"Understanding and Writing Unit Tests" matching MCP servers:

• 

  Nova Act MCP Serverofficial

  aws-samples

  A

  license

  -

  quality

  D

  maintenance

  Exposes Amazon Nova Act web automation capabilities through the Model Context Protocol, enabling AI agents to perform browser tasks like navigation, data extraction, and form interaction.

  Last updated 2025-10-28

  80

  MIT No Attribution

• Model Context Protocol Server

  arkeodev

  A

  license

  -

  quality

  D

  maintenance

  Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.

  Last updated 2025-04-27

  2

  MIT

• Enterprise MCP Gateway and

  Devarinti9

  A

  license

  -

  quality

  C

  maintenance

  Enables AI agents to discover and execute tools via a secure MCP server with JWT authentication, RBAC, rate limiting, and audit logging.

  Last updated 2026-06-10

  1

  MIT

• Remote MCP Server for Website

  elizabethsiegle

  F

  license

  -

  quality

  D

  maintenance

  An authless Cloudflare Workers server that provides tools to scrape, analyze, and answer questions about websites using Cloudflare's Browser Rendering and AI capabilities.

  Last updated 2025-05-01

  6

• InfiniteMCP

  day50-dev

  F

  license

  -

  quality

  C

  maintenance

  A meta-MCP server that acts as a universal gateway, allowing users to discover and execute tools from thousands of other MCP servers through semantic search. It dynamically loads servers on demand and provides standardized functions for searching, discovering, and running tools across the entire MCP ecosystem.

  Last updated 2026-05-29

  6

• Coffee Shop MCP

  HaswanthKurevella

  A

  license

  A

  quality

  C

  maintenance

  An MCP project that orchestrates coffee orders by coordinating a Barista server and machine servers (grinder, brew unit, steamer, dispenser) through an LLM.

  Last updated 2026-07-10

  7

  MIT

• Datapoint MCP

  impel-intelligence

  A

  license

  A

  quality

  A

  maintenance

  Enables AI agents to recruit real humans for evaluation tasks like surveys, A/B tests, and ratings on text, images, audio, and video, returning aggregated results directly into the conversation.

  Last updated 2026-06-12

  13

  6

  MIT

• Mini Agent MCP

  Microbiosis

  A

  license

  A

  quality

  B

  maintenance

  An MCP server that integrates a ReAct agent with built-in tools (calculator, text, unit conversion, etc.) and the AnySearch search service, enabling autonomous multi-step task execution.

  Last updated 2026-07-19

  11

  2,049

  1

  Apache 2.0

• filesystem-mcp-server

  cyanheads

  A

  license

  A

  quality

  F

  maintenance

  A Model Context Protocol server that provides AI agents with secure access to local filesystem operations, enabling reading, writing, and managing files through a standardized interface.

  Last updated 2025-07-22

  10

  31

  42

  Apache 2.0

• MCP Compass

  liuyoshio

  A

  license

  B

  quality

  F

  maintenance

  MCP Compass is a discovery and recommendation service that assists AI assistants in finding and understanding Model Context Protocol servers through natural language queries.

  Last updated 2025-01-07

  1

  144

  244

  MIT

• agent-passport-system-mcp

  aeoess

  A

  license

  C

  quality

  A

  maintenance

  Cryptographic identity and trust protocol for AI agents. 38 MCP tools across 8 protocol layers: Ed25519 identity, delegation chains, values compliance, signed communication, policy engine, task coordination, cross-layer integration, and agentic commerce. 264 tests passing.

  Last updated 2026-07-14

  100

  442

  1

  Apache 2.0

• MyMCP

  damiankaniewski

  A

  license

  -

  quality

  A

  maintenance

  A local, no-code builder for MCP servers that lets you create AI tools by describing them in plain language, without writing code. Connect your tools to any MCP-compatible assistant like Claude, Cursor, or VS Code Copilot.

  Last updated 2026-06-28

  1

  MIT

• Relay

  orhanucok

  A

  license

  -

  quality

  C

  maintenance

  Enables AI to delegate boilerplate, drafts, tests, and refactors to free LLM providers, saving tokens and running tasks in parallel.

  Last updated 2026-06-30

  748

  MIT

• Spec Guard

  jpstone

  A

  license

  -

  quality

  B

  maintenance

  A methodology and MCP server for agent-driven software development where humans write specs and agents implement code, enforced by six mechanical gates to ensure spec validity, contracts, tests, and review.

  Last updated 2026-06-30

  35

  MIT

• HermitAgent

  cafitac

  A

  license

  -

  quality

  A

  maintenance

  MCP executor lane for Claude Code, Codex, and Hermes Agent that offloads mechanical repo tasks like edits, tests, and commits to a cheaper or local model.

  Last updated 2026-05-01

  82

  3

  MIT

• AccInt

  maxbaluev

  A

  license

  -

  quality

  B

  maintenance

  Local-first MCP Work Model for coding agents: retrieves scored memory, records commitments, and credits outcomes from tests, reviews, replies, or owner approval. Public repo includes Apache-2.0 integration glue; the local engine binary is proprietary.

  Last updated 2026-07-05

  4

  Apache 2.0

• Codex Capability Bridge

  AEcru

  A

  license

  -

  quality

  C

  maintenance

  An MCP server that enables Claude to discover and delegate tasks to local Codex Skills and plugins, bridging Claude's natural language understanding with Codex's execution capabilities.

  Last updated 2026-07-17

  Apache 2.0

• codemesh

  kiliman

  A

  license

  -

  quality

  D

  maintenance

  CodeMesh enables AI agents to orchestrate any MCP server by writing TypeScript code, with self-improving capabilities through auto-augmentation of tool documentation.

  Last updated 2025-11-03

  18

  24

  MIT

• governed-mcp

  rsiraj0

  F

  license

  -

  quality

  C

  maintenance

  MCP server that enforces governance on agentic decisions with auditable evidence records, providing tools for understanding, calibrating confidence, and navigating handoffs based on policy.

  Last updated 2026-07-07

  1

• S2 StreamStore MCP Server

  s2-streamstore

  F

  license

  -

  quality

  C

  maintenance

  Enables interaction with S2 StreamStore to manage basins, access tokens, and data streams through a progressive tool disclosure workflow. It allows AI agents to efficiently navigate between account management, basin configuration, and stream-level operations like reading or writing records.

  Last updated 2026-07-07

  1