"Connecting to Supabase and Reading/Writing to a Database" 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.

  Last updated 2026-07-12

  27

  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.

  Last updated 2025-12-30

• MCP Migration Advisor

  Dmitriusan

  A

  license

  A

  quality

  B

  maintenance

  Analyzes database migrations for risks like lock contention and data loss before they run. Supports Flyway and Liquibase formats, providing risk scores and rollback generation.

  Last updated 2026-07-28

  6

  28

  MIT
• 

  Lintbaseofficial

  lintbase

  A

  license

  A

  quality

  D

  maintenance

  Developers are constantly feeding context files to AI tools like Cursor, Windsurf, Copilot Workspace, and Claude Code. If your agent doesn't understand your real database schema, it writes code that fails in production. LintBase acts as the bridge. It connects directly to your database, reads the ground truth of your live documents, and generates structured context optimized for AI. 🤖 Stops AI

  Last updated 2026-07-20

  3

  2

  MIT

• bitbucket-mcp

  matt-nann

  A

  license

  A

  quality

  C

  maintenance

  MCP server for Bitbucket Cloud that enables reviewing, managing, and merging pull requests, assigning reviewers by name, reading files at a ref, and inspecting pipeline status from any MCP client.

  Last updated 2026-07-21

  14

  MIT

• playwright-report-mcp

  hubertgajewski

  A

  license

  A

  quality

  B

  maintenance

  An MCP server for running Playwright tests and reading structured results, failed test details, and attachment content, designed for AI agents doing test failure analysis.

  Last updated 2026-07-29

  5

  88

  MIT

• GitLab MCP Server

  ProstoyVadila

  F

  license

  A

  quality

  D

  maintenance

  Enables LLMs to interact with GitLab via MCP, providing access to issues, merge requests, pipelines, and repository files for browsing, searching, and reading details.

  Last updated 2026-01-21

  19

• MCP Atlas

  mpreziuso

  A

  license

  A

  quality

  D

  maintenance

  An MCP server that enables AI assistants to manage database migrations and validate schemas using the Ariga Atlas CLI. It provides tools for applying migrations, generating diffs, linting, and checking migration status through natural language.

  Last updated 2026-02-04

  6

  2

  1

  MIT

• Slack Notifications MCP Server

  Stig-Johnny

  F

  license

  A

  quality

  B

  maintenance

  Enables interaction with Slack channels including checking Xcode Cloud build status, reading and searching messages, sending messages, and listing channels.

  Last updated 2026-06-09

  5

  1

• Ploi MCP Server

  sudanese

  A

  license

  B

  quality

  B

  maintenance

  Integrates Ploi.io API functionality into AI assistants for managing servers, sites, and databases through natural language. It enables features like one-command deployments, project linking, server log retrieval, and database backup management.

  Last updated 2026-06-07

  46

  33

  2

  MIT

• GitLab Forum MCP

  ahnmichael

  A

  license

  B

  quality

  D

  maintenance

  Enables searching, reading, and analyzing discussions on GitLab's community forum for troubleshooting CI/CD issues and GitLab features. Pre-configured with GitLab-specific search filters and optimized workflows for support scenarios.

  Last updated 2025-09-25

  8

  39

  MIT

• Puppet Master MCP Server

  ldco

  F

  license

  B

  quality

  C

  maintenance

  Provides 26 tools for Puppet Master framework operations including initialization, development, database management, deployment, builds, linting, testing, configuration, knowledge retrieval, contribution workflows, and code reviews.

  Last updated 2026-06-13

  26

• Coolify MCP Server

  Ruashots

  A

  license

  B

  quality

  D

  maintenance

  Manages Coolify self-hosted PaaS infrastructure through AI assistants, enabling deployment, database management, and server operations via natural language.

  Last updated 2026-01-08

  79

  MIT

• mctl

  mctlhq

  A

  license

  B

  quality

  C

  maintenance

  AI-native control plane for Kubernetes and GitOps. Provides 30+ tools for service deployment, database provisioning, and log management via natural language.

  Last updated 2026-05-30

  1

  1

  MIT

• Jenkins Server MCP

  hekmon8

  A

  license

  B

  quality

  F

  maintenance

  A Model Context Protocol server that enables AI assistants to interact with Jenkins CI/CD servers, providing tools to check build statuses, trigger builds, and retrieve build logs.

  Last updated 2026-05-12

  3

  15

  MIT

• Azure DevOps MCP Server

  Elad-Health

  A

  license

  B

  quality

  D

  maintenance

  A read-only MCP server connecting AI assistants to Azure DevOps Server (on-premises) for browsing projects, repos, builds, work items, releases, pipelines, and test results.

  Last updated 2026-01-22

  39

  1,390

  1

  MIT

• dagster-mono-mcp

  pjatx

  F

  license

  B

  quality

  D

  maintenance

  A lightweight MCP server providing a single tool to interact with Dagster instances via its GraphQL API for managing runs and logs. It features minimal token overhead and optional Cloudflare Access authentication for secure deployments.

  Last updated 2026-04-01

  1

• Git MCP Server

  yumeminami

  F

  license

  B

  quality

  D

  maintenance

  Enables issue-to-code automation for GitHub and GitLab by connecting AI assistants (Claude Code, Gemini CLI, Codex) via MCP, with slash commands for issue analysis, planning, implementation, testing, documentation, and PR creation.

  Last updated 2026-03-27

  33

  9

• BoJ-server

  hyperpolymath

  A

  license

  C

  quality

  B

  maintenance

  Unified capability catalogue with formally verified cartridges, distributed community hosting, and the Teranga menu system for single gateway access to a vast rabbfe of MCP, LSP, NeSy and related servers.!

  Last updated 2026-07-29

  41

  22

  3

  Mozilla Public 2.0

• VisualQ MCP Server

  abecms

  A

  license

  C

  quality

  A

  maintenance

  Enables running visual regression tests, polling results, and reading structured failure reports via MCP clients like Cursor or Claude Desktop.

  Last updated 2026-07-11

  22

  999

  MIT