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maintenanceEnables AI agents to query OpenRouter model information including prices, ELO rankings, context, and perform comparisons.
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"A tool or assistant to explore and debug my codebase" matching MCP servers:
- Flicense-qualityDmaintenanceA demonstration MCP server that exposes basic arithmetic tools (add, subtract, ping) through FastAPI and shows how to integrate them with OpenAI's tool-calling API for LLM orchestration.
- AlicenseAqualityDmaintenanceAn intelligent debugging assistant that automates the debugging process by analyzing bugs, injecting HTTP-based debug logs into code across multiple environments (browser, Node.js, mobile, etc.), and iteratively fixing issues based on real-time feedback.8MIT
- FlicenseAqualityDmaintenanceAn MCP server that acts as an AI mentor for any codebase using dual-layer indexing, enabling codebase initialization, tutorial generation, and semantic search.3
- AlicenseAqualityDmaintenanceEnables AI assistants to perform interactive Python debugging with breakpoints, step execution, and variable inspection using the Debug Adapter Protocol (DAP) through an MCP server interface.81MIT
- AlicenseBqualityFmaintenanceA Model Context Protocol server that enables AI agents to retrieve and understand entire codebases at once, providing tools to analyze local workspaces or remote GitHub repositories.34083MIT
- Alicense-qualityBmaintenanceProvides a code graph querying and visualization MCP server, enabling users to search, trace, and describe code components, overlay diffs, and explore architecture through natural language.MIT
- Alicense-qualityCmaintenanceProvides secure and efficient tools for codebase analysis, including file management, metadata retrieval, and dependency tree traversal. It allows LLMs to explore project structures and search for configuration files within a restricted root directory.223MIT
- Alicense-qualityDmaintenanceProvides comprehensive codebase analysis including project structure evaluation, cross-language duplicate detection, microservices validation, and configuration optimization with AI-powered pattern learning that generates actionable improvement reports.MIT
- Alicense-qualityDmaintenanceEnables coding agents to use a real debugger (Python via debugpy) for launching, attaching, setting breakpoints, stepping through code, inspecting stack frames, and evaluating expressions through MCP tools.27MIT
- Alicense-qualityFmaintenanceAn open-source AI-powered development assistant that connects Claude Desktop to your codebase via MCP, enabling semantic code search, AI-assisted editing, and persistent memory without additional subscriptions.48Apache 2.0
- Alicense-qualityDmaintenanceAST-aware codebase indexing with semantic search, exposed as an MCP server. Enables semantic search and file context retrieval across your codebase using natural language queries.41MIT
- Alicense-qualityDmaintenanceA smart debugging agent that remembers errors, automatically diagnoses issues, and accumulates solutions for faster resolution.1MIT
- Alicense-qualityFmaintenanceProvides structured access to Solana Anchor error data, enabling AI coding agents to parse logs, debug transactions, and look up error codes.7MIT
- Alicense-qualityCmaintenanceMCP server for semantic codebase navigation that builds an AST index of symbols, imports, and exports, providing AI agents with tools to search, explore, and understand code.MIT
- Alicense-qualityBmaintenanceEnables LLM agents to efficiently understand and navigate a codebase by providing semantic search over symbols and a reference graph, replacing expensive grep/glob calls with structured tools like definition lookup, caller/callee queries, and change-impact analysis.1MIT
- Flicense-qualityAmaintenanceAn MCP server that indexes codebases into a local knowledge graph, providing 52 AI tools for semantic search, call-graph traversal, git archaeology, and impact analysis to give AI agents deep understanding of code.2
- Flicense-qualityDmaintenanceEnables AI models to perform comprehensive Git repository management including cloning, file operations, branching, committing, and pushing changes via a secure FastMCP interface. It features built-in workspace isolation and rigorous input validation to ensure production-ready repository control.
- AlicenseAqualityDmaintenanceStructures debugging processes into a persistent knowledge graph, enabling problem decomposition, hypothesis testing, and reusable solution discovery.194MIT
- FlicenseAqualityDmaintenanceA Model Context Protocol (MCP) server for debugging and operating Rust Tauri applications over WebSocket.11