"A server for enabling an AI agent to view and analyze video files" matching MCP servers:

• AI DevSecOps Agent MCP Server

  SumitDalavi

  A

  license

  -Not graded

  quality

  B

  maintenance

  Enables LLM clients to access DevSecOps tooling such as CI/CD pipeline status, vulnerability triage, log search, and dependency scanning through MCP, turning AI copilots into security-aware engineering partners.

  Updated 6 days ago (2026-08-17 20:25 UTC)

  MIT

• Jenkins to GitHub Actions MCP

  ajaychinthapalli

  F

  license

  A

  quality

  F

  maintenance

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

  Updated 8 months ago (2025-12-30 09:24 UTC)

  2

• agent-eval-mcp

  ad-github1

  A

  license

  B

  quality

  B

  maintenance

  An MCP-style stdio server for evaluating AI agent outputs, enabling CI-friendly quality gates, regression comparisons, and canary promotion decisions.

  Updated 2 months ago (2026-06-29 10:09 UTC)

  3

  MIT

• Architect-to-Product (A2P)

  BernhardJackiewicz

  A

  license

  -Not graded

  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)

  57

  10

  MIT

• EvalView

  hidai25

  A

  license

  A

  quality

  A

  maintenance

  MCP server that lets coding agents test AI agents. Create YAML test cases, snapshot golden baselines, check for regressions, and generate visual reports all from inside Claude Code or any MCP-compatible tool. Works with LangGraph, CrewAI, OpenAI, Claude, Mistral, and any HTTP API.

  Updated a month ago (2026-07-26 19:53 UTC)

  10

  29

  128

  Apache 2.0

• agent-guard-mcp

  liminalpepe

  A

  license

  A

  quality

  B

  maintenance

  Verify-before-act safety tools for AI coding agents, providing MCP tools to check packages, lockfiles, manifests, and CI workflows for supply chain risks.

  Updated 2 months ago (2026-07-02 11:09 UTC)

  4

  49

  MIT

• AI Gateway MCP

  CSOAI-ORG

  A

  license

  A

  quality

  A

  maintenance

  AI Gateway - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Updated 2 months ago (2026-06-26 05:49 UTC)

  4

  9

  MIT

• qa-ai-mcp-server-gits

  gits5213

  A

  license

  B

  quality

  B

  maintenance

  MCP server for end-to-end QA automation: generates test scenarios, discovers Playwright locators, creates TypeScript test code, executes tests, and creates GitHub issues for failures.

  Updated 2 months ago (2026-06-12 20:07 UTC)

  6

  17

  MIT

• AI Workbench MCP

  hrishikesh-thakre

  A

  license

  C

  quality

  C

  maintenance

  Enables acceptance gates for AI coding-agent runs by recording evidence, running deterministic validation, applying a quality gate, and rendering auditable outcomes.

  Updated 2 months ago (2026-06-27 17:03 UTC)

  7

  Apache 2.0

• Local Testing Agent MCP Server

  marcelkurvers

  A

  license

  -Not graded

  quality

  D

  maintenance

  A multi-language testing automation server that enables AI assistants to discover, plan, and execute tests across six major programming languages. It provides comprehensive tools for repository scanning, automated test execution, and detailed coverage reporting.

  Updated 8 months ago (2025-12-12 08:35 UTC)

  MIT

• Jenkins AI Optimizer

  karadhub

  A

  license

  -Not graded

  quality

  D

  maintenance

  Enterprise-grade MCP server for Jenkins CI/CD integration that enables AI assistants to diagnose build failures, analyze pipelines, and search logs through natural conversation.

  Updated 9 months ago (2025-12-01 16:03 UTC)

  6

  GPL 3.0

• Devops AI MCP

  CSOAI-ORG

  A

  license

  -Not graded

  quality

  A

  maintenance

  Devops AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Updated 2 months ago (2026-06-15 14:40 UTC)

  9

  MIT

• agent-eval-gate

  dxwss

  A

  license

  -Not graded

  quality

  C

  maintenance

  Serves MCP tools to inspect agent trace JSONL files and evaluate them against golden-case constraints, returning structured metrics and gate results.

  Updated 2 days ago (2026-08-21 13:14 UTC)

  MIT

• DevOps AI Toolkit

  vfarcic

  A

  license

  -Not graded

  quality

  A

  maintenance

  Enables intelligent Kubernetes deployments, automated documentation testing, organizational pattern management, and shared prompt libraries. Provides AI-powered recommendations based on cluster capabilities and automates DevOps workflows through conversational interfaces.

  Updated 2 days ago (2026-08-21 22:06 UTC)

  610

  335

  MIT

• Dependency Updater AI MCP

  CSOAI-ORG

  A

  license

  -Not graded

  quality

  A

  maintenance

  Dependency Updater AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Updated 15 days ago (2026-08-08 20:43 UTC)

  11

  MIT

• AI-SyncForge

  chen-muxi

  A

  license

  -Not graded

  quality

  D

  maintenance

  A LAN multi-AI collaborative development ecosystem connecting tools like Cursor, Windsurf, and Claude Desktop via MCP for automated Dev-QA-Ops workflows.

  Updated 3 months ago (2026-05-29 07:51 UTC)

  MIT

• MCP Server for Spinnaker

  dion-hagan

  A

  license

  -Not graded

  quality

  D

  maintenance

  A Model Context Protocol server implementation that allows AI models to interact with and manage Spinnaker deployments, pipelines, and applications through a standardized interface.

  Updated 2 years ago (2024-12-03 05:30 UTC)

  16

  1

  MIT

• MCP Server for Apache Airflow

  tomnagengast

  A

  license

  -Not graded

  quality

  D

  maintenance

  Provides integration with Apache Airflow's REST API, allowing AI assistants to programmatically interact with Airflow workflows, monitor DAG runs, and manage tasks.

  Updated a year ago (2025-06-07 03:50 UTC)

  MIT

• GitLab AI MCP Server

  haziqasjad

  A

  license

  -Not graded

  quality

  C

  maintenance

  Connects AI coding assistants to GitLab instances, enabling project and issue management, merge request reviews, CI/CD inspection, repository browsing, code search, and local AI-powered features via Ollama.

  Updated 6 days ago (2026-08-17 07:46 UTC)

  MIT

• Azure DevOps MCP Server for

  EreAlexandru

  F

  license

  -Not graded

  quality

  F

  maintenance

  Enables interaction with Azure DevOps through natural language in Cursor IDE. Supports work item management, pull requests, builds, releases, test management, and guided workflows for development teams, QA testers, and release management.

  Updated a year ago (2025-07-01 13:22 UTC)

  1