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maintenanceA minimal MCP server that exposes Gemini's web and multimodal understanding (video, audio, document, image) through five dedicated tools.
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"Understanding Inference Models" matching MCP servers:
- AlicenseAqualityBmaintenanceEnables any MCP client to perform image understanding and OCR via any OpenAI-compatible vision-language model. Supports local, private inference without images leaving the machine.256MIT
Apitomy Data Models MCPofficial
AlicenseBqualityAmaintenanceAn MCP server that wraps the @apitomy/data-models library for querying, validating, and editing OpenAPI and AsyncAPI documents.10015Apache 2.0- FlicenseBqualityDmaintenanceMCP server that lists available GitHub Models and compares responses from multiple models for the same prompt.1
- AlicenseNot gradedqualityBmaintenanceExposes models available on the gm inference gateway as callable tools, enabling coding agents to query models and list available ones via natural language.19Apache 2.0
- AlicenseNot gradedqualityBmaintenanceA multi-provider vision model MCP server with automatic failover, providing a single tool analyze_image for image recognition and understanding across multiple models.MIT
- FlicenseNot gradedqualityDmaintenanceAn MCP server that helps interact with and compare different GitHub Models, enabling listing, filtering, and comparing model responses.
- AlicenseAqualityAmaintenanceMulti-model vision understanding MCP server that provides unified image analysis for AI assistants without native vision, supporting models like GLM-4.6V, DeepSeek-OCR, Qwen3-VL-Flash, and more.13,789100MIT
- AlicenseAqualityBmaintenanceAn MCP server that provides cross-validated npm dependency fitness verdicts, including deprecation, malicious detection, and safe migration target inference.265MIT
- AlicenseAqualityCmaintenanceGlobal price benchmarking for AI inference across 2,600+ SKUs from 47 vendors. Query live pricing, market indexes, and model specs via 8 tools. Free tier available.8121MIT
- FlicenseAqualityCmaintenanceMCP server for image understanding that analyzes UI designs, HTML pages, and visual layouts using Agnes 2.0 Flash, returning structured descriptions with layout hierarchy, components, text, interactions, and accessibility notes.1
Local AI MCPofficial
AlicenseAqualityAmaintenanceUnified MCP server for managing local model runtimes (Ollama, LM Studio, etc.), enabling provider-agnostic discovery, lifecycle management, hardware-fit checks, and delegated inference.16224Creative Commons Attribution Non Commercial No Derivatives 4.0 International- AlicenseAqualityAmaintenanceConnects AI agents with Swagger/Knife4j API documentation, enabling real-time retrieval, search, and structured understanding of API interfaces, parameters, and schemas.5901MIT
- AlicenseAqualityCmaintenanceProvides vision understanding capabilities such as image analysis, OCR, object localization, and video frame analysis, plus optional image generation and editing, to coding agents via OpenAI-compatible multimodal models. Runs as a local MCP server with HTTP and stdio transports, configurable for clients like Codex, Claude Code, Kimi, and Cursor.369MIT
- FlicenseAqualityCmaintenanceLocal MCP tool for understanding JSON Schema files while planning tests, summarizing types, required fields, constraints, and generating placeholder paths without copying data.2
- AlicenseAqualityCmaintenanceIntegrates Google Gemini 3.1 with Claude Code to provide web search, large codebase analysis, multimodal image understanding, and creative brainstorming, leveraging Gemini's 1M token context and Google Search grounding.5130142MIT
- AlicenseAqualityCmaintenanceEnables AI-assisted FlutterFlow development by reading, exploring, and understanding FlutterFlow projects through Claude and other MCP-compatible clients.25619MIT
- AlicenseAqualityDmaintenanceHigh-performance code understanding toolkit that enables batch reading of multiple files with dependency context, structural outline extraction with Java annotation awareness, and precise location of classes/methods across large codebases.311MIT
- FlicenseAqualityCmaintenanceAn MCP server that adds visual understanding to text-only LLMs via image understanding, OCR, and image comparison tools, with multi-provider fallback and context-aware Focus Hint for precise descriptions.3
- AlicenseAqualityCmaintenanceNode.js MCP server for MiniMax's Token Plan, providing image understanding and web search capabilities.267MIT