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maintenanceEnables Codex to delegate coding tasks to a locally hosted Qwen model through an MCP tool, which can read, write, patch, test, and inspect git diffs inside an allowed workspace.
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"Coder" matching MCP servers:
- AlicenseNot gradedqualityCmaintenanceA self-hosted MCP server that gives ChatGPT full local machine access for coding tasks, including file editing, shell commands, git operations, and project exploration via 40+ MCP tools.MIT
- AlicenseNot gradedqualityFmaintenanceLoads entire codebase into LLM context for AI-assisted code understanding and editing.2317MIT
- FlicenseBqualityCmaintenanceIntegrates the Qwen3-Coder 30B parameter model with Claude Code through 5 specialized tools for code review, explanation, generation, bug fixing, and optimization. Optimized for 64GB RAM systems with advanced performance settings including flash attention and parallel processing.5
- AlicenseNot gradedqualityCmaintenanceEnables Claude Desktop to spawn new Claude Code instances in iTerm2 windows for interactive coding sessions.15MIT
- FlicenseNot gradedqualityDmaintenanceA utility toolkit that enhances Claude's code interaction capabilities by providing seamless tools for Java code analysis, manipulation, and testing workflows.3
- FlicenseNot gradedqualityNot gradedmaintenanceImplements a structured development workflow for LLM-based coding with feature clarification, PRD generation, phased development, and task tracking. Guides LLMs through organized feature development from requirements gathering to completion with document storage and progress monitoring.30
- AlicenseAqualityCmaintenanceEnables Codex to delegate long-running work to Claude Code via blocking MCP calls, with tools for model discovery, run, and resume without polling.3MIT
Cerebras Code MCP Serverofficial
AlicenseAqualityDmaintenanceThis MCP server is designed for planning with Claude Code, Cline, or Cursor and making changes with Cerebras to maximize speed and intelligence while avoiding API limits. It uses the Qwen 3 Coder model for high-quality code generation and can be embedded in IDEs.151MIT- FlicenseAqualityBmaintenanceA local MCP server for interacting with a network lab, supporting read-only and configuration tools for devices like Arista EOS switches.6
- AlicenseAqualityDmaintenanceEnables Claude Code to delegate tasks to OpenAI's Codex CLI (GPT-5.4) with structured execution traces, parallel execution, session persistence, and adversarial code review.15MIT
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bracketcoder-blogofficial
FlicenseNot gradedqualityBmaintenanceMCP server for writing and publishing SEO blog posts to Bracket Coder, with tools for style guide, content research, on-brand image generation, and post management.- AlicenseAqualityBmaintenanceCaptures an agentic asset's foundational record as a single asset-record.json, including creation facts and author-only confirmed metadata. Provides MCP tools to record, read, and finalize provenance during asset development.4GPL 3.0
pinnedai-mcpofficial
AlicenseAqualityAmaintenanceStops your AI from re-introducing bugs, leaking provider keys, or weakening tests. Bug fixes become permanent regression guards; blocked mistakes become AI lessons the agent reads and learns from before its next edit.62Apache 2.0- FlicenseAqualityCmaintenanceEnables natural-language Q&A over codebases via MCP, using AST-aware chunking, hybrid retrieval, reranking, and call-graph expansion to answer with file:line citations and impact analysis.5
- AlicenseAqualityBmaintenanceAn MCP server that lets AI agents review code using language models, supporting git diffs, files, and snippets with severity levels. Works with Ollama (local) and hosted providers like OpenAI, Anthropic, and OpenRouter.3MIT
- AlicenseAqualityDmaintenanceAn intelligent code version management system based on the MCP protocol, providing AI-enhanced code snapshots, project versioning, and smart change detection for AI-assisted programming.171MIT
- AlicenseAqualityFmaintenanceScaffolds new MCP servers for the OpenSIN-Code ecosystem with templates for Python, Node, Go; provides tools to add tools, test, validate, register, publish, and audit servers.8MIT
- FlicenseAqualityCmaintenanceProvides 8 MCP tools for frontend design: load design system, generate components, scaffold pages, review consistency, extract tokens, check WCAG 2.2 AA, test responsiveness, and export to Figma.8
