Command Palette

Search for a command to run...

UnylyUnyly
Весь каталог

Ploidy

БесплатноНе проверен

MCP server that reduces confirmation bias in LLMs by orchestrating structured debates between asymmetric context sessions.

GitHubEmbed

Описание

MCP server that reduces confirmation bias in LLMs by orchestrating structured debates between asymmetric context sessions.

README

Context-asymmetric structured debate for difficult decisions.

CI Docs PyPI License: MIT

Ploidy gives one side of a debate project context and keeps the other side fresh, then records positions before either side can anchor on the other. It ships as a Python 3.11+ MCP server with SQLite persistence.

Install

pip install ploidy

Add the API extra only when the server itself will generate an automatic debate:

pip install "ploidy[api]"

Recommended local setup: stdio

stdio is the default transport. One MCP client starts one server on demand, so there is no port or background process to manage.

{
  "mcpServers": {
    "ploidy": {
      "type": "stdio",
      "command": "python3",
      "args": ["-m", "ploidy"]
    }
  }
}

The primary tool is debate:

  • mode="solo": the caller supplies independently generated Deep and Fresh positions. No external model API is required.
  • mode="auto": the server generates both sides through an OpenAI-compatible API. Non-empty context_documents are required so the Deep and Fresh sides are actually asymmetric.

Example auto call:

await debate(
    prompt="Should we split the ingestion service?",
    mode="auto",
    context_documents=["Current topology, incident history, and constraints…"],
    context_sources=["architecture-notes"],
)

Configure the API backend before using auto mode:

export PLOIDY_API_BASE_URL=https://api.openai.com/v1
export PLOIDY_API_KEY=...
export PLOIDY_API_MODEL=your-model

Shared server: Streamable HTTP

Use HTTP when multiple MCP clients must share one debate or when Ploidy is deployed as a service:

PLOIDY_TRANSPORT=streamable-http python3 -m ploidy
export PLOIDY_URL=http://127.0.0.1:8765

Configure each client with ${PLOIDY_URL}/mcp (substitute the value; JSON does not expand shell variables):

{
  "mcpServers": {
    "ploidy": {
      "type": "streamable-http",
      "url": "http://127.0.0.1:8765/mcp"
    }
  }
}

PLOIDY_URL is the base URL used by ploidy-ask and other HTTP clients. The MCP endpoint is /mcp, and the live HTTP/SSE endpoint is /v1/debate/stream.

MCP tools

Ploidy 0.4.0 exposes exactly 13 tools. New integrations should use the unified debate tool. The other 12 remain available for explicit two-client, phase-by-phase, history, cancellation, and HITL workflows.

Tool Purpose
debate Unified auto or solo debate
debate_start Create a Deep session
debate_join Join as Fresh or Semi-Fresh
debate_position Submit an independent position
debate_challenge Submit a semantic challenge
debate_converge Produce the convergence result
debate_cancel Cancel an active debate
debate_delete Permanently delete a debate
debate_status Read current state
debate_history List visible debate history
debate_solo Legacy alias for caller-supplied debate
debate_auto Legacy alias for API-generated debate
debate_review Approve, override, or reject a paused auto debate

Service configuration

Common environment variables:

PLOIDY_TRANSPORT=stdio             # stdio (default) or streamable-http
PLOIDY_PORT=8765
PLOIDY_DB_PATH=~/.ploidy/ploidy.db
PLOIDY_MAX_CONTEXT_TOKENS=20000    # recommended for hosted auto mode
PLOIDY_RATE_CAPACITY=20
PLOIDY_RATE_PER_SEC=1
PLOIDY_RETENTION_DAYS=30

Authentication modes and their limits:

  • Admission-controlled self-hosting: PLOIDY_AUTH_MODE=bearer with PLOIDY_TOKENS='{"token":"tenant"}'.
  • OAuth interoperability: PLOIDY_AUTH_MODE=oauth and an exact public PLOIDY_OAUTH_ISSUER; v0.4.0 auto-approves clients and therefore is not user login or public admission control.
  • Migration only: PLOIDY_AUTH_MODE=both adds the static-token fallback.

Bearer mode without a configured token is intentionally unauthenticated and is suitable only for loopback development. Public services need a private ingress/gateway or controlled static tokens until OAuth gains resource-owner login and consent.

Container

The published image is immutable by release version:

docker run --rm \
  -p 127.0.0.1:8765:8765 \
  -v ploidy-data:/data \
  ghcr.io/heznpc/ploidy:0.4.0

Or run the checked-in Compose configuration:

docker compose up --build

The image defaults to streamable-http and contains the API, dashboard, metrics, Redis, and CLI runtime extras.

Documentation

License

MIT

from github.com/heznpc/PLOIDY

Установка Ploidy

У этого сервера нет опубликованного пакета — он собирается из исходников. Открой репозиторий и следуй инструкции в README.

▸ github.com/heznpc/PLOIDY

FAQ

Ploidy MCP бесплатный?

Да, Ploidy MCP бесплатный — установка в пару кликов через Unyly без оплаты.

Нужен ли API-ключ для Ploidy?

Нет, Ploidy работает без API-ключей и переменных окружения.

Ploidy — hosted или self-hosted?

Self-hosted: сервер запускается локально на твоей машине командой из раздела установки.

Как установить Ploidy в Claude Desktop, Claude Code или Cursor?

Открой Ploidy на unyly.org, выбери вкладку своего клиента (Claude Desktop, Claude Code, Cursor) и нажми Install — конфиг сгенерируется автоматически, без правки JSON.

Похожие MCP

Compare Ploidy with

Не уверен что выбрать?

Найди свой стек за 60 секунд

Автор?

Embed-бейдж для README

Похожее

Все в категории development