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GenPark Few-Shot MMR Diversity Selector MCP server

by alphaparkinc·io.github.alphaparkinc/genpark-few-shot-mmr-diversity-selector-skill·v1.0.1·7 stars
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Maximal Marginal Relevance (MMR) exemplar selector optimizing semantic relevance and diversity for L

A88/100grade A
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Safety scan
A88/100

full report

Adoption
Growing

7 stars

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If you have run it, two minutes of your experience saves the next person an afternoon.

GenPark Few-Shot MMR Diversity Selector tools

No tool declarations could be read from the package source. They show once the server is installed.

Public scan report

scanner v0.1.10 · 2026-10-27 · same rubric, same numbers if you re-run it

no findings
  • –Code scanpackage could not be scannedn/a
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitylocal package, no credentials required12/15
  • Maintenancelast push 8 days ago15/15
  • Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
Overall 88/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How GenPark Few-Shot MMR Diversity Selector compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
88/100
higher than 75% of 48,273 servers
GitHub stars
7
more than 86% of 28,534 servers

Install GenPark Few-Shot MMR Diversity Selector in Claude Code, Cursor or VS Code

The registry entry has no remote endpoint or installable package.

What the publisher says

From the GenPark Few-Shot MMR Diversity Selector repository's README, as published. We do not edit it. Read it on GitHub

GenPark Few-Shot MMR Diversity Selector

Maximal Marginal Relevance (MMR) exemplar selector optimizing semantic relevance and diversity for LLM prompt engineering.

Part of the GenPark AI Agent Skills Ecosystem.

🌟 Key Features

  • 100% Python Standard Library: Zero third-party runtime dependencies.
  • MCP Native: Plugs directly into Claude Desktop, Cursor, LobeChat, and autonomous agent DAGs.
  • Production Resilience: Strict schema conformance, zero data loss, enterprise hardened.

🚀 Installation & Usage

Run as an MCP server:

python mcp_server.py

Use directly as a library:

from client import *

See example_usage.py for comprehensive integration demonstrations.

📄 License

MIT License. Maintained by GenPark AI.

Nothing above is checked by us. What we check is on the safety report.

GenPark Few-Shot MMR Diversity Selector: common questions

Is GenPark Few-Shot MMR Diversity Selector MCP server safe?
Yes, by our scan: it is graded A (88/100). Read the GenPark Few-Shot MMR Diversity Selector safety report
Does GenPark Few-Shot MMR Diversity Selector need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is GenPark Few-Shot MMR Diversity Selector maintained?
The last commit was 14 days ago (2026-10-19). The latest release is v1.0.1.
How does GenPark Few-Shot MMR Diversity Selector compare with other MCP servers?
safety score 88/100 (higher than 75% of 48,273 servers); github stars 7 (more than 86% of 28,534 servers). Full comparison.

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