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maintenanceProvides image understanding capabilities to coding models without vision support by automatically invoking a vision model and returning text descriptions, enabling seamless context-aware coding with images.
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"Coding tools to understand and manage a large codebase like MCP, CLINE, or ROOCODE" matching MCP servers:
- Alicense-qualityBmaintenanceEnables AI agents to query OpenRouter model information including prices, ELO rankings, context, and perform comparisons.4451MIT
- Flicense-qualityBmaintenanceEnables pure text LLMs to understand images by acting as a proxy to vision models via OpenAI-compatible APIs. Supports local files, URLs, and base64 inputs for image analysis.
- Flicense-qualityBmaintenanceMCP server that provides OpenRouter model pricing data, enabling price lookups, trending/cheapest lists, and model searches without an API key.
@pipeworx/or-dmvofficial
Alicense-qualityCmaintenanceProvides live wait times and office details for all 60 Oregon DMV field offices by scraping the ODOT website, with no authentication required.20MIT- Flicense-qualityBmaintenanceAn MCP server that connects Clio Manage to ChatGPT/Codex, enabling authorized firm users to check calendar availability, review tasks, and confirm user identity via natural language, with event names kept private.
- AlicenseCqualityDmaintenanceEnables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.18MIT
- Alicense-qualityDmaintenanceA comprehensive MCP server that provides a graph database for tracking software codebase components, their relationships, and associated tasks/goals.1MIT
- Alicense-qualityFmaintenance提供A股实时行情、历史K线、财务报表、技术指标等全方位数据查询的MCP服务器，支持盘中即时更新及批量查询。24MIT
- Flicense-qualityBmaintenanceThis MCP server provides secure access to databases for AI agents, enforcing authentication, authorization, human approval, logging, and notifications to prevent dangerous actions.
- Flicense-qualityDmaintenanceAutomatically enforces team coding standards in AI-assisted development by providing an MCP server that AI assistants can query for language-specific standards, style guides, and best practices.
- Flicense-qualityDmaintenanceProvides real-time retrieval of official documentation for LangChain, LlamaIndex, and OpenAI. It enables context-aware coding by fetching the latest API references and guides directly into Claude via the Model Context Protocol.
- Flicense-qualityBmaintenanceHTTP-based server that provides semantic code search capabilities to IDEs through the Model Context Protocol, allowing efficient codebase exploration without repeated indexing.20119
- Flicense-qualityDmaintenanceEnables semantic search and retrieval of code files using embeddings stored in PostgreSQL. Supports intelligent codebase exploration through natural language queries, file listing, and content retrieval.16
m-dev-tools-mcpofficial
AlicenseAqualityBmaintenanceMCP server that exposes tools to route natural language queries to typed IDs, describe catalog entries, and list repository verification commands for the m-dev-tools organization.3AGPL 3.0- AlicenseAqualityBmaintenanceAn MCP server that gives an AI assistant a set of real mechanical-engineering tools. Provides deterministic tools like material properties, beam analysis, unit conversion, and curve fitting for engineering calculations.5MIT
- AlicenseAqualityCmaintenanceRead-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.3MIT
- AlicenseAqualityAmaintenanceMCP server for AI agents to send notifications, copy to clipboard, request confirmations, and collect text input from users across their devices.11527Apache 2.0
registry-toolsofficial
AlicenseAqualityFmaintenanceSearch and resolve MCP server packages on the mpak registry, enabling agents to discover servers, inspect tools, and check credential requirements before installation.2MIT- AlicenseAqualityDmaintenanceProvides AI assistants with comprehensive Magento 2 coding standards, security rules, and theme-specific guidelines to ensure generated code is compliant. It enables real-time code validation, pattern lookup, and security auditing tailored to different Magento frontend stacks.714MIT