"WhyLabs AI Observability Platform" matching MCP servers:

• Validator Ai MCP

  CSOAI-ORG

  A

  license

  -

  quality

  A

  maintenance

  An MCP server for validating JSON against schemas, checking email deliverability, verifying URLs, assessing data quality, and validating API responses using RFC-compliant checks and heuristic analysis.

  Last updated 2026-06-26

  3

  MIT

• scorecard-ai-mcp

  scorecard-ai

  A

  license

  -

  quality

  A

  maintenance

  Enables AI assistants to interact with the Scorecard REST API for exploring endpoints, making test requests, and integrating the SDK into applications.

  Last updated 2026-07-11

  2,255

  Apache 2.0

• webhook-ai-mcp

  CSOAI-ORG

  F

  license

  -

  quality

  A

  maintenance

  Webhook management and debugging. Validate signatures, log events, replay, and analyze webhook traffic.

  Last updated 2026-07-19

• yop-mcp

  yop-platform

  A

  license

  A

  quality

  C

  maintenance

  yop-mcp 是一个专为易宝支付开放平台(YOP)设计的 MCP (Model Context Protocol) Server，提供了一套完整的工具函数，帮助开发者通过AI助手（如Claude、Cursor等）更便捷地获取YOP平台的相关信息、生成密钥对、下载证书等操作。

  Last updated 2025-08-08

  10

  3

  Apache 2.0

• ai-testcase-generator-mcp

  Mallikarjun-Roddannavar

  A

  license

  A

  quality

  C

  maintenance

  Generates comprehensive API test plans (positive, negative, and boundary/edge cases) from endpoint metadata using LLMs, and exports them as Excel files.

  Last updated 2026-06-28

  1

  15

  MIT

• API Tester AI MCP

  CSOAI-ORG

  A

  license

  B

  quality

  A

  maintenance

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

  Last updated 2026-06-15

  4

  3

  MIT

• Schema Validator AI MCP

  CSOAI-ORG

  A

  license

  -

  quality

  A

  maintenance

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

  Last updated 2026-06-26

  3

  MIT

• AegisX MCP

  aegisx-platform

  A

  license

  -

  quality

  B

  maintenance

  Provides AI assistants with access to AegisX UI components, CRUD generator commands, development patterns, and API contract discovery tools. It enables developers to browse component documentation, build generation commands, and test authenticated API endpoints through the Model Context Protocol.

  Last updated 2026-05-09

  58

  MIT

• OpenAPI MCP Server

  cloudwarriors-ai

  A

  license

  A

  quality

  D

  maintenance

  A generic MCP server that dynamically exposes any OpenAPI-documented REST API to LLMs by auto-discovering endpoints. It provides tools for exploring API capabilities and making authenticated requests directly through natural language interfaces.

  Last updated 2026-01-27

  2

  2

  MIT

• Text-to-GraphQL MCP Server

  Arize-ai

  F

  license

  A

  quality

  D

  maintenance

  Converts natural language queries into valid GraphQL queries and executes them against GraphQL APIs. Includes schema introspection, query validation, execution with authentication, and query history tracking.

  Last updated 2026-02-11

  5

  24
• 

  delimitofficial

  delimit-ai

  A

  license

  B

  quality

  A

  maintenance

  One workspace for every AI coding assistant. Governance tools for API lint, diff, persistent ledger, multi-model deliberation, security audit, and test verification. Works with Claude Code, Codex, Cursor, and Gemini CLI.

  Last updated 2026-07-20

  100

  759

  21

  MIT

• PBS MCP AI Enabled API Server

  matthewdcage

  A

  license

  B

  quality

  D

  maintenance

  A standalone Model Context Protocol server that enables AI models to access the Australian Pharmaceutical Benefits Scheme (PBS) API data, including medicine listings, pricing, and availability information.

  Last updated 2025-03-12

  1

  4

  MIT
• 

  stripeofficial

  stripe

  A

  license

  -

  quality

  C

  maintenance

  The Stripe Model Context Protocol server allows you to integrate with Stripe APIs through function calling. This protocol supports various tools to interact with different Stripe services.

  Last updated 2026-07-22

  12,199

  1,700
• 

  Superglue MCPofficial

  superglue-ai

  F

  license

  -

  quality

  D

  maintenance

  A service that enables agents to build deterministic workflows across apps, databases and APIs using natural language, handling schema mapping, drift detection, and execution of integration pipelines automatically.

  Last updated 2026-07-13

  5

  2,034

• Next.js MCP Server

  vertile-ai

  A

  license

  -

  quality

  D

  maintenance

  A utility tool that analyzes Next.js application routes and provides detailed information about API paths, HTTP methods, parameters, status codes, and request/response schemas.

  Last updated 2025-03-27

  10

  99

  MIT

• swaggbot

  TechBloom-ai

  A

  license

  -

  quality

  D

  maintenance

  Transforms Swagger/OpenAPI documented APIs into conversational interfaces, enabling natural language interaction with APIs through an MCP server for use with AI assistants.

  Last updated 2026-02-23

  4

  MIT

• AutoSpectra MCP Server

  RaphaEnterprises-AI

  F

  license

  -

  quality

  D

  maintenance

  All-in-one automation platform for AI agents, providing browser automation, API testing, debugging, and testing tools via the MCP protocol.

  Last updated 2025-04-12

  3

• OpenAPI MCP Server

  prompteus-ai

  F

  license

  -

  quality

  D

  maintenance

  Dynamically creates an MCP server from any OpenAPI schema, enabling seamless integration with tools like Prompteus and Claude.

  Last updated 2025-05-02

  4

• AI Fuzz Testing MCP Server

  ThatOneDevGuy

  F

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol server for LLM fuzzing and testing, providing secure access to multiple AI providers through a standardized interface.

  Last updated 2025-08-02

• GraphQL MCP Server

  friendlygeorge

  A

  license

  A

  quality

  B

  maintenance

  Enables AI agents to connect to any GraphQL endpoint, introspect schemas, and execute queries or mutations through auto-generated tools.

  Last updated 2026-06-24

  22

  11

  MIT