A
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maintenanceTurn any API into an MCP server. Query in English. Get results—even when the API can't.
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"Making API documentation usable for LLMs" matching MCP servers:
- Alicense-qualityDmaintenanceEnables document Q&A with grounded citations using the official Gemini File Search API. Upload documents, create stores, and ask questions that return exact passage citations.162MIT
- AlicenseAqualityBmaintenanceIt gives AI agents one tool to access the Omega-API judge, which evaluates conversational turns and returns a decision and gate action (release, clarify, suppress, or none) to guide the agent's response.160Apache 2.0
- AlicenseAqualityBmaintenanceMCP server for the XBrush AI media generation API, enabling image, video, audio generation, editing, and more directly from Claude Code via async polling.2163MIT
- FlicenseAqualityDmaintenanceEnables complex problem-solving through multi-modal reasoning, dynamic knowledge graphs, meta-cognitive reflection, and collaborative AI personas.13
- AlicenseAqualityAmaintenanceProvides vision capabilities to Reasonix, enabling analysis of images/videos, OCR, and comparisons via OpenAI-compatible vision models.46MIT
- AlicenseAqualityBmaintenanceBridges DeepSeek (text-only) with vision models via MCP, enabling image description and compression using any OpenAI-compatible visual API.3211MIT
- FlicenseAqualityDmaintenanceProvides Large Language Models with real-time access to the latest documentation for Python libraries like Langchain, LlamaIndex, and OpenAI, enabling accurate and up-to-date code suggestions.1
- FlicenseAqualityCmaintenanceMCP server that wraps MiniMax platform APIs (speech, video, image, music, and file management) as tools over stdio, enabling natural language interaction with MiniMax's AI services.16
- AlicenseAqualityBmaintenanceMCP server exposing Cursor's HTTP APIs for managing Cloud Agents, Team/Org Admin, Analytics, Bugbot, AI Code Tracking, and Fleet with read-only and read-write modes.61MIT
- AlicenseCqualityAmaintenanceFull-stack utility API with 337+ tools including AI chat, web scraping, weather, finance, SEO, crypto, colors, readability, DNS, and more — all through a single MCP server. Pay-as-you-go credits, no API keys needed.1001Apache 2.0
Luma API MCPofficial
Alicense-qualityDmaintenanceEnables image and video generation using Luma's API, supporting multiple models, aspect ratios, and advanced features like keyframes and style references.25MIT
AfaAgent x402 API Suiteofficial
Flicense-qualityCmaintenance43 x402-enabled API tools — DeFi, wallet security, AI/ML, developer tools, SEO. Pay-per-call USDC on Base via x402 protocol.- Alicense-qualityDmaintenanceA FastMCP-based Model Context Protocol (MCP) server that provides unified access to multiple AI APIs including OpenAI GPT, Google Gemini, Anthropic Claude, and xAI Grok.7MIT
- Alicense-qualityCmaintenanceMCP server for Microsoft Fabric REST APIs that enables data engineers and analysts to manage Fabric components using AI assistants.35AGPL 3.0
- Alicense-qualityCmaintenanceProvides an OpenAI-compatible gateway to the MiMo (Xiaomi) model series, with native MCP server tools for web search and visual analysis.31GPL 3.0
- Alicense-qualityDmaintenanceGenerates technical documentation and diagrams (C4, UML, flowcharts, Gantt, etc.) using MCP protocol, with Docker-based tooling and optional AI image generation via DALL-E 3.2MIT
- Alicense-qualityBmaintenanceMCP server for deterministic context preflight, token counting, and credential redaction for coding agents, with a free local tier up to 12,000 characters and paid HTTP fallback for larger inputs.113MIT
- Alicense-qualityDmaintenanceMCP server that provides file operations and Moonshot API-powered tools (reasoning, code review, testing, research, web search, agent) for Kimi K2.5, requiring only a Moonshot API key.511MIT
- Alicense-qualityBmaintenanceEnables searching Verix records, retrieving record details, and running analysis workflows through natural language via the Verix API.MIT