A
licenseA
qualityC
maintenanceA minimal MCP server that exposes Gemini's web and multimodal understanding (video, audio, document, image) through five dedicated tools.
5
1
MIT
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"Understanding Inference Models" matching MCP servers:
- AlicenseAqualityCmaintenanceAn MCP server providing vision understanding tools (image QA, OCR, video and document understanding) via OpenAI-compatible endpoints, defaulting to Zhipu GLM vision models.4MIT
- AlicenseAqualityBmaintenanceProvides AI vision analysis via OpenRouter, enabling image understanding from local paths or URLs. Supports OCR, error diagnosis, and chart/UI analysis using Gemini models.1107MIT
- AlicenseAqualityDmaintenanceEnables image analysis and understanding using Vision Language Models through OpenAI-compatible APIs. Supports analyzing images from URLs or local files with custom prompts.12MIT
- AlicenseBqualityCmaintenanceProvides image understanding capabilities by analyzing single or multiple images (local files, URLs, or base64) via MiniMax VL API, complementing text-only models.1MIT
- AlicenseBqualityBmaintenanceEnables image understanding using Doubao vision models via MCP, supporting local file paths and URLs with customizable prompts.1330MIT
- AlicenseNot gradedqualityDmaintenanceAn MCP server that uses Google's Gemini API to analyze videos and convert them to text descriptions that Claude Code can understand and act upon.19MIT
- AlicenseNot gradedqualityCmaintenanceA server that provides rich UI context and interaction capabilities to AI models, enabling deep understanding of user interfaces through visual analysis and precise interaction via Model Context Protocol.72MIT
- AlicenseNot gradedqualityBmaintenanceProvides deterministic tools for understanding, transforming, and verifying structured data via MCP, enabling rule inference from examples and verification of transformed records.MIT
- AlicenseNot gradedqualityCmaintenanceExposes locally hosted MLX models as MCP tools for Claude Desktop and Codex, with optional SearXNG search augmentation for private local inference.MIT
- AlicenseNot gradedqualityBmaintenancePre-attestation gate for AI inference that checks compliance conditions and issues Ed25519-signed clearances before execution, refusing any inference without a valid clearance.MIT
- AlicenseAqualityBmaintenanceHands local video files to Gemini's native video understanding for detailed, timestamped descriptions, and also supports image/media viewing with frame extraction.5MIT
- AlicenseAqualityCmaintenanceAugments DeepSeek-V4 with image understanding and deep research capabilities via MCP, enabling vision and web research tools.51MIT
- AlicenseAqualityAmaintenanceProvides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine MCP tools, enabling deep codebase understanding and reducing exploration cost.116,087AGPL 3.0
- AlicenseAqualityAmaintenanceRoutes questions to a council of AI models (local and cloud) and synthesizes their answers in five configurable modes: individual, categorized, deconflicted, pooled, and dialectic.9Apache 2.0
- FlicenseAqualityBmaintenanceMCP stdio server, one tool buy_verified_burst — x402 pay-only-if-verified inference.1
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- 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
- AlicenseAqualityCmaintenanceProvides brain-inspired long-term memory for MCP clients, enabling persistent user understanding across sessions with Chinese-optimized hybrid retrieval and evolving user profiles.9MIT
- AlicenseAqualityAmaintenanceLive LLM API pricing: current token prices, model comparisons, cheapest-model lookups, and The LLM Price Index for 150+ models across 20+ providers, re-verified daily. No API key required.51MIT
