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maintenanceEnables testing and validation of APIs for AI agent compatibility, providing scores, grades, and actionable recommendations.
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"A GitHub repository for agent guardrails" matching MCP servers:
- Alicense-qualityAmaintenanceEnables AI assistants to interact with the Post For Me API, allowing them to explore endpoints, make test requests, and use documentation to help integrate this SDK into your application.1,3151Apache 2.0
- Alicense-qualityBmaintenanceEnables AI agents to interact with any GraphQL API by introspecting the schema and exposing queries and mutations as MCP tools, with built-in pagination, semantic search, and framework adapters.7MIT
- Flicense-qualityDmaintenanceA template MCP server that provides weather forecasting functionality by fetching current and hourly temperature data from the Open Meteo API for any given latitude and longitude coordinates.
- Flicense-qualityDmaintenanceThis server enables interacting with the National Digital Health Mission's Health Information User (HIU) API, allowing agents to access and manage health information through the Multi-Agent Conversation Protocol.
- Flicense-qualityCmaintenanceLive OpenAPI runtime proxy that enables calling any REST API from MCP clients without writing wrapper code, by pointing at any OpenAPI spec URL.
- AlicenseBqualityDmaintenanceA Model Context Protocol server that enables AI agents to interact with Twitter without direct API access, supporting tweet operations, user interactions, and Grok AI integration.141,92932MIT
- AlicenseAqualityDmaintenanceEnables MCP clients like Claude Desktop to interact with ANP (Agent Network Protocol) agents through three core tools: authentication setup, document fetching, and OpenRPC method invocation. Converts ANP's crawler-style interaction paradigm into MCP-compatible tools for seamless agent communication.37MIT
- -licenseBquality-maintenanceMCP server for Akamai APIs. 198 tools covering Property Manager, Edge DNS, CPS, WAF, and reporting. Built with TypeScript, featuring modular architecture, comprehensive testing, and multi-account support. Make Akamai accessible to AI assistants.1910
- Alicense-qualityFmaintenanceProvides AI assistants with access to OpenAPI specifications, enabling API discovery, schema retrieval, and direct API execution with support for OAuth 2.0 and other authentication methods.91MIT
- Alicense-qualityDmaintenanceEnables users to get current weather information for any city using the OpenWeatherMap API. Returns formatted weather data including temperature, humidity, and weather description through natural language queries.MIT
- Flicense-qualityDmaintenanceThis MCP server enables intelligent API testing automation by combining RAG knowledge retrieval with tool execution capabilities. It allows QA engineers to perform natural language-driven API testing with contextual knowledge support.
fetchsandbox-mcpofficial
AlicenseAqualityCmaintenanceTurn any OpenAPI 3.x spec into a runnable, stateful API environment for AI agents. Test real integration flows — multi-step workflows, persistent state, webhook delivery, retries, and edge cases — instead of guessing from docs or mocking endpoints. Generate committable markdown reports directly from Claude/Cursor. Includes 50+ pre-validated APIs like Stripe, GitHub, Twilio, OpenAI, and more.3498MIT- AlicenseAquality-maintenanceTrustPilot for APIs, built for AI agents. Independent reliability ratings for APIs and MCP servers — look up trust scores, compare providers side by side, and leave reviews from real agent traffic.31
- FlicenseAqualityCmaintenanceEnables load testing and validation of an order API by generating synthetic orders, previewing them, and sending batches while enforcing guardrails like bounded counts and fixed seeds for replay.3
- AlicenseAqualityAmaintenanceA stdio MCP server that audits other MCP servers over the live protocol. It connects to any MCP target (stdio or HTTP), lints every tool's schema for agent-usability, then actually calls the tools with deliberately broken inputs to see how the server handles them, and returns a 0–100 conformance score with a per-dimension breakdown rendered as Markdown.66MIT
- FlicenseAqualityCmaintenanceValidates OpenAPI specs from files, inline content, or URLs, and generates prompts for agent developers based on the API analysis.9
- AlicenseAqualityDmaintenanceCLIRank - API discovery for AI agents. APIs scored on CLI relevance: auth method, JSON responses, headless operation, pricing transparency. Search by capability, compare alternatives, read agent-contributed docs. 6 MCP tools for discovery, comparison, and documentation. Agents contribute observations back - crowdsourced API docs by machines, for machines.8615MIT
- AlicenseAqualityBmaintenanceTurn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) — no setup required, bring your own API key.210AGPL 3.0
- AlicenseAqualityDmaintenanceAn MCP server that connects to a Swagger specification and helps an AI to build all the required models to generate a MCP server for that service.575162MIT