"Using SearxNG for Deep Research" matching MCP servers:

• 

  AWS Deep Learning Containersofficial

  aws-samples

  A

  license

  -

  quality

  C

  maintenance

  Provides tools for discovering, building, deploying, and troubleshooting AWS Deep Learning Containers (DLC) images. Supports multiple frameworks and instance recommendations.

  Last updated 2026-06-09

  2

  MIT No Attribution

• widescreen-research

  glassBead-tc

  A

  license

  -

  quality

  D

  maintenance

  Orchestrates distributed research drones on Google Cloud Run, enabling scalable and bidirectional research task management.

  Last updated 2025-10-28

  6

  MIT

• MCP Server for ETL

  atharvpatwardhan

  F

  license

  -

  quality

  D

  maintenance

  Enables natural language-powered ETL workflows using Airflow, AWS Glue, Athena, and S3, allowing LLM agents to control and monitor data infrastructure.

  Last updated 2025-07-28

• infra-advisor-mcp

  yangsong7

  A

  license

  A

  quality

  C

  maintenance

  Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators.

  Last updated 2026-07-13

  12

  1

  MIT

• oci-documentation-mcp-server

  jin38324

  A

  license

  A

  quality

  A

  maintenance

  Enables searching and reading OCI documentation using the Oracle Help Center Search API. Provides tools for finding relevant documentation URLs and reading page content.

  Last updated 2026-05-20

  2

  11

  MIT

• Plesk

  FlayedOne

  A

  license

  A

  quality

  B

  maintenance

  Manage your Plesk hosting server using AI assistants.

  Last updated 2026-05-17

  6

  3

  MIT

• MCP Server for Power BI

  Mitsubishi-Fuso

  A

  license

  A

  quality

  D

  maintenance

  Enables exploring Microsoft Fabric / Power BI workspaces and semantic models, and executing ad-hoc DAX queries.

  Last updated 2026-07-03

  5

  7

  MIT

• MCP FOR ITSM

  madosh

  A

  license

  A

  quality

  C

  maintenance

  MCP FOR ITSM TOOL INTEGRATION

  Last updated 2026-05-10

  7

  3

  MIT

• GAM MCP Server

  undeadindustries

  F

  license

  A

  quality

  C

  maintenance

  Enables Google Workspace administration (Directory, Gmail, Drive, Sheets) via MCP using Domain-Wide Delegation for secure, schema-validated tool operations.

  Last updated 2026-07-08

  13
• 

  Redis Cloud API MCP Serverofficial

  redis

  A

  license

  A

  quality

  F

  maintenance

  The Redis Cloud API MCP Server provides an MCP Server for Redis Cloud's API, allowing you to manage your Redis Cloud resources using natural language.

  Last updated 2025-05-05

  16

  11

  40

  MIT

• Azure Diagram MCP Server

  Jah-yee

  A

  license

  A

  quality

  D

  maintenance

  An MCP server that generates professional infrastructure diagrams using the Python diagrams DSL, with first-class Azure support and GitHub Copilot integration for natural language diagram generation.

  Last updated 2026-02-26

  4

  MIT
• 

  IBM watsonx.data MCP Serverofficial

  IBM

  A

  license

  B

  quality

  A

  maintenance

  Enables AI assistants to interact seamlessly with IBM watsonx.data lakehouses using natural language for operations like querying, catalog browsing, engine management, and data ingestion.

  Last updated 2026-07-21

  39

  7

  Apache 2.0

• Coolify MCP Server

  forsonny

  A

  license

  B

  quality

  D

  maintenance

  MCP server that integrates with Coolify to let AI assistants manage Coolify instances via a clean toolkit wrapping the official REST API.

  Last updated 2025-09-03

  35

  120

  6

  MIT

• Azure Resource Graph MCP

  hardik-id

  A

  license

  B

  quality

  F

  maintenance

  A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.

  Last updated 2025-05-06

  1

  18

  MIT

• AWS OpenSearch MCP Server

  thiagorchaves

  A

  license

  B

  quality

  B

  maintenance

  A read-only MCP server for investigating Amazon OpenSearch Service domains using natural language, with tools for cluster health, index management, search, and diagnostics, secured by allowed profiles and regions.

  Last updated 2026-07-17

  20

  MIT

• MCP Server for Apache OpenDAL™

  Xuanwo

  A

  license

  B

  quality

  C

  maintenance

  A Model Context Protocol server that provides seamless access to multiple storage services including S3, Azure Blob Storage, and Google Cloud Storage through Apache OpenDAL™.

  Last updated 2025-04-10

  3

  35

  Apache 2.0

• Amazon Neptune MCP Server

  AkM-2018

  A

  license

  B

  quality

  D

  maintenance

  Enables querying Amazon Neptune databases and analytics graphs using openCypher or Gremlin. It provides tools for executing queries, retrieving graph schemas, and monitoring connection status.

  Last updated 2025-06-24

  4

  Apache 2.0

• MCP Server for Google Cloud

  Kartha-AI

  A

  license

  B

  quality

  -

  maintenance

  MCP Server for Google Cloud Healthcare API enables Agentic AI for a variety of FHIR-based digital health solutions, from smarter clinical workflows for Health Systems to Pre-Auth frameworks for Payers!

  Last updated 2025-05-31

  15

  8

• mcp-apollo-config

  xsg22

  A

  license

  B

  quality

  D

  maintenance

  Enables querying and editing configuration items in Apollo Config Center using portal login, with support for multiple environments, clusters, and namespaces.

  Last updated 2026-03-11

  2

  1

  MIT

• ALECS - MCP server for Akamai

  henrikaslund

  -

  license

  B

  quality

  -

  maintenance

  MCP server for Akamai APIs. 198 tools covering Property Manager, Edge DNS, CPS, WAF, and reporting. Built with TypeScript, featuring modular architecture, comprehensive testing, and multi-account support. Make Akamai accessible to AI assistants.

  Last updated 2025-07-24

  1

  9

  10