A
licenseA
qualityA
maintenanceMulti-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.
1
3,789
100
MIT
74,944 servers. Updated
Search Relevance ↓
Recent Usage ↓
Date Added ↓
Date Updated ↓
Weekly Downloads ↓
GitHub Stars ↓
Recent GitHub Stars ↓
Matching MCP tools:
Matching MCP Connectors:
io.github.FoundryNet
ac.inference.sh
com.worthune
io.github.OjasKord
"Understanding Inference Models" matching MCP servers:
- AlicenseAqualityBmaintenanceEnables non-multimodal models to see images by providing MCP tools for image understanding and OCR, backed by any OpenAI-compatible vision model.2MIT
- 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
- FlicenseAqualityCmaintenanceAn MCP server for image understanding via OpenAI-compatible vision models, offering tools for OCR, error screenshot diagnosis, technical diagram reading, data visualization analysis, UI-to-code conversion, and UI diff comparison.7
- FlicenseAqualityDmaintenanceThe server facilitates natural language interactions for exploring and understanding codebases, providing insights into data models and system architecture using a cost-effective, simple setup with support for existing Claude Pro subscriptions.427
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- AlicenseBqualityAmaintenanceEnables local AI inference using Ollama and open-weight models, designed for offline operation in low-connectivity environments.6MIT
- AlicenseNot gradedqualityAmaintenanceEnables managing Onde Inference accounts and model catalog operations through MCP tools such as login, app management, model registration, and assignment. Returns structured JSON over stdio for use with any MCP client.Apache 2.0
- AlicenseNot gradedqualityBmaintenanceProvides context management, task classification, and routing tools for small models (1B-12B) in production agentic workflows.1MIT
- AlicenseNot gradedqualityCmaintenanceAdds image understanding to any MCP-compatible AI client via free Zhipu vision models. Enables agents to analyze local images or URL images by answering natural language questions.MIT
- AlicenseNot gradedqualityCmaintenanceAn MCP server that enables agents to automate refusal direction removal from open-weight LLMs via Optuna-driven search, producing standard Hugging Face models with no inference overhead.MIT
- AlicenseNot gradedqualityCmaintenanceBridges text-only models like DeepSeek to 6 free multimodal vision APIs via MCP, enabling image understanding and analysis through automatic fallback and caching.563MIT
- FlicenseNot gradedqualityDmaintenanceEnables integration of local LLM capabilities with MCP-compatible clients like Claude Desktop, Continue.dev, and Cline. Provides tools for processing text prompts through local language models using a customizable inference function.1
- FlicenseNot gradedqualityDmaintenanceProvides direct access to Ollama models for AI inference, including text generation, chat, model management, and embeddings.113
- FlicenseNot gradedqualityCmaintenanceEnables two local LLMs (Qwen and Llama) to communicate via MCP, allowing one model to consult the other for second opinions or additional reasoning.1
- FlicenseNot gradedqualityBmaintenanceEnables querying PPE compliance analytics from precomputed video inference results, providing tools for site summaries, worker status, violations, and trends without re-running inference.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- AlicenseAqualityBmaintenanceA self-contained, in-memory graph database for AI Agents. Provides semantic code understanding through the Model Context Protocol (MCP).62MIT
- AlicenseAqualityCmaintenanceEstimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators.121MIT
