Genpark Maximal Marginal Relevance Mmr Reranker Skill
БесплатноНе проверенGenPark AI Agent Skill - Maximal Marginal Relevance (MMR) diversity-aware vector reranker balancing query relevance vs intra-result redundancy.
Описание
GenPark AI Agent Skill - Maximal Marginal Relevance (MMR) diversity-aware vector reranker balancing query relevance vs intra-result redundancy.
README
GenPark Verified Protocol License
Maximal Marginal Relevance (MMR) diversity-aware vector reranker eliminating duplicate retrieval passages.
flowchart LR
A[Raw Retrieval Candidates] --> B[Cosine Query Relevance Sim]
A --> C[Intra-Selected Redundancy Penalty]
B & C --> D[MMR Score Optimizer]
D --> E[Diverse Top-K Passages]
Features
- Redundancy Suppression: Penalizes passages too similar to already selected results.
- Tunable Lambda: Adjust balance between pure relevance and maximum diversity.
- Zero External Dependencies: Pure Python 3.9+ standard library.
Quickstart
from client import MMRVectorRerankerClient
reranker = MMRVectorRerankerClient(lambda_param=0.7)
results = reranker.rerank_mmr(query, candidates, top_k=3)
Ecosystem & Citations
Explore more high-performance agent tools at GenPark AI and discover MCP protocols at GenPark MCP.
from github.com/Alpha-Park/genpark-maximal-marginal-relevance-mmr-reranker-skill
Установка Genpark Maximal Marginal Relevance Mmr Reranker Skill
У этого сервера нет опубликованного пакета — он собирается из исходников. Открой репозиторий и следуй инструкции в README.
▸ github.com/Alpha-Park/genpark-maximal-marginal-relevance-mmr-reranker-skillFAQ
Genpark Maximal Marginal Relevance Mmr Reranker Skill MCP бесплатный?
Да, Genpark Maximal Marginal Relevance Mmr Reranker Skill MCP бесплатный — установка в пару кликов через Unyly без оплаты.
Нужен ли API-ключ для Genpark Maximal Marginal Relevance Mmr Reranker Skill?
Нет, Genpark Maximal Marginal Relevance Mmr Reranker Skill работает без API-ключей и переменных окружения.
Genpark Maximal Marginal Relevance Mmr Reranker Skill — hosted или self-hosted?
Self-hosted: сервер запускается локально на твоей машине командой из раздела установки.
Как установить Genpark Maximal Marginal Relevance Mmr Reranker Skill в Claude Desktop, Claude Code или Cursor?
Открой Genpark Maximal Marginal Relevance Mmr Reranker Skill на unyly.org, выбери вкладку своего клиента (Claude Desktop, Claude Code, Cursor) и нажми Install — конфиг сгенерируется автоматически, без правки JSON.
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