"How to send queries to an Elasticsearch cluster" matching MCP servers:

• Architect-to-Product (A2P)

  BernhardJackiewicz

  A

  license

  -

  quality

  C

  maintenance

  An MCP server that adds engineering discipline to AI-assisted development, enforcing evidence-gated TDD, security review, backup strategy, and deployment generation to turn AI-generated code into production-ready software.

  Updated a month ago (2026-07-12 18:40 UTC)

  12

  10

  MIT

• Jenkins to GitHub Actions MCP

  ajaychinthapalli

  F

  license

  -

  quality

  F

  maintenance

  Converts Jenkins declarative pipelines into GitHub Actions workflow YAML files, facilitating migration from Jenkins to GitHub Actions CI/CD.

  Updated 7 months ago (2025-12-30 09:24 UTC)

• Gaffer MCP Server

  gaffer-sh

  A

  license

  A

  quality

  C

  maintenance

  Connects AI coding assistants to Gaffer test history and coverage data to analyze project health, debug failures, and identify untested code areas. It enables tools to track test stability, cluster failures by root cause, and monitor code coverage trends across projects.

  Updated 5 months ago (2026-03-02 02:17 UTC)

  3

  15

  1

  MIT

• reelier

  seldonframe

  A

  license

  A

  quality

  A

  maintenance

  Record an agent's MCP tool-call workflow once, replay it deterministically for zero tokens, and get a receipt — a snapshot-testing and deterministic-execution layer for Agent Skills.

  Updated 8 hours ago (2026-08-10 18:58 UTC)

  5

  886

  1

  MIT

• mcp-dev-workflow

  SergioRodas

  A

  license

  A

  quality

  C

  maintenance

  An MCP server that provides deterministic tools for AI assistants to standardize development workflows, including branch naming, commit validation, and PR checklists.

  Updated 2 months ago (2026-06-21 21:27 UTC)

  3

  8

  MIT

• ansible-galaxy-mcp

  fabiendupont

  F

  license

  A

  quality

  C

  maintenance

  An MCP server that lets AI agents discover Ansible Galaxy collection input/output contracts, including module arguments, return values, and role facts, to help generate accurate playbooks.

  Updated 10 days ago (2026-08-01 04:25 UTC)

  6

• act-mcp

  Isco0819

  F

  license

  A

  quality

  C

  maintenance

  Exposes tools to list, run, and inspect GitHub Actions workflows locally via act, enabling debugging and fixing failures through an agent loop.

  Updated 2 months ago (2026-06-22 17:12 UTC)

  3

• Yellhorn MCP

  msnidal

  F

  license

  A

  quality

  D

  maintenance

  An MCP server that connects Gemini 2.5 Pro to Claude Code, enabling users to generate detailed implementation plans based on their codebase and receive feedback on code changes.

  Updated 10 months ago (2025-09-27 22:46 UTC)

  5

  14

• Azure DevOps MCP Server

  jafarimohammad

  A

  license

  A

  quality

  B

  maintenance

  Enables AI assistants to interact with Azure DevOps Server 2022 through natural language, enabling queries and operations on pipelines, pull requests, builds, and repositories.

  Updated a month ago (2026-07-01 07:47 UTC)

  16

  904

  1

  MIT

• dev-loop-mcp

  soynog

  F

  license

  A

  quality

  D

  maintenance

  An MCP server that automates the full software development lifecycle through an AI-driven TDD state machine. It handles everything from task decomposition and test-driven development to integration testing and automated pull request creation.

  Updated 4 months ago (2026-03-28 20:55 UTC)

  4

• blacksmith-usage-mcp

  dholliday3

  A

  license

  A

  quality

  B

  maintenance

  A local MCP server that exposes Blacksmith.sh's usage and cost data, enabling queries for CI spend through agents, alerts, or dashboards.

  Updated 2 months ago (2026-06-04 21:35 UTC)

  13

  MIT

• argocd-mcp

  severity1

  A

  license

  A

  quality

  C

  maintenance

  An MCP (Model Context Protocol) server that integrates with the ArgoCD API, enabling AI assistants and large language models to manage ArgoCD applications and resources through natural language interactions.

  Updated a year ago (2025-04-23 04:40 UTC)

  10

  12

  MIT

• GitLab MCP Server

  FitoDomik

  F

  license

  A

  quality

  C

  maintenance

  Connects AI assistants to GitLab to interact with merge requests, reviews, discussions, pipelines, and test results through natural language queries. Supports viewing MR details, responding to comments, checking test summaries, and analyzing job logs.

  Updated 8 months ago (2025-11-28 16:36 UTC)

  12

  2

• Snaphost MCP

  justaba

  A

  license

  A

  quality

  C

  maintenance

  Deploys projects straight from an AI agent to Snaphost and returns a public URL, with automatic Dockerfile generation, build/run/log management, and deploy lifecycle control.

  Updated 7 days ago (2026-08-03 16:16 UTC)

  5

  MIT

• play-store-mcp

  lusky3

  A

  license

  A

  quality

  A

  maintenance

  An MCP server that connects to the Google Play Developer API to deploy apps, manage releases, respond to reviews, and monitor app health through an AI assistant.

  Updated 13 days ago (2026-07-29 12:05 UTC)

  27

  12

  MIT

• Spec-driven Development MCP

  kevinlin

  A

  license

  B

  quality

  D

  maintenance

  An MCP server that enables AI-powered IDEs to implement a structured development workflow from requirements gathering to code implementation, guiding users through goal collection, requirements specification, design documentation, task planning, and execution.

  Updated 7 months ago (2026-01-13 01:55 UTC)

  9

  12

  21

  MIT

• @slorenzot/mcp-azure

  soulberto

  A

  license

  B

  quality

  B

  maintenance

  An MCP server for Azure DevOps that allows users to manage work items, sprints, iterations, and attachments. It supports custom WIQL queries and includes pre-defined prompts for common tasks like sprint planning, bug reporting, and daily standup generation.

  Updated 2 months ago (2026-06-16 16:03 UTC)

  36

  8

  MIT

• Rancher MCP Server

  mrostamii

  A

  license

  B

  quality

  C

  maintenance

  Model Context Protocol (MCP) server for the Rancher ecosystem: multi-cluster Kubernetes, Harvester HCI (VMs, storage, networks), and Fleet GitOps.

  Updated 3 months ago (2026-04-27 23:36 UTC)

  10

  12

  Apache 2.0

• Serverless Web MCP Server

  bnusunny

  A

  license

  B

  quality

  D

  maintenance

  An MCP server that enables LLM coding agents to deploy web applications to AWS serverless infrastructure, supporting backend, frontend, and fullstack deployments.

  Updated a year ago (2025-04-22 16:22 UTC)

  5

  10

  1

  MIT

• Atlassian Bamboo MCP Server

  norus

  A

  license

  B

  quality

  C

  maintenance

  Enables AI assistants to interact with Atlassian Bamboo CI/CD, allowing natural language queries to check build status, fetch logs, trigger builds, and manage deployments.

  Updated 6 months ago (2026-02-06 12:20 UTC)

  27

  144

  4

  MIT