"Automating Testing and Debugging for LLMs in Production" matching MCP servers:

• Debugging MCP Server

  luischang07

  F

  license

  A

  quality

  D

  maintenance

  Enables LLMs to automatically diagnose coding errors through codebase search, test execution, and live debugger integration (DAP/V8 CDP). Provides a secure, policy-gated environment for investigating failures while preventing destructive operations.

  Last updated 2026-04-05

  9
• 

  production-masterofficial

  ProductionMasterAI

  A

  license

  -

  quality

  C

  maintenance

  Enables triggering, streaming, and reviewing autonomous production-incident investigations directly from your editor, with human-gated approval for any mutating actions.

  Last updated 2026-07-15

  MIT

• VMWare-MCP-server-for-LLMs

  nholuongut

  -

  license

  -

  quality

  C

  maintenance

  An MCP server that gives AI agents direct access to VMware vSphere infrastructure, enabling VM lifecycle management, snapshots, datastore operations, networking, and more via 55 typed tools built on govc.

  Last updated 2026-07-21

• gdb and rr Debugging

  schuay

  A

  license

  A

  quality

  D

  maintenance

  MCP server that exposes GDB debugging as tools. An AI assistant can set breakpoints, run programs, step through code, inspect variables and memory, and examine registers — all via structured tool calls. Reverse debugging with rr is also supported.

  Last updated 2026-03-15

  34

  3

  MIT
• 

  production-master-mcpofficial

  ProductionMasterAI

  A

  license

  -

  quality

  C

  maintenance

  MCP server for the Production Master incident-investigation service, enabling any MCP client to drive investigations via tool calls with pass-through authentication.

  Last updated 2026-07-13

  MIT

• llms-mcp

  druellan

  A

  license

  -

  quality

  D

  maintenance

  An MCP server that exposes the llms.txt file and its referenced local or external resources from a project root to provide context for AI models. It automatically parses documentation links and URLs to make them accessible as additional MCP resources.

  Last updated 2025-07-04

  1

  MIT

• MCP-llms-txt

  SecretiveShell

  A

  license

  -

  quality

  D

  maintenance

  MCP server for SecretiveShell/Awesome-llms-txt. Add documentation directly into your conversation via MCP resources.

  Last updated 2025-03-09

  24

  MIT

• mcp-production-kit

  Lumina-AI-studio

  A

  license

  -

  quality

  B

  maintenance

  A production-ready MCP server template with OAuth 2.1, RBAC, and audit logging for building secure, observable tool servers.

  Last updated 2026-07-13

  MIT

• Vibe Testing

  AishwaryShrivastav

  A

  license

  -

  quality

  C

  maintenance

  Code-aware browser testing agent — reads your codebase, understands functionality, tests every element, reports with screenshots. Works as MCP server for Cursor/Claude Code or standalone CLI.

  Last updated 2026-06-08

  136

  5

  MIT

• Error Debugging MCP Server

  firozanam

  A

  license

  -

  quality

  D

  maintenance

  Provides intelligent error detection and debugging capabilities across multiple programming languages with real-time monitoring of build, lint, runtime, console, and test errors. Offers AI-enhanced error analysis with automated resolution suggestions and context-aware debugging.

  Last updated 2025-07-03

  MIT

• llms-txt-mcp

  tenequm

  A

  license

  -

  quality

  C

  maintenance

  Enables fast, token-efficient access to large documentation files in llms.txt format through semantic search. Solves token limit issues by searching first and retrieving only relevant sections instead of dumping entire documentation.

  Last updated 2025-08-18

  3

  MIT

• In Memoria

  pi22by7

  A

  license

  -

  quality

  F

  maintenance

  Persistent memory and pattern learning for AI coding assistants via MCP.

  Last updated 2025-12-23

  106

  170

  MIT

• hugo-llms-mcp

  biccio

  A

  license

  -

  quality

  C

  maintenance

  A generic MCP (Model Context Protocol) server for any Hugo blog, deployed on Cloudflare Workers. It reads your blog's llms.txt and llms-full.txt files and exposes them as structured tools that AI assistants can query to understand your content.

  Last updated 2026-06-13

  MIT

• testing-mcp

  mcpland

  A

  license

  -

  quality

  B

  maintenance

  Enables AI assistants to write and debug integration tests by providing live access to DOM structure and executing code directly in test environments.

  Last updated 2026-05-28

  144

  10

  MIT

• Production MCP Starter

  rishipatel-1

  F

  license

  -

  quality

  B

  maintenance

  A hexagonal TypeScript starter for production MCP servers with built-in authentication, billing, and tool scaffolding.

  Last updated 2026-06-22

• testing-mcp

  charlieNearform

  F

  license

  -

  quality

  B

  maintenance

  MCP server that enables AI agents to programmatically run tests, query results, and receive intelligent recommendations about test execution strategy.

  Last updated 2026-07-23

• amazon-in-mcp

  justadityaraj

  A

  license

  A

  quality

  A

  maintenance

  MCP server for amazon.in — cheapest in-stock, best-value picks, and price history links.

  Last updated 2026-07-11

  3

  88

  5

  MIT

• codex-in-claude

  briandconnelly

  A

  license

  A

  quality

  B

  maintenance

  Call OpenAI Codex from Claude Code for independent second opinions, structured code review, and delegated coding tasks through a FastMCP plugin that drives the codex CLI safely.

  Last updated 2026-07-23

  17

  1

  MIT

• act-testing-mcp

  GarthDB

  A

  license

  A

  quality

  C

  maintenance

  MCP server for testing GitHub Actions workflows locally using nektos/act.

  Last updated 2025-09-01

  4

  9

  Apache 2.0

• API Testing MCP

  cocaxcode

  A

  license

  A

  quality

  C

  maintenance

  A lightweight, local-first MCP server for executing HTTP requests and managing API collections and environments without cloud dependencies. It enables testing APIs, handling authentication, and importing OpenAPI specifications directly within MCP-compatible workflows.

  Last updated 2026-05-02

  42

  106

  4

  MIT