and generate a config locally:

For the complete source, manifest, and validation recipe, see [`advisors/README.md`](advisors/README.md) and [`docs/onboarding-recipe.en.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/onboarding-recipe.en.md).

[`advisors/README.md`](advisors/README.md) and [`docs/onboarding-recipe.en.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/onboarding-recipe.en.md).

- Enable FULL retrieval: `python3 scripts/board.py setup-full`. - Connect an MCP host: per-host status is in   [`docs/CONNECT-HOSTS.en.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/CONNECT-HOSTS.en.md);

- Connect an MCP host: per-host status is in   [`docs/CONNECT-HOSTS.en.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/CONNECT-HOSTS.en.md);   start with `python3 scripts/board.py mcp-config --json`. On Windows use

[`docs/CONNECT-HOSTS.en.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/CONNECT-HOSTS.en.md);

Detailed MCP instructions are in [`CONNECT-MCP.en.md`](CONNECT-MCP.en.md); the status of each host is in [`docs/CONNECT-HOSTS.en.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/CONNECT-HOSTS.en.md).

is in [`docs/CONNECT-HOSTS.en.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/CONNECT-HOSTS.en.md).

[English](https://github.com/ilyautov/consilium-principis/blob/master/QUICKSTART.en.md) · **Русский**

> Релиз: [v0.2.1](https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb)

1. Открой **Claude Code**. 2. Дай ссылку:    > «Поставь мне этот навык: `https://github.com/ilyautov/consilium-principis`»

2. Дай ссылку:    > «Поставь мне этот навык: `https://github.com/ilyautov/consilium-principis`» 3. Claude сам склонирует и поставит (`python3 install.py` → копия в `~/.claude/skills/` →

> «Поставь мне этот навык: `https://github.com/ilyautov/consilium-principis`»

> Cowork и другие неописанные в таблице хосты не считаются проверенными: смотри > [`docs/CONNECT-HOSTS.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/CONNECT-HOSTS.md) и сначала проверь сгенерированный конфиг на

> [`docs/CONNECT-HOSTS.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/CONNECT-HOSTS.md) и сначала проверь сгенерированный конфиг на

Знать код не нужно. Нужен только **Python 3.10+** (Windows: при установке с [python.org](https://python.org) отметь «Add Python to PATH»).

[python.org](https://python.org) отметь «Add Python to PATH»).

1. Получи папку скилла (clone или zip), зайди в неё. 2. Запусти установщик:    - **macOS:** двойной клик [`install.command`](https://github.com/ilyautov/consilium-principis/blob/master/install.command) (первый раз: правый клик → «Открыть»);

2. Запусти установщик:    - **macOS:** двойной клик [`install.command`](https://github.com/ilyautov/consilium-principis/blob/master/install.command) (первый раз: правый клик → «Открыть»);    - **Windows:** двойной клик [`install.bat`](https

- **macOS:** двойной клик [`install.command`](https://github.com/ilyautov/consilium-principis/blob/master/install.command) (первый раз: правый клик → «Открыть»);

- **Windows:** двойной клик [`install.bat`](https://github.com/ilyautov/consilium-principis/blob/master/install.bat);

Полный рецепт сборки советника (откуда брать источники, как писать `persona.md`, проверка каждой цитаты контуром) лежит в [`advisors/README.md`](advisors/README.md) и [`docs/onboarding-recipe.md`](https://github.com/ilyautov/consilium-princ

цитаты контуром) лежит в [`advisors/README.md`](advisors/README.md) и [`docs/onboarding-recipe.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/onboarding-recipe.md).

`python3 scripts/diversity_check.py`. - **Включить FULL-тир:** `python3 scripts/board.py setup-full` (подскажет про ollama, сам стянет `bge-m3`). - **Подключить как MCP-сервер:** статус конкретного хоста в [`docs/CONNECT-HOSTS.md`](https://

- **Включить FULL-тир:** `python3 scripts/board.py setup-full` (подскажет про ollama, сам стянет `bge-m3`). - **Подключить как MCP-сервер:** статус конкретного хоста в [`docs/CONNECT-HOSTS.md`](https://github.com/ilyautov/consilium-principi

- **Подключить как MCP-сервер:** статус конкретного хоста в [`docs/CONNECT-HOSTS.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/CONNECT-HOSTS.md),

подробности в [`CONNECT-MCP.md`](https://github.com/ilyautov/consilium-principis/blob/master/CONNECT-MCP.md). Из корня чекаута сначала сгенерируй конфиг:

[![CI](https://github.com/ilyautov/consilium-principis/actions/workflows/ci.yml/badge.svg)](https://github.com/ilyautov/consilium-principis/actions/workflows/ci.yml)

[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)

[![Python 3.10+](https://img.shields.io/badge/python-3.10%2B-blue.svg)](https://www.python.org/)

[![Version](https://img.shields.io/github/v/release/ilyautov/consilium-principis?label=version&color=blueviolet)](CHANGELOG.md)

[![Stars](https://img.shields.io/github/stars/ilyautov/consilium-principis?style=flat&label=stars&logo=github&logoColor=white)](https://github.com/ilyautov/consilium-principis/stargazers)

[Credential-related source omitted]

From the [skills.sh](https://www.skills.sh) registry, one command installs the thin onboarding funnel:

> "Install this skill for me: `https://github.com/ilyautov/consilium-principis`"

git clone https://github.com/ilyautov/consilium-principis ~/consilium-principis

The [release](https://github.com/ilyautov/consilium-principis/releases/latest) ships a single-file `.mcpb` bundle — a Claude Desktop extension. Download it, then in Claude Desktop open **Settings →

**All you need:** Python 3.10+. For smart cross-language search, optionally [ollama](https://ollama.com) with `bge-m3` (the board will walk you through setting it up). The contour works without it too.

[ollama](https://ollama.com) with `bge-m3` (the board will walk you through setting it up). The contour works without it too.

<div align="center"> <sub>Consilium Principis · early access (v0.2.1) · <a href="https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb">release artifact</a> · <a href="LICENSE">MIT</a> · <a href="

<sub>Consilium Principis · early access (v0.2.1) · <a href="https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb">release artifact</a> · <a href="LICENSE">MIT</a> · <a href="CONTRIBUTING.en.md">C

[Ilya Utov](https://github.com/ilyautov), the [AI Frontier](https://aifrontier.tech) lab. I write about how these tools work inside on [Telegram](https://t.me/gorilla_under_hood) and [LinkedIn](https://www.linkedin.com/in/ilyautov).

- [**humanizer-ru**](https://github.com/ilyautov/humanizer-ru): strips the AI fingerprint out of Russian text

- [**marketplaces-mcp-ru**](https://github.com/ilyautov/marketplaces-mcp-ru): Wildberries, Ozon, Yandex Market and Avito straight from the agent

- [**small-business-ru**](https://github.com/ilyautov/small-business-ru): 34 skills for Russian small business, the numbers computed in code

- [**hefest**](https://github.com/ilyautov/hefest): chemical safety for an industrial plant, kept inside the plant's own network

- [**cordon**](https://github.com/ilyautov/cordon): a deterministic layer between untrusted content and agent actions

Everything in one list, grouped by what it does: [ilyautov.github.io](https://ilyautov.github.io/). Source: [github.com/ilyautov](https://github.com/ilyautov). Useful? Star it, that is how other people find it.

[![CI](https://github.com/ilyautov/consilium-principis/actions/workflows/ci.yml/badge.svg)](https://github.com/ilyautov/consilium-principis/actions/workflows/ci.yml)

[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)

![Python 3.10+](https://img.shields.io/badge/python-3.10%2B-blue.svg)

[![Версия](https://img.shields.io/github/v/release/ilyautov/consilium-principis?label=version&color=blueviolet)](CHANGELOG.md)

[Credential-related source omitted]

Из реестра [skills.sh](https://www.skills.sh) одной командой ставится тонкая воронка-онбординг:

> «Поставь мне этот навык: `https://github.com/ilyautov/consilium-principis`»

git clone https://github.com/ilyautov/consilium-principis ~/consilium-principis

[Релиз](https://github.com/ilyautov/consilium-principis/releases/latest) отдаёт однофайловый

**Нужно только:** Python 3.10+. Для умного кросс-язычного поиска опционально [ollama](https://ollama.com) с `bge-m3` (совет сам подскажет, как поднять). Контур работает и без него.

<div align="center"> <sub>Consilium Principis · ранний доступ (v0.2.1) · <a href="https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb">релизный пакет</a> · <a href="LICENSE">MIT</a> · <a href="C

<sub>Consilium Principis · ранний доступ (v0.2.1) · <a href="https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb">релизный пакет</a> · <a href="LICENSE">MIT</a> · <a href="CONTRIBUTING.md">Contr

**Do not open a public issue for vulnerabilities.** Report privately through [GitHub Security Advisories](https://github.com/ilyautov/consilium-principis/security/advisories/new)

[GitHub Security Advisories](https://github.com/ilyautov/consilium-principis/security/advisories/new)

**If you are a rights holder** and believe that material in our distribution (the seeded PD catalog) infringes your rights, open a public issue with the subject prefix `takedown:` in the [repository](https://github.com/ilyautov/consilium-pr

infringes your rights, open a public issue with the subject prefix `takedown:` in the [repository](https://github.com/ilyautov/consilium-principis/issues/new), stating: the material (figure id / URL), the basis of your rights, and a contact

[repository](https://github.com/ilyautov/consilium-principis/issues/new), stating: the material

**Не открывайте публичный issue для уязвимостей.** Напишите приватно через [GitHub Security Advisories](https://github.com/ilyautov/consilium-principis/security/advisories/new)

[GitHub Security Advisories](https://github.com/ilyautov/consilium-principis/security/advisories/new)

**Если вы правообладатель** и считаете, что материал в нашей поставке (сеяный PD-каталог) нарушает ваши права, откройте публичный issue с префиксом темы `takedown:` в [репозитории](https://github.com/ilyautov/consilium-principis/issues/new)

ваши права, откройте публичный issue с префиксом темы `takedown:` в [репозитории](https://github.com/ilyautov/consilium-principis/issues/new), указав: материал (id фигуры / URL), основание прав, контакт. Разумный срок ответа несколько дней;

[репозитории](https://github.com/ilyautov/consilium-principis/issues/new), указав: материал (id

[Credential-related source omitted]

<svg width="420" height="470" viewBox="0 0 420 470" xmlns="http://www.w3.org/2000/svg" role="img" aria-label="Consilium Principis emblem">

"ref": "2680",         "edition": "пер. George Long, 1862",         "url": "https://www.gutenberg.org/cache/epub/2680/pg2680.txt",

"edition": "пер. George Long, 1862",         "url": "https://www.gutenberg.org/cache/epub/2680/pg2680.txt",         "pd_basis": "Project Gutenberg (US-PD)",

"url": "https://www.gutenberg.org/cache/epub/2680/pg2680.txt",

"ref": "45109",         "edition": "Enchiridion, пер. Long",         "url": "https://www.gutenberg.org/cache/epub/45109/pg45109.txt",

"edition": "Enchiridion, пер. Long",         "url": "https://www.gutenberg.org/cache/epub/45109/pg45109.txt",         "pd_basis": "Project Gutenberg (US-PD)",

"url": "https://www.gutenberg.org/cache/epub/45109/pg45109.txt",

"ref": "132",         "edition": "The Art of War, пер. Lionel Giles 1910",         "url": "https://www.gutenberg.org/cache/epub/132/pg132.txt",

"edition": "The Art of War, пер. Lionel Giles 1910",         "url": "https://www.gutenberg.org/cache/epub/132/pg132.txt",         "pd_basis": "Project Gutenberg (US-PD)",

"url": "https://www.gutenberg.org/cache/epub/132/pg132.txt",

"ref": "1232",         "edition": "The Prince (Il Principe), пер. W. K. Marriott 1908",         "url": "https://www.gutenberg.org/cache/epub/1232/pg1232.txt",

"edition": "The Prince (Il Principe), пер. W. K. Marriott 1908",         "url": "https://www.gutenberg.org/cache/epub/1232/pg1232.txt",         "pd_basis": "Project Gutenberg (US-PD)"

"url": "https://www.gutenberg.org/cache/epub/1232/pg1232.txt",

> Release: [v0.2.1](https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb)

gemini extensions install https://github.com/ilyautov/consilium-principis

> Релиз: [v0.2.1](https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb)

gemini extensions install https://github.com/ilyautov/consilium-principis

авто-tier + eval (коммит `4804ddf`, handoff в Claude Code). Быстро оформились

curl --fail --head \

"https://github.com/ilyautov/consilium-principis/releases/download/vX.Y.Z/consilium-principis.mcpb"

curl "https://registry.modelcontextprotocol.io/v0.1/servers?search=io.github.ilyautov/consilium-principis"

{     "$schema": "https://glama.ai/mcp/schemas/server.json",

"$schema": "https://glama.ai/mcp/schemas/server.json",

Model: users install with `gemini extensions install https://github.com/ilyautov/consilium-principis`.

1. Cut and release `vX.Y.Z` (tag-triggered workflow builds and uploads the MCPB + `server.json`). 2. Confirm the MCPB release URL resolves (`curl --fail --head …`).

2. Confirm the MCPB release URL resolves (`curl --fail --head …`).

> `git clone … /tmp/pb && rm -rf /tmp/pb/.git && cp -R /tmp/pb/. <folder>/`.

> `git clone … /tmp/pb && rm -rf /tmp/pb/.git && cp -R /tmp/pb/. <папка>/`.

## Угол 1 — Fidelity / eval (что внедрить в eval.py)

К октябрю 2026 года «совет директоров из AI-персон» стал массовым форматом. Почти все механики, которые Consilium Principis считал своими, уже есть у кого-то из конкурентов. Кэп вердикта при риске разорения и принудительный спор при слишком

Коммерческий сегмент живой, но мелкий. Это в основном SaaS соло-основателей 2025–2026 годов с ценой **$15–99 в месяц** и почти нулевой проверяемой тягой. SynthBoard собирает борд из 24 ролей на разных семействах моделей. Его вердикт содержи

Open-source сегмент на порядок больше по вниманию, и именно там идёт настоящая конкуренция. Первый лагерь составляют **клоны LLM Council Карпати**. Исходный репозиторий набрал 25,5 тыс.★, заморожен с ноября 2025 года, автор прямо отказался 

В четвёртом лагере стоит остановиться на трёх проектах. Первый — **roast-room**. В нём семь мест (Безос, Пол Грэм, Хормози, Гэри Ви, Мартелл, Уикман, Баффет), у каждого субагента свой «мозг» из фреймворков и позиций со списком источников. В

Источники по столбцам: [roast-room](https://github.com/nateherkai/roast-room), [marketing-council](https://github.com/coreyhaines31/marketingskills/blob/main/skills/marketing-council/SKILL.md), [dynamic-board-skill](https://github.com/ktfri

Из матрицы видно, что отличия Consilium неравноценны. **Несогласие, принудительный оппонент, вердикт с голосованием и экспорт стали отраслевым стандартом.** Их нет смысла выносить в позиционирование. **Кэпы вердикта, тревога единодушия и тр

Прямых отзывов о нише мало, и они в основном от строителей, а не конечных пользователей. Повторяются три вещи, которые людям нравятся: различимые голоса, настоящий спор, в том числе с пользователем, и видимая критика вместо отполированного 

Главный риск для продукта, построенного на несогласии, лежит в исследовании подхалимства. В работе в *Science* (март 2026) 11 моделей одобряли позицию пользователя **на 49% чаще людей**, и при этом пользователи оценивали подхалимские ответы

Нужна и честная граница утверждений о точности. В HCI-работе CHI 2026 показано, что пользователи читают несогласие, критику и консенсус агентов как сигналы доверия, но **несогласный агент без обоснования добавляет неопределённость** ([ACM D

Право на образ почти не задевает дефолтный ростер (Сунь-цзы, Марк Аврелий, Эпиктет, Макиавелли). Посмертные законы привязаны к недавно умершим и к месту их проживания и нацелены на цифровые копии **голоса и визуального облика**. Калифорнийс

Риск у живых знаменитостей другой природы: ложное одобрение и товарные знаки. Иск Тони Роббинса против YesChat построен на зарегистрированных марках и ботах «Tony Robbins GPT», за общение с которыми брали подписку ([USA Herald](https://usah

Остаются два менее очевидных риска. Первый касается **современных переводов древних текстов**: они могут быть под авторским правом, поэтому корпус должен опираться на переводы в общественном достоянии (вроде Long для «Размышлений», как уже 

Сходится всё это в одном: **маркер 🔵/🟡 одновременно служит юридическим механизмом**. Калифорнийское исключение теряется при «ложном впечатлении подлинности». Публичный провал приложения Historical Figures, где бот Гиммлера «раскаивался», сл

Отставания Consilium лежат не в механиках решения, а вокруг них. Первое — **дистрибуция**. marketing-council с 41 тыс. установок и nuwa с 26 тыс. распространяются одной командой через skills.sh или `npx skills add` ([skills.sh](https://skil

|---|---|---|---| | P0 | Серверный финальный рендер: перед выдачей вычищать любой 🔵 без подтверждения гейта на этой строке (понижать до 🟡) | Ров сейчас зависит от того, чтит ли хост протокол (LIMITATIONS §2); стоит одному хосту нарушить раз

| P0 | Серверный финальный рендер: перед выдачей вычищать любой 🔵 без подтверждения гейта на этой строке (понижать до 🟡) | Ров сейчас зависит от того, чтит ли хост протокол (LIMITATIONS §2); стоит одному хосту нарушить разметку, как обещани

| P0 | Публичный бенчмарк верности: атомарный eval (точность и консистентность), кривая воздержания против ложных отказов, атрибуционный тест «цитата Аврелия в устах Эпиктета → отказ» | Превращает главное отличие из заявления в проверяемое 

| P0 | Публичный бенчмарк верности: атомарный eval (точность и консистентность), кривая воздержания против ложных отказов, атрибуционный тест «цитата Аврелия в устах Эпиктета → отказ» | Превращает главное отличие из заявления в проверяемое 

| P0 | Аудит прав на корпус: каждая цитируемая редакция и перевод с пометкой о статусе общественного достояния в манифесте; выдача источника и издания в 🔵 | Современные переводы могут быть под авторским правом; Bartz показал, что риск созда

| P0 | Обязательная плашка «AI-симуляция по текстам X; не X; не одобрено X или наследниками» в UI и во всех экспортах; запрет голоса и аватаров реальных людей в коде; запрет персон частных лиц и несовершеннолетних; контакт для takedown | EU

| P1 | Лёгкая версия на skills.sh (`npx skills add`), которая без MCP-сервера деградирует до режима «только 🟡 и отказ цитировать», и честная поправка таблицы в README | 41 тыс. установок у одиночного SKILL.md против маркетплейса; сравнение 

| P1 | Самодостаточный отчёт сессии в HTML/PDF/MD, независимый от виджетов хоста: стол советников, 🔵 с источником, вердикт, кэпы, особое мнение, карта решения и распределение Монте-Карло | Стандарт рынка (roast-room, SynthBoard); сейчас выв

| P1 | Режимы стоимости: `quick` (2–3 места, 1 раунд, жёсткий лимит длины реплик) и `full` с предупреждением о числе вызовов; уточняющие вопросы до заседания | Стоимость и многословие — главные жалобы; уточнение до старта есть у Moot и Synt

| P1 | Мастер «линза из моих материалов»: папка PDF/EPUB → манифест прав → корпус → индекс → профиль с оценкой глубины (deep/good/thin) и разделом «где линза ошибается»; линза получает описательное имя, а не имя-бренд | Спрос доказан nuwa/D

| P1 | Обоснование у каждого несогласия обязательно, вердикт проверяется кодом; отображение уверенности и условий «что перевернёт решение» | Несогласие без обоснования снижает доверие, а не повышает | [ACM DL](https://dl.acm.org/doi/10.1145

| P2 | Напоминание петли исхода по таймеру (follow-up через N недель) и холодный старт трек-рекорда с явной пометкой «мало данных» | У Peabody и dynamic-board эта механика уже есть; без напоминания журнал пустеет, и калибровка не стартует |

| P2 | Независимый судья другого вендора по умолчанию, если в системе найдено больше одной CLI-подписки; позиционировать как независимость проверки, а не как рост точности | Литература не подтверждает, что смешение вендоров повышает точност

| P2 | Аудит безопасности MCP-сервера и любого локального веб-UI (CSRF, DNS rebinding, экранирование) | У roast-room такие уязвимости уже открыты как issues; у продукта с подписками пользователя цена ошибки выше | [roast-room issues](https:

| P3 | Осторожная фрейминг-копия для онбординга: «совет обязан возражать», без обещаний комфорта | Пользователи вознаграждают подхалимство; нужно заранее задать ожидания | [Stanford News](https://news.stanford.edu/stories/2026/03/ai-advice-

{   "$schema": "https://glama.ai/mcp/schemas/server.json",

"$schema": "https://glama.ai/mcp/schemas/server.json",

Executable file

if not defined CONSILIUM_PYTHON (   echo Python 3.10+ was not found. Install it from https://www.python.org/downloads/ and run this launcher again.

echo Python 3.10+ was not found. Install it from https://www.python.org/downloads/ and run this launcher again.

#!/bin/bash

#!/usr/bin/env python3

#!/usr/bin/env python3

_MSG = {     "ru": {         "need_py": "❌ Нужен Python 3.10+, сейчас {ver}. Поставь с https://python.org.",

_MSG = {     "ru": {         "need_py": "❌ Нужен Python 3.10+, сейчас {ver}. Поставь с https://python.org.",

"ru": {         "need_py": "❌ Нужен Python 3.10+, сейчас {ver}. Поставь с https://python.org.",         "src": "Источник:   {here}", "dst": "Назначение: {dest}  ({mode})",

"ru": {         "need_py": "❌ Нужен Python 3.10+, сейчас {ver}. Поставь с https://python.org.",         "src": "Источник:   {here}", "dst": "Назначение: {dest}  ({mode})",

"need_py": "❌ Нужен Python 3.10+, сейчас {ver}. Поставь с https://python.org.",

"need_py": "❌ Нужен Python 3.10+, сейчас {ver}. Поставь с https://python.org.",

},     "en": {         "need_py": "❌ Python 3.10+ required, currently {ver}. Install from https://python.org.",

},     "en": {         "need_py": "❌ Python 3.10+ required, currently {ver}. Install from https://python.org.",

"en": {         "need_py": "❌ Python 3.10+ required, currently {ver}. Install from https://python.org.",         "src": "Source:      {here}", "dst": "Destination: {dest}  ({mode})",

"en": {         "need_py": "❌ Python 3.10+ required, currently {ver}. Install from https://python.org.",         "src": "Source:      {here}", "dst": "Destination: {dest}  ({mode})",

"need_py": "❌ Python 3.10+ required, currently {ver}. Install from https://python.org.",

"need_py": "❌ Python 3.10+ required, currently {ver}. Install from https://python.org.",

#!/bin/bash

"translator": "Lionel Giles (1910)",     "license": "public-domain",     "origin": "https://www.gutenberg.org/ebooks/132",

"license": "public-domain",     "origin": "https://www.gutenberg.org/ebooks/132",     "note": "Дословные стихи-афоризмы (Giles). Канон дисциплины-стратегии, не персона.",

"origin": "https://www.gutenberg.org/ebooks/132",

"email": "ilyautov@gmail.com"   },   "homepage": "https://github.com/ilyautov/consilium-principis",

},   "homepage": "https://github.com/ilyautov/consilium-principis",   "repository": {

"homepage": "https://github.com/ilyautov/consilium-principis",

"repository": {     "type": "git",     "url": "https://github.com/ilyautov/consilium-principis"

"type": "git",     "url": "https://github.com/ilyautov/consilium-principis"   },

"url": "https://github.com/ilyautov/consilium-principis"

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"version": "3.25.76",       "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",       "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",

"resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",

"license": "MIT",       "funding": {         "url": "https://github.com/sponsors/colinhacks"

"funding": {         "url": "https://github.com/sponsors/colinhacks"       }

"url": "https://github.com/sponsors/colinhacks"

"node_modules/zod-to-json-schema": {       "version": "3.25.2",       "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.2.tgz",

"version": "3.25.2",       "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.2.tgz",       "integrity": "sha512-O/PgfnpT1xKSDeQYSCfRI5Gy3hPf91mKVDuYLUHZJMiDFptvP41MSnWofm8dnCm0256ZNfZIM7DSzuSMAFnjHA==",

"resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.2.tgz",

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[project.urls] Homepage = "https://github.com/ilyautov/consilium-principis"

Homepage = "https://github.com/ilyautov/consilium-principis"

Repository = "https://github.com/ilyautov/consilium-principis"

Manual = "https://github.com/ilyautov/consilium-principis/blob/master/docs/MANUAL.md"

Security = "https://github.com/ilyautov/consilium-principis/blob/master/SECURITY.md"

testpaths = ["tests"] # Оффлайн-инвариант CI задаётся окружением, а не здесь: #   OLLAMA_HOST=http://127.0.0.1:59999 python3 -m pytest tests/ -q

#   OLLAMA_HOST=http://127.0.0.1:59999 python3 -m pytest tests/ -q

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

# Демонстрационные данные из реального semantic eval (Consilium-Principis)

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

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return {"ok": False, "error": f"нет фигуры '{ref}' в каталоге"}     try:         raw = _decode(fetch(r["url"]))

try:         raw = _decode(fetch(r["url"]))     except Exception as e:

raw = _decode(fetch(r["url"]))

return {"ok": False, "error": "не-PD хост требует license=public-domain (подтверди PD-статус сам)"}     try:         raw = _decode(fetch(r["url"]))

try:         raw = _decode(fetch(r["url"]))     except Exception as e:

raw = _decode(fetch(r["url"]))

src = fig.get("source", {})         try:             stripped = strip_for_signature(_decode(fetch(src["url"])))

try:             stripped = strip_for_signature(_decode(fetch(src["url"])))         except Exception as e:

stripped = strip_for_signature(_decode(fetch(src["url"])))

url = "https://gutendex.com/books?search=" + urllib.parse.quote(author)

try:         data = json.loads(_decode(fetch(url)))     except Exception as e:

data = json.loads(_decode(fetch(url)))

#!/usr/bin/env python3

#!/usr/bin/env python3

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#!/usr/bin/env python3

import os, re, sys, json, datetime import socket, ipaddress, ssl, http.client

import socket, ipaddress, ssl, http.client

if p.query:         path += "?" + p.query     raw_sock = socket.create_connection((ip, port), timeout=timeout)

path += "?" + p.query     raw_sock = socket.create_connection((ip, port), timeout=timeout)     try:

raw_sock = socket.create_connection((ip, port), timeout=timeout)

sock = (ssl.create_default_context().wrap_socket(raw_sock, server_hostname=host)                 if p.scheme == "https" else raw_sock)              # SNI=host → серт валидится по host         conn = http.client.HTTPConnection(host, port, ti

if p.scheme == "https" else raw_sock)              # SNI=host → серт валидится по host         conn = http.client.HTTPConnection(host, port, timeout=timeout)         conn.sock = sock                                            # коннект уже 

conn = http.client.HTTPConnection(host, port, timeout=timeout)

def fetch(url, timeout=30, allow_http=False, max_bytes=MAX_FETCH_BYTES):

#!/usr/bin/env python3

Примеры:   # «Размышления» Марка Аврелия, пер. George Long 1862 (Gutenberg #2680, public domain)   python scripts/collect_pd.py advisors/marcus-aurelius --url https://www.gutenberg.org/cache/epub/2680/pg2680.txt

# «Размышления» Марка Аврелия, пер. George Long 1862 (Gutenberg #2680, public domain)   python scripts/collect_pd.py advisors/marcus-aurelius --url https://www.gutenberg.org/cache/epub/2680/pg2680.txt   python scripts/collect_pd.py advisors

python scripts/collect_pd.py advisors/marcus-aurelius --url https://www.gutenberg.org/cache/epub/2680/pg2680.txt

python scripts/collect_pd.py advisors/x --url https://en.wikisource.org/wiki/... --license public-domain

print(f"PD-сборка: {args.url}")     try:         raw = cc.fetch(args.url)

try:         raw = cc.fetch(args.url)     except Exception as e:

raw = cc.fetch(args.url)

#!/usr/bin/env python3

Примеры:   python scripts/collect_transcript.py advisors/munger --youtube VIDEO_ID --personal-use   python scripts/collect_transcript.py advisors/munger --url https://.../transcript --type page --personal-use

python scripts/collect_transcript.py advisors/munger --youtube VIDEO_ID --personal-use   python scripts/collect_transcript.py advisors/munger --url https://.../transcript --type page --personal-use """

python scripts/collect_transcript.py advisors/munger --url https://.../transcript --type page --personal-use

if args.youtube:         url = f"https://www.youtube.com/watch?v={args.youtube}"

url = f"https://www.youtube.com/watch?v={args.youtube}"

elif args.url:         url = args.url         text = cc.html_to_text(cc.fetch(args.url))

url = args.url         text = cc.html_to_text(cc.fetch(args.url))         basename = args.name or cc.slugify(args.url.rsplit("/", 1)[-1] or "transcript")

text = cc.html_to_text(cc.fetch(args.url))

#!/usr/bin/env python3

Примеры:   python scripts/collect_web.py advisors/naval --type essay --url https://nav.al/rich --personal-use

python scripts/collect_web.py advisors/naval --type essay --url https://nav.al/rich --personal-use

python scripts/collect_web.py advisors/x --type telegram --url https://t.me/s/durov --personal-use

print(f"web-сборка [{args.type}]: {args.url}")     try:         raw = cc.fetch(args.url)

try:         raw = cc.fetch(args.url)     except Exception as e:

raw = cc.fetch(args.url)

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OLLAMA = os.getenv("OLLAMA_HOST", "http://127.0.0.1:11434")

for i in range(0, len(texts), batch):         body = json.dumps({"model": EMBED_MODEL, "input": texts[i:i + batch]}).encode()         req = urllib.request.Request(f"{OLLAMA}/api/embed", data=body,

body = json.dumps({"model": EMBED_MODEL, "input": texts[i:i + batch]}).encode()         req = urllib.request.Request(f"{OLLAMA}/api/embed", data=body,                                      headers={"Content-Type": "application/json"})

req = urllib.request.Request(f"{OLLAMA}/api/embed", data=body,

headers={"Content-Type": "application/json"})         with urllib.request.urlopen(req, timeout=300) as r:             out.extend(json.loads(r.read())["embeddings"])

with urllib.request.urlopen(req, timeout=300) as r:

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import os, urllib.request     ollama = os.getenv("OLLAMA_HOST", "http://127.0.0.1:11434")

ollama = os.getenv("OLLAMA_HOST", "http://127.0.0.1:11434")

body = json.dumps({"model": model, "prompt": prompt, "stream": False,                        "options": {"temperature": 0.5}}).encode()     req = urllib.request.Request(f"{ollama}/api/generate", data=body,

"options": {"temperature": 0.5}}).encode()     req = urllib.request.Request(f"{ollama}/api/generate", data=body,                                  headers={"Content-Type": "application/json"})

req = urllib.request.Request(f"{ollama}/api/generate", data=body,

headers={"Content-Type": "application/json"})     with urllib.request.urlopen(req, timeout=420) as r:         return json.loads(r.read()).get("response", "").strip()

with urllib.request.urlopen(req, timeout=420) as r:

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OLLAMA = os.getenv("OLLAMA_HOST", "http://127.0.0.1:11434")

body = json.dumps({"model": KERNEL_MODEL, "prompt": prompt, "stream": False,                        "options": {"temperature": 0.4}}).encode()     req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,

"options": {"temperature": 0.4}}).encode()     req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,                                  headers={"Content-Type": "application/json"})

req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,

headers={"Content-Type": "application/json"})     with urllib.request.urlopen(req, timeout=420) as r:         out = json.loads(r.read()).get("response", "")

with urllib.request.urlopen(req, timeout=420) as r:

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#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

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Set TypingSpeed 30ms Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter Type "consilium() { python3 scripts/demo/clash_demo.py --no-prompt --en; }" Enter

Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Set TypingSpeed 30ms Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter Type "consilium() { python3 scripts/demo/clash_demo.py --no-prompt; }" Enter

Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

#!/usr/bin/env python3

Set TypingSpeed 40ms Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter Type "consilium() { python3 scripts/demo/crosslingual_demo.py --no-prompt --en; }" Enter

Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Set TypingSpeed 40ms Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter Type "consilium() { python3 scripts/demo/crosslingual_demo.py --no-prompt; }" Enter

Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

#!/usr/bin/env python3

Set TypingSpeed 45ms Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter Type "consilium() { python3 scripts/demo/misattribution_demo.py --no-prompt --en; }" Enter

Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Set TypingSpeed 45ms Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter Type "consilium() { python3 scripts/demo/misattribution_demo.py --no-prompt; }" Enter

Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

#!/usr/bin/env python3

Set TypingSpeed 40ms Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter Type "consilium() { python3 scripts/demo/montecarlo_demo.py --no-prompt --en; }" Enter

Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Set TypingSpeed 40ms Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter Type "consilium() { python3 scripts/demo/montecarlo_demo.py --no-prompt; }" Enter

Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

#!/usr/bin/env python3

Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Hide Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

Type "export OLLAMA_HOST=http://127.0.0.1:59999" Enter

#!/usr/bin/env python3

#!/usr/bin/env python3

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OLLAMA = os.getenv("OLLAMA_HOST", "http://127.0.0.1:11434")

body = json.dumps({"model": model or GEN_MODEL, "prompt": prompt, "stream": False,                        "options": {"temperature": 0.4}}).encode()     req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,

"options": {"temperature": 0.4}}).encode()     req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,                                  headers={"Content-Type": "application/json"})

req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,

headers={"Content-Type": "application/json"})     with urllib.request.urlopen(req, timeout=timeout) as r:         out = json.loads(r.read()).get("response", "")

with urllib.request.urlopen(req, timeout=timeout) as r:

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#!/usr/bin/env python3

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"""Изолированный офлайн-каркас citation-rate eval (ALCE-адаптация).

Executable file

lines = ["=== Citation-rate eval (ALCE-адаптация) ===",

parser = argparse.ArgumentParser(description="Citation-rate eval (ALCE-адаптация, изолировано)")

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#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

OLLAMA = os.getenv("OLLAMA_HOST", "http://127.0.0.1:11434")

body = json.dumps({"model": GEN_MODEL, "prompt": prompt, "stream": False,                        "options": {"temperature": temp}}).encode()     req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,

"options": {"temperature": temp}}).encode()     req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,                                  headers={"Content-Type": "application/json"})

req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,

headers={"Content-Type": "application/json"})     with urllib.request.urlopen(req, timeout=300) as r:         return json.loads(r.read()).get("response", "").strip()

with urllib.request.urlopen(req, timeout=300) as r:

#!/usr/bin/env python3

#!/usr/bin/env python3

OLLAMA = os.getenv("OLLAMA_HOST", "http://127.0.0.1:11434")

for i in range(0, len(texts), batch):         body = json.dumps({"model": EMBED_MODEL, "input": texts[i:i + batch]}).encode()         req = urllib.request.Request(f"{OLLAMA}/api/embed", data=body,

body = json.dumps({"model": EMBED_MODEL, "input": texts[i:i + batch]}).encode()         req = urllib.request.Request(f"{OLLAMA}/api/embed", data=body,                                      headers={"Content-Type": "application/json"})

req = urllib.request.Request(f"{OLLAMA}/api/embed", data=body,

headers={"Content-Type": "application/json"})         with urllib.request.urlopen(req, timeout=300) as r:             embs = json.loads(r.read())["embeddings"]

with urllib.request.urlopen(req, timeout=300) as r:

#!/usr/bin/env python3

#!/usr/bin/env python3

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#!/usr/bin/env python3

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#!/usr/bin/env python3

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#!/usr/bin/env python3

#!/usr/bin/env python3

Парсинг диалога — эвристика: строка «Имя: реплика» (двоеточие+пробел, имя ≤4 слов, с буквой, без `://`) открывает реплику; строки без этого приклеиваются к текущему спикеру. Так время `10:30` и `https://` не создают ложных спикеров.

без `://`) открывает реплику; строки без этого приклеиваются к текущему спикеру. Так время `10:30` и `https://` не создают ложных спикеров. """

`10:30` и `https://` не создают ложных спикеров.

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_CTRL = re.compile(r"[\x00-\x08\x0b\x0c\x0e-\x1f]")   # управляющие, КРОМЕ \t(09) \n(0a) \r(0d)

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#!/usr/bin/env python3

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#!/bin/sh

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#!/usr/bin/env python3

OLLAMA = os.getenv("OLLAMA_HOST", "http://127.0.0.1:11434")

body = json.dumps({"model": model, "prompt": prompt, "stream": False,                        "options": {"temperature": 0.3}}).encode()     req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,

"options": {"temperature": 0.3}}).encode()     req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,                                  headers={"Content-Type": "application/json"})

req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,

headers={"Content-Type": "application/json"})     with urllib.request.urlopen(req, timeout=timeout) as r:         out = json.loads(r.read()).get("response", "")

with urllib.request.urlopen(req, timeout=timeout) as r:

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

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#!/usr/bin/env python3

from collect_common import fetch as _cc_fetch     return _cc_fetch(f"https://t.me/s/{canonical_handle}", timeout=timeout)

return _cc_fetch(f"https://t.me/s/{canonical_handle}", timeout=timeout)

#!/usr/bin/env python3

#!/usr/bin/env python3

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#!/usr/bin/env python3

#!/usr/bin/env python3

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OLLAMA = os.getenv("OLLAMA_HOST", "http://127.0.0.1:11434")

body = json.dumps({"model": model, "prompt": prompt, "stream": False,                        "options": opts}).encode()     req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,

"options": opts}).encode()     req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,                                  headers={"Content-Type": "application/json"})

req = urllib.request.Request(f"{OLLAMA}/api/generate", data=body,

headers={"Content-Type": "application/json"})     with urllib.request.urlopen(req, timeout=timeout) as r:         return json.loads(r.read()).get("response", "")

with urllib.request.urlopen(req, timeout=timeout) as r:

OPENROUTER_URL = "https://openrouter.ai/api/v1/chat/completions"

payload["max_tokens"] = num_predict     body = json.dumps(payload).encode()     req = urllib.request.Request(OPENROUTER_URL, data=body, headers={

body = json.dumps(payload).encode()     req = urllib.request.Request(OPENROUTER_URL, data=body, headers={         "Content-Type": "application/json",

req = urllib.request.Request(OPENROUTER_URL, data=body, headers={

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with urllib.request.urlopen(req, timeout=timeout) as r:

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try:         req = urllib.request.Request(f"{OLLAMA}/api/tags")

req = urllib.request.Request(f"{OLLAMA}/api/tags")

with urllib.request.urlopen(req, timeout=timeout):

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

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#!/usr/bin/env python3

#!/usr/bin/env python3

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if not (cc.is_pd_host(url) or license == "public-domain"):             raise ValueError("не-PD хост: подтверди PD-статус явно (license=public-domain) — права на тебе")         raw = cc.fetch(url)                            # SSRF-гард внутр

if not (cc.is_pd_host(url) or license == "public-domain"):             raise ValueError("не-PD хост: подтверди PD-статус явно (license=public-domain) — права на тебе")         raw = cc.fetch(url)                            # SSRF-гард внутр

raise ValueError("не-PD хост: подтверди PD-статус явно (license=public-domain) — права на тебе")         raw = cc.fetch(url)                            # SSRF-гард внутри (ValueError при непубличном IP)         if "gutenberg" in url.lower()

raise ValueError("не-PD хост: подтверди PD-статус явно (license=public-domain) — права на тебе")         raw = cc.fetch(url)                            # SSRF-гард внутри (ValueError при непубличном IP)         if "gutenberg" in url.lower()

raw = cc.fetch(url)                            # SSRF-гард внутри (ValueError при непубличном IP)

raw = cc.fetch(url)                            # SSRF-гард внутри (ValueError при непубличном IP)

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#!/usr/bin/env python3

#!/usr/bin/env python3

bm, rm = baseline.get("meta", {}), run.get("meta", {})

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#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

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#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

ROOT = Path(__file__).resolve().parents[1] REPOSITORY = "https://github.com/ilyautov/consilium-principis"

REPOSITORY = "https://github.com/ilyautov/consilium-principis"

#!/usr/bin/env python3

#!/usr/bin/env python3

print(f"\n=== {name}: LLM-judge retrieval eval "

#!/usr/bin/env python3

eval (abstention_curve + top-k доли). Поэтому детерминированно тестируется без ollama.

#!/usr/bin/env python3

eval()/exec(): выражение разбирается stdlib `ast.parse`, после чего СТРОГИЙ

#!/usr/bin/env python3

#!/usr/bin/env python3

Чинит главную фрикцию «использования с нуля»: «пустая доска — норма» по философии, но новый юзер упирается в холодный стол и собирает советников по одному. seed_council за один вызов: для каждого PD-мудреца fetch (collect_pd, авто-strip Gut

юзер упирается в холодный стол и собирает советников по одному. seed_council за один вызов: для каждого PD-мудреца fetch (collect_pd, авто-strip Gutenberg) → запись ВЫВЕРЕННОГО манифеста (тир + region-маркеры, выверенные под издание) → ВАЛИ

для каждого PD-мудреца fetch (collect_pd, авто-strip Gutenberg) → запись ВЫВЕРЕННОГО манифеста

{         "name": "marcus-aurelius", "display": "Марк Аврелий",         "url": "https://www.gutenberg.org/cache/epub/2680/pg2680.txt",

"name": "marcus-aurelius", "display": "Марк Аврелий",         "url": "https://www.gutenberg.org/cache/epub/2680/pg2680.txt",         "source_file": "meditations-long-gutenberg.txt",

"url": "https://www.gutenberg.org/cache/epub/2680/pg2680.txt",

{         "name": "epictetus", "display": "Эпиктет",         "url": "https://www.gutenberg.org/cache/epub/45109/pg45109.txt",

"name": "epictetus", "display": "Эпиктет",         "url": "https://www.gutenberg.org/cache/epub/45109/pg45109.txt",         "source_file": "enchiridion-lla.txt",

"url": "https://www.gutenberg.org/cache/epub/45109/pg45109.txt",

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

OLLAMA_URL = "http://localhost:11434"

OLLAMA_URL = "http://localhost:11434"

INSTALL_HINTS = {     "darwin": "поставь ollama: `brew install ollama` (или скачай https://ollama.com/download), затем `ollama serve`",

INSTALL_HINTS = {     "darwin": "поставь ollama: `brew install ollama` (или скачай https://ollama.com/download), затем `ollama serve`",

"darwin": "поставь ollama: `brew install ollama` (или скачай https://ollama.com/download), затем `ollama serve`",

"darwin": "поставь ollama: `brew install ollama` (или скачай https://ollama.com/download), затем `ollama serve`",

"linux": "поставь ollama по инструкции https://ollama.com/download/linux (официальный скрипт https://ollama.com/install.sh), затем `ollama serve`",

"linux": "поставь ollama по инструкции https://ollama.com/download/linux (официальный скрипт https://ollama.com/install.sh), затем `ollama serve`",

"windows": "скачай установщик ollama: https://ollama.com/download (download), запусти Ollama",

"windows": "скачай установщик ollama: https://ollama.com/download (download), запусти Ollama",

running, model = False, False     try:         with urllib.request.urlopen(OLLAMA_URL + "/api/tags", timeout=3) as r:

running, model = False, False     try:         with urllib.request.urlopen(OLLAMA_URL + "/api/tags", timeout=3) as r:

try:         with urllib.request.urlopen(OLLAMA_URL + "/api/tags", timeout=3) as r:             data = json.loads(r.read())

try:         with urllib.request.urlopen(OLLAMA_URL + "/api/tags", timeout=3) as r:             data = json.loads(r.read())

with urllib.request.urlopen(OLLAMA_URL + "/api/tags", timeout=3) as r:

with urllib.request.urlopen(OLLAMA_URL + "/api/tags", timeout=3) as r:

#!/usr/bin/env python3

#!/usr/bin/env python3

#!/usr/bin/env python3

Позволяет тестировать partial-grounding в атомарном eval (atomize / atomic_grounding).

Executable file

OLLAMA = os.getenv("OLLAMA_HOST", "http://127.0.0.1:11434")

payload = {"model": EMBED_MODEL, "input": texts,                "keep_alive": os.getenv("EMBED_KEEP_ALIVE", "30m")}     # пин модели в памяти     req = urllib.request.Request(

"keep_alive": os.getenv("EMBED_KEEP_ALIVE", "30m")}     # пин модели в памяти     req = urllib.request.Request(         f"{OLLAMA}/api/embed",

req = urllib.request.Request(

)     with _EMBED_SEMAPHORE:                                             # сериализация против herd         with urllib.request.urlopen(req, timeout=int(os.getenv("EMBED_TIMEOUT", "120"))) as r:

with _EMBED_SEMAPHORE:                                             # сериализация против herd         with urllib.request.urlopen(req, timeout=int(os.getenv("EMBED_TIMEOUT", "120"))) as r:             embs = json.loads(r.read()).get("embedd

with urllib.request.urlopen(req, timeout=int(os.getenv("EMBED_TIMEOUT", "120"))) as r:

try:         req = urllib.request.Request(

req = urllib.request.Request(

headers={"Content-Type": "application/json"},         )         with urllib.request.urlopen(req, timeout=5) as r:

)         with urllib.request.urlopen(req, timeout=5) as r:             emb = json.loads(r.read()).get("embeddings")

with urllib.request.urlopen(req, timeout=5) as r:

{   "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",

"$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",

"version": "0.2.1",   "repository": {     "url": "https://github.com/ilyautov/consilium-principis",

"repository": {     "url": "https://github.com/ilyautov/consilium-principis",     "source": "github"

"url": "https://github.com/ilyautov/consilium-principis",

{       "registryType": "mcpb",       "identifier": "https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb",

"registryType": "mcpb",       "identifier": "https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb",       "fileSha256": "REPLACE-WITH-sha256-AT-RELEASE-TIME",

"identifier": "https://github.com/ilyautov/consilium-principis/releases/download/v0.2.1/consilium-principis.mcpb",

git clone https://github.com/ilyautov/consilium-principis ~/consilium-principis

Then paste it into your host's MCP configuration. Host-by-host recipes (Claude Code, Claude    Desktop, Cursor, Codex, Gemini CLI, Kimi CLI, and any universal MCP host) are in    [`docs/CONNECT-HOSTS.md`](https://github.com/ilyautov/consili

[`docs/CONNECT-HOSTS.md`](https://github.com/ilyautov/consilium-principis/blob/master/docs/CONNECT-HOSTS.md).