PluginBench

MCP Servers

Model Context Protocol servers that give AI agents access to tools and data — sourced from the official MCP registry and ranked by GitHub stars.

37,330 MCP servers
CLCLIO Hdf5 logo

CLIO Hdf5

Active

HDF5 MCP server for AI agents to analyze and explore scientific data with 27 specialized tools.

26
Python
BSD-3-Clause
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CLCLIO Jarvis logo

22 MCP servers for scientific computing, HPC, and research data analysis—unified AI interface for HDF5, Slurm, ArXiv, and more.

26
Python
BSD-3-Clause
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CLCLIO Lmod logo

CLIO Lmod

Active

Environment module management for HPC systems—load, unload, and manage software environments via AI agents.

26
Python
BSD-3-Clause
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CLCLIO Ndp logo

CLIO Ndp

Active

Search and discover datasets across CKAN instances with AI-powered scientific data exploration.

26
Python
BSD-3-Clause
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System hardware monitoring and analysis for AI agents in HPC environments.

26
Python
BSD-3-Clause
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CLCLIO Pandas logo

Advanced pandas data analysis for LLMs with CSV loading, filtering, and statistical operations

26
Python
BSD-3-Clause
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High-performance parallel sorting for large log files and scientific data processing in LLM workflows

26
Python
BSD-3-Clause
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AI-powered 3D scientific visualization and analysis with ParaView through natural language

26
Python
BSD-3-Clause
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CLCLIO Parquet logo

Read and analyze Apache Parquet files with AI agents through natural language queries.

26
Python
BSD-3-Clause
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CLCLIO Plot logo

CLIO Plot

Active

Generate plots from CSV data with AI assistance for scientific visualization

26
Python
BSD-3-Clause
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CLCLIO Sac logo

CLIO Sac

Active

Analyze SAC seismic waveforms and TAR archives with AI-powered tools for earthquake data exploration.

26
Python
BSD-3-Clause
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22 MCP servers for scientific computing, HPC, and research data discovery—AI agents meet scientific workflows.

26
Python
BSD-3-Clause
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CLCLIO Seismic logo

Analyze earthquake catalogs and sequences with AI-assisted seismic data processing.

26
Python
BSD-3-Clause
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CLCLIO Slurm logo

AI-powered Slurm job submission and HPC workload management for scientific computing

26
Python
BSD-3-Clause
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CLCLIO Spack logo

22 MCP servers for scientific computing: HDF5, Slurm, ArXiv, Pandas, and more for AI agents in HPC environments.

26
Python
BSD-3-Clause
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CLCLIO Terrain logo

Analyze terrain DEMs and point clouds with slope, aspect, and suitability calculations.

26
Python
BSD-3-Clause
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CLCLIO Web logo

CLIO Web

Active

AI-powered web search, URL fetching, and document retrieval with transparent DOI resolution for scientific research.

26
Python
BSD-3-Clause
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AI-powered PostgreSQL performance tuning with slow query analysis, index recommendations, and hypothetical testing.

26
Python
Apache-2.0
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AI-native CMS with 106 MCP tools for managing websites through natural language and agentic control.

26
Go
MIT
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Local-first cyber evidence integrity checks and dossier comparison for audits and reviews.

26
TypeScript
AGPL-3.0
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Connect Claude to your Telegram account—read, search, reply, and react to messages via AI.

26
TypeScript
MIT
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Unified MCP server for App Store Connect and Google Play Console — manage iOS and Android app releases, metadata, and reviews from Claude.

26
TypeScript
MIT
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Connect your Oura Ring to Claude for smart health insights—sleep, readiness, activity, and trend analysis.

26
TypeScript
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Browser-based Solidity compiler IDE for smart contract development, testing, and deployment without leaving your browser.

26
TypeScript
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Local MCP server for iOS Simulator and macOS app automation with native Swift bridge

26
JavaScript
MIT
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ZOZoteus logo

Zoteus

Active

Access your Zotero library inside Claude, ChatGPT, and Cursor—search, cite, extract passages, and manage your research.

26
TypeScript
MIT
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MCP server for Prismatic's Prism CLI—build and manage code-native integrations and custom components with AI assistance.

26
TypeScript
MIT
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Turn your LibreOffice documents into an MCP server for AI agents to read and edit directly.

26
Python
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DODocGuard logo

DocGuard

Active

Deterministic doc-drift detection and validation for AI agents and spec-driven development.

26
JavaScript
MIT
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Quality gates and memory persistence for AI coding agents—lint, test, and build checks with evidence-backed learning.

26
TypeScript
MIT
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